tag:blogger.com,1999:blog-17601646403444663692024-03-12T17:13:16.314-07:00VKEDCO: Vladimir Kulyukin's Education CoopCS, Math, R&D: On Things Computed, Computing, and ComputableUnknownnoreply@blogger.comBlogger69125tag:blogger.com,1999:blog-1760164640344466369.post-52194239614115364152016-11-29T16:30:00.004-08:002016-11-29T16:30:48.250-08:00Detection of Changes in Images with 1D Haar Wavelet Spikes<div dir="ltr" style="text-align: left;" trbidi="on">
<div class="separator" style="clear: both; text-align: center;">
<br /></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="font-family: "Trebuchet MS",sans-serif; text-align: center;">
<span style="font-size: xx-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></div>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><span style="font-size: x-small;"><br /></span></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: x-small;"><br /></span></td></tr>
</tbody></table>
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: x-small;"><b>Introduction</b></span></span><br />
<br /><div style="line-height: 105%; orphans: 0; text-indent: 0.13in; widows: 0;">
<div style="text-align: justify;">
<span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "times" , "times new roman" , serif;"><span style="font-size: x-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;">Haar Wavelet Transforms (HWTs)
are used to detect significant changes in signal values. In<span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "times" , "times new roman" , serif;"> two previous posts (here and here)</span></span>, I <span style="font-family: "times" , "times new roman" , serif;">formaliz<span style="font-family: "times" , "times new roman" , serif;">i</span>ed 1D <span style="font-family: "times" , "times new roman" , serif;">Haar Wavelet up-down and down-up spikes<span style="font-family: "times" , "times new roman" , serif;"> tha<span style="font-family: "times" , "times new roman" , serif;">t can be used to detect <span style="font-family: "times" , "times new roman" , serif;">changes in signals. </span></span></span></span></span>Specifically, four types of spikes <span style="font-family: "times" , "times new roman" , serif;">we</span>re proposed: up-down
triangle, up-down trapezoid, down-up triangle, and down-up trapezoid. </span></span><span style="font-family: "times" , "times new roman" , serif;"><span style="font-size: x-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;">In this post, I will formally outline a method for using 1D Haar Wavelet Spikes to count changes in images.</span></span><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"></span></span></span></span></span></span></span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><span style="font-size: xx-small;"><br /></span></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><br /></span></td></tr>
</tbody></table>
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: x-small;"><b><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;">Spike Pixels</span> </span></span></span></b></span></span><br />
<div style="text-align: justify;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><br /></span></div>
</div>
<div style="line-height: 105%; orphans: 0; text-indent: 0.11in; widows: 0;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;"><style type="text/css">p { text-indent: 0.2in; margin-bottom: 0in; direction: ltr; color: rgb(0, 0, 0); line-height: 95%; text-align: justify; }p.western { }p.cjk { font-family: "SimSun","宋体"; }p.ctl { }a:visited { color: rgb(128, 0, 128); }a.western:visited { }a.cjk:visited { }a.ctl:visited { }a:link { color: rgb(0, 0, 255); }</style>
</span></span></span></span></span><br />
<div style="line-height: 105%; text-align: justify; text-indent: 0.14in;">
<span style="font-family: Arial,Helvetica,sans-serif;"><span style="font-size: x-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;">Let us assume that we will be detecting changes in image rows. Image columns will work just as well. A spike pixel then is a pixel covered by an up-down or down-up spike detected in some row. Formally, when spikes are
computed for row
<img align="absmiddle" height="18" name="Object58" src="data:image/png;base64,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" width="16" />,
the column indices of the actual pixels covered by each spike at
scale <i>j</i> are computed by the formula in <b>Eq</b>.<b> 1</b>, where <i>s</i> and
<i>e</i> are the positions of the starting and ending wavelet
coefficients in the 1D HWT at scale<i> j</i>, respectively. For
up-down spikes
<img align="absmiddle" height="21" name="Object59" src="data:image/png;base64,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" width="43" />
and
<img align="absmiddle" height="21" name="Object60" src="data:image/png;base64,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" width="46" />,
whereas, for down-up spikes,
<img align="absmiddle" height="21" name="Object61" src="data:image/png;base64,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" width="44" />and
<img align="absmiddle" height="21" name="Object62" src="data:image/png;base64,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" width="49" /></span></span></span></span></span></span></span></div>
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;">
</span></span></span></span></span>
<br />
<div style="line-height: 105%; orphans: 0; text-indent: 0.14in; widows: 0;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;"><br /></span></span></span></span></span></div>
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;">
</span></span></span></span></span>
<div style="line-height: 105%; orphans: 0; text-indent: 0.14in; widows: 0;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;"><br /></span></span></span></span></span></div>
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;">
</span></span></span></span></span><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;"><table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="48" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbAAAABCCAYAAAA2Y4OMAAAABHNCSVQICAgIfAhkiAAAGR1JREFUeF7tXQW0HTUTTn/c3a1AKe7uWlrcvUhxirZYKVDc3Vrc3U5xKEUPVtzdpbgU9/3nG0727Nu32Ztkc9/u3jtzzjvtzWaTyZfsJJnMTLpFREpIEBAEBAFBQBCoGQL/qxm/wq4gIAgIAoKAIMAIyAQmA0EQEAQEAUGglgjIBFbLbhOmBQFBQBAQBGQCkzEgCAgCgoAgUEsEZAKrZbcJ04KAICAICAIygckYEAQEAUFAEKglAjKB1bLbhGlBQBAQBAQBmcBkDAgCgoAgIAjUEgGZwGrZbcK0ICAICAKCgExgMga8EXj77bfVYostpvr27etdhrwoCAgCrY3A6quvrlZbbTX1+eefB2+oTGDBIW2PAkePHq169+6tBg8erK6++ur2aLS0UhAQBJwRGDlypFpxxRVVr1691I8//uj8ft4L3SQWYh488syEwEYbbaR69OihTjnlFFMWSRcEBAFBgBFAyN0+ffqoOeecUw0dOjQYKjKBBYOyfQoaNWqUWmaZZdT777+vZp999vZpuLRUEBAEvBF48MEH1ZprrqneeeedYHJDVIje3dG+L5577rlqoYUWCjYI2xdJabkg0D4IrLzyymqyySZTw4YNC9boyk1g//zzT7DG1amgurT777//Vnfeeafq3r17neAVXtscgbp8X426qc7tGGussXjRO3z48EbNtH5eqQns66+/VjhbaUfCpICdTdXp1VdfVT/88IOaZpppqs6q8CcIMAKtJFfqIidMQ2+66aZjFeI333xjyuKUXpkJ7IsvvlBrrLGGOuyww5wa0CqZ119/fQUdcdXb/8YbbzDkf/75Z6tAL+1oYQRaTa7URU6YhtRff/3Fj15//XVTFqf0Skxgv/zyi1pnnXXU4YcfrpZaaimnBrRK5m7duqmrrrpK3XXXXeriiy+ubLP0ymnMmDGV5dGWsd9//13VWSVj285WyefaX60oV+oiJ0xj7qeffuJH3377rSmLU3olJrCDDjqIz1Q23XRTJ+ZbLfNEE03EB5z9+/dXL7/8ciWb98cffzBfWNnWndZee2217bbb1r0ZbcO/a3+1qlypg5wwDUrtzKzliCmfbfrYthmble/xxx9X559/vnrllVeaVUWtyoV5+oYbbqh22WUX9eSTT6r//a8Sa4wYwwkmmID/3woT2AorrKCmmmqqWo2PdmbWpb9aXa5UXU6YxumXX37JjzAJh6DS/cCWW245Nf744/P5j9B/CLz00ktqkUUWUZdcconacccdKwXLddddp7beems17rjjqlCrqEo1UJhpCQTaQa5UWU5kDaLvv/9eTTnllPzoscceU8svv3xWNqe0Upf3Dz30EO8yttxySyemWz3zwgsvzH5WJ598svr3338r1dyZZpqJ+YERBwZknQl6+J9//rnOTWgr3m37q13kSpXlRNbA1LsvPJt55pmzsjinlTqBnXbaacwwdNtCHRFYb7311FtvvaVuv/32SkEz66yzxvzoA1lfBgcNGuRsdQmjCwgoTO4IY4Wdu+sk9MADDyg4VU499dTBzHl9MWiH94r2mWt/tYJcwQLRJsZoVeSEDb/a8Av+YDPOOGOYoY9YiGUQ+WZEY489dkSObYWqf/fdd6NVVlklOuaYYwqVU7WX77vvvoh6OCK/uEqxRo7M3G/gjfw5OvF2+eWXR3RWEdEZRKdn6QSUMd5446WTjb+feeaZaP755+e6k3/TTz99RP4xxveyHpC7QkS7yYh2uFmPa5vmgn9XNDJUn9n2Vyi50hXYZNVBk31EavpojjnmiChqRVaWDmllywkXfkltyN/tLLPM0rBdthkQZLEUOu+887gxZHlYqP6DDz6YyyHz0ujTTz8tVFaVXib1HLeLzgcjWrlUibWItv/MGxlydOALkwEmBTyjKxQa8ox8thPYc889F9HBL5eNOiaZZJIOkxjSb7jhhoZ16gzrrrtuRKpr6/xlZBwxYkR0zjnnWFftir91wYmMLjyF7DPb/golV3ywKfrO/fffH9H1RPG4tpnAypQTrvzS9UvctqWXXrooVPH7pakQ4VEOWmCBBfhfX4IaCESCMJhliy8vId+bfPLJeZsN35d77703ZNGFy8JB7MQTT6ymnXbaDmXBR0X3xxRTTFG4Hl0A1BP9+vXjO4VokcJ/iAYCVwNYpmnaa6+9rPxLaPSrp556iq94qCI9/fTTCncoIfDpa6+9Zs1is/AHA648hewzl/4KJVesQQ+U8eabb+ZxTROwk3qtLDnhw68+Pw8pG0rZgWHbidUF9X102WWXFZqN6X6Z6Pjjj4+wlW41WmmllRgjEsyVatpcc80VkXDN5Amr7qOOOir65JNPMp8nE9E2mx0Yxsjiiy8e0WTeqUyoNJdYYol41UrO4J3ypBPefPNNzk8TYPpRqb8pOgGrjMEbheqKTj/99Mw25zHpgn9eOfqZL08h+8y2v0LKFRtsmpVHjwGbHRh4KFtOuPC76KKL8hFDKCplAnvxxRdjgYNtqFA2AltssQXjRCb12RlKSMWEgUnnwgsvLFy77QRGfnERWasa6yOjjng8DRgwwJhPPyD3hIhWrhEEXhXoo48+imiHGdHhdjTppJPyAoAMZEplrShPIfvMtr/KlisvvPBCdNFFFxXut2222YbHs+0EVraccOEXtgo4AghFpagQk07LeltJHSaUQoCMEzgFAXSrEvLo7rvvVnT+pLbaaqsu6S+0Gz5ncNw0EcKPQX0G+u6770zZ4nQ4ucIHpWwncYTloglX9ezZU8G/br/99uM71oYMGcIq2jIoBE+h+8y2v8qWK1D1Q43d1VRFOWHCYLvttuPgys8++6wpi1N6sAmMZlSFqzaSlP6tn7333ntxthlmmMGJ4azMqDukgEdZKFPTb7/9llVtobR0HVmFaWyA48cff5yVpUvTgAlM10888cRcARuyL2ByS8YZue2ccMIJ+Z4h0GyzzZabFw8hEGFG70PpfvMZG3A/oF2WIkszvoFg++23V2RNq0499dQgkUF88A/JU+g+s+2vonIl3bc+46OMd6omJ/IwgBvOgQceqI477ri8bNbPvCcwfHBgAjMqWZUoHMwhEO2vv/6qjj76aAVGsXLG/S84mExOCFhlavIJKQI/IHzsO+20E6+kEQ4Int1F6ZFHHuGVPlb0iPqMAMMDBw7kf0MQVrcnnHACGw+gHqyyBw8ebCxae60jQ/LjNL7QxAeIurH77ruz0Q1w14To0tdffz0HYt5kk03UPPPMo0il0UROOhdN56Bs1AEil4rOGRIpOCiHfx1ZteXmSz8MMTaA4ZlnnsnXqmMCw7hCdP8LLrhA+WoiiuLfDJ7S2GX9tu0zl/7ykSuu32RWW8pOq5KcsMHiyCOPZOM0yFafBWCHOnx1kTCeIAspPsynAtk36MMPP4zoSpRo//33jyiietS7d+/4bCJ5uE6Oy5wOnb8P4TzkxhtvjGi1zeWMM844EU2cPkXF75D6gcuBuS6txDj90Ucf5TSTwYJLhSTkIxpo0a677soH8zB51iaz0J1n0RVXXBHjB9+Qsgh4kEVkBJeFtN8UWZtFZJHEhiboC/yRkLZiFXltjDgaFfbwww9zvfAv0X2XfgdndyCYWVOUk07tSOdP/i46NsATjBpoUcd80sQV4bwmBPni30yebNrVqM98+stVrvh8k3lto8VpkPHscqYEfsqWE678gmeauKLNN988gkFYESpsxEErb/4oaScUkSokgsWQJlrdsTUVnsOKTBOpbziNdiBFeI9oxc/lUNyzQuXg5b333pvLOuKIIzqURbuNiHYehcqnnSqXDSGfnABgkYN0ijSQWT4+MDzHHxYEJsIzWtV7/S255JKmYuN08EyrJXauhDDPIhjjaF5trfuQP8QERoGPuW5MElkEXxmMNThekyl+RJqCrGzGtKJjY/To0ezPBx579eoVUUgkY12+D1zx7wqe8tqS12e+/eUiV3y/ybw2lTWB2cqJPN6LPPOZwEijFJGmKzrjjDOKVB0VjkavVXdQyyC8z9xzz03f6X8EFSKC0tLHpWhiYzUiDttxTw8Iz4sQjBtAIfx5oKoApVWRCHNVRH139tlnq0MPPVTRZMVqT21s8MEHHyhahbMakczAM2FAkGNNGrOsjLjl1FRGVv5kGlm9NcrCPCM8D9RuwIOiKyjUmSQy3+af8AOjaBkNywyVAUYbOCND8Faos7MI52NQe8JQAv+6hi4rOjZwRkFOnKw2pEgZfPaFqz723XffYL6Lrvh3BU9ZfYG0Rn3m21+2cqXIN2lqU5nptnKiTB6TdX/22WeqT58+avjw4Wq++eYrxlaR6Q/qC7peg1eWpogaxCg/RxQFvfvAqh9pRXZgNFgjsiLjclzDCGW1mQwT4h0E1BuasBok3XrWKw3TyFk2DrtEZyhxfjq3iJZddtncXQMyY6eA9uGPPrqG9XVFBjqAjTbeeONOVel+3myzzTo9MyWgXUV3YNgd0aTJ6utmUcixAQ0FvhVEjkEILDLiiPAdFSUf/HWdzeLJ1KZm9ZmNXCn6TZrahPSydmBlywnXHRjkBxmD5UFp/ayQCnHUqFGxgDU5ElPEZM5Dh/sxU4hdiDScL/mS1qFDENCKzreY+D3EVKQdIfMFvWzRMzVM1tgiozyoOPXkTRe6sRoJfNOuJpfvW2+9NcYXvjBVIKjhwDtd5RCzAwGswzwNHTrUms2iE9jzzz/PqrnkgsO6coeMoccGqiYz4vj8GPFAcUZsOr9rxKov/ulyQ/KULlv/bmafNZIrIb5JhPaCf1bWn1YTZz1DGlTwNuQ6ITSSE5gs9ELY9V8ykGvIsgu/sCuAnCXjmYbl2mQopELU6jb4BWWZJWNLr0PhkLc4YfcfactDWFDRoPLyx4FpLQhWcSFCk8AyjIwUFDnaKRLS6thjjy1k6gl/KYTfAe25556Kdgis6qLoCgrXINCHzOrVPEpa6JTlF5Tmr0ePHqwmRFtw5QsIKkWtvkG4p64gXOWCG7xxGWrW2AvJQ+ixAd7oTFjRok/R5MuWqLgZGip4iirjbCEZCv+QPGXh3+w+ayRXQnyT8847r+rbt29W8/ibxjdvet6sb7iRnKCdqSLDukyeGyX6WInnlXnttdeyFW6wi2RtZjlTHh1CxKQ+vOeee+KZH//XRJc0xulQBfqQtjjq37+/z+uZ72DXhdUwdQCr/uiMLTOfTSJd+hi3ETsxWGci5BVWuWlLPlN5MM4AL/hDtAkTwWILVj0+f1nhmUz16HREBknuqGmyZx7pXMW6bSgL7/ioENFe9D/w7CoKOTayeL7tttsiWowxJjCIwkrVlnzxb1R+EZ7SZXdFnzWSKyG+yXS7kr/LUiHayok83os8c9mBQW1uE+jblh9vFSKEsLYwhBlnFlG0Bv4goUZMqke0BRCekYNu1qu5aSgLoYDwfmjz8jvuuCOeNGDm6Utk5MDlkL9XpE2CXcs666yzYl4Q2sdEzVYRpOtdcMEF2QVCtwsDEm3FQHYhnwkM426PPfaIsHCxXQi48JSXN9TYMNWBcX3llVfGi6i11lrLaPWZLMMXfxMfyXRfnpJldFWfNZIrIb7JPMzKmsBs5UQe70We2U5gOOrBN09Gd0Wq6/CutwoRajaEBAHRmQ7/myRYbpFulpNOOumkDmpCbCE10ZmQIv+dji83+EUBRmPH1WQ08gavZT6+9NJLFa3c4mewtCPBoWjHyJclElqx5WBmARmJcNLTt4/CygaRCXyITJ35NVhr5t1gSgYhbOnoQz4qAvQ7CTZuI8LYILI7aNVVV/VhwekdjCW6xkXddNNNxn6BKgdjTEfncKogkbkZYyOPF4S2gioRN5RTrElWY8PxmVbYxteggm8m/j48pZntqj7Lkyuhvsl026rw21ZOlM2r5vOrr74Kx4rvVAijAuKC1UZZBJ8wPN9nn306Pdb3wuA51BSuROceXHb37t2Nr8LRGpG581RkFL2Bd4dpIsHF5cNYIa3itCkXh+r60kf4kZkIaqK8XYRe2SDaelUIvn3a+hPWa+Q+Ee8StbUm3SKd2y7dFmDsokKkG2p59ZZnYEOTKke79jWI0Lz5jI3QfYSx98QTT+QWWwT/3IIND214Sr7alX2WJ1dCfZMGWDi5rB1Y2XLCdgeGABT45mHwFYq8d2AkfHkWpWgS/G+SsPMitaLaYIMNOHZemsjKj++SwkysZ+V0nrzf2njE5P8FPxNSc3HZ8LlB6CmEtkoT4gsiAChd/dFhF4h3QPBpQ5w9TbblknWlwmEvyh45ciSH10qWQx8TG4yQCjbXh037H5namW5PV/wGVlj1g7B708Y02CEibBj6BoY7uOo8JGE3TM6vatCgQYoWT5lFI54frmEn1a+XYVCyUNexkclQwUSMGeyu84iiuPDjZuOvebDhSeft6j7Lkyuhvsm8vgj1TIdF099Zo3LLlhO2/JLLFTcFBl/Q4kD+FaXCExiEVpKgeoNDKYVMUmRyanRWhlUiLkWDg6craaFpEuxQqeiJEfHRoIqBSiZNEFIYJLA8RDw67WQM6zAQReXo8IptuXgJExSskejsiq3KEB8SgWZxCSOC4cKCDo6seQTLRZCpnXnvNusZJjBNsEZETEwQ1HVQueFCQQrzFbR6LATIYIjjpqX7JKsi2v1nJTuluY6NvMLxgUMV6ENYICIup4l88W8mT+C1jD5DvXlyJcQ3aeqHUOlYhGmndPwfRyyNAp6XKSdc+MXlm5rwfYWYwLyMOGB4QYzEajzcgYPr3GHlAxVP0uLQtFUkc0p+Hz5RLkRe3HHdCEeSRbjqHtYumkdYAWYRfJYQggnGKDA4oSgJEV1pEZFZPjuYpsm2XLwH1SAOlWHsoPmA6g33JCV9qNJ16N9QVUKFSSve0u+GSvKo+w0YgegKibh96EvwbUvApZEKEeXh/iCNYaN/ESoqBLmOjbw6KeqKNf/p9uWpoIvg30yeyuoz4JEnV4p+k3l9jGdFVIg4TsBxC6x7k2MA8V5hsEQL7Mzqy5ITPvzCSlq3DccMIchrArvmmmuYEQgxAIgJC3/4KGwJF/ZBOMOaMO8cKF0erA5RNyzh8gi6eor0zabWiJmYRTBpRz7Uj4mR/ET4zCHvMkGbcpN1wWFvxIgRHO8QE6AtwWwe7aQDfdtXuiSfPn8k4xSuD9ihbYhw4NKPeBfWk7h1uIrkMzbKaEcR/Mvgt9l12sgV32+y2bz7lF9VOWFqCxy6Idcwh4QgLxWiPv+CgxycmBHXypXg1Ac1GpkNK+jxs87SssokYcnJOF/LI+jqcbUHYjCiniyC46Ymirau8NeIbMpNlgGHvSwrzUb1aIxhlVYlgvM5SKs1oHb1dV4+4IADqtS0Drz4jI0yGlME/zL4bXadNnLF95tsNu8+5VdVTpjaArkxZswYpeWIKZ9tutd9YLgbCYR7s4oQLjbDB0j+NVbF0Iyt9ARmc+cUvL5xZkPx+azKt83UrHKT9QMTRBmBSX+VSEcTCKK/rlLDhJeWQcBVrtS54VWVEyZMYbwHsgkibiojme48gcFyELsaUNEJDAIaB9QUB479rdKEy/4QhklfFQ7/HlJTKjprY+GeR3S1hho2bJi65ZZbvP2wsspvVrnJumDYgiu3YXGnDUuyeCkjTfuj+fiPlcGv1Nl+CDSSK62CSJXlhAljLTdcfX9N5TmfgelDUiowQmDaogRDDJyFIQJBmvr168f60h122IEf7bzzzhz93mS8kXwfZzKI+h6amlVukk9EmqBbrgv7MoVuO8rDOR76xDXqRjN4kTIFARMCeXLF9E7d0qssJ0xYIqQefGTT/rWm/I3SrScwHBbD+lDfIgwhRj4/uY7CjSrXz3GYj9t0YaWSJFwhgnoOOeQQtgrEjcZkQm9bbC3z4TJITNKmiyOr0CgY0FDUjSqwIjwIAkYETHLF+EKNHtRBTmTBSf6xfKlsKOqGgozbs8QD+Bog8neaYNsPVVcRAgsInwO/IrryPS4K6XCKJstAviQRxiI2hhZFeCnzXTg4wyAChhu77bZbmazk1k3mwhw5HaGkil5KmluRPBQECiBgkisFiqzEq3WRE2mwYLyBi3DJRaVD+L50Ppff1hOYS6E+eRGrDAYLsBjEuVe7EQXGZWMTXFGCm3urTIhIQmG8+OyykTVoldshvLU+Aq0mV+okJ9KjCxF0hgwZohBcgvw/04+9fjsbcXjVYvESrsVGBAwYL7Qj0a2qbNBS9ckLfUOqXL63asCAAYr8ANuxu6TNNUGg1eRKneREcohATkBmICJNqMkL5VdmB1aT70HYTCCA2IR0ZxrHvezZs6dgIwgIAoJAJwRgRU4RZRRd+6Nw/BCSZAILiWYblkVhxPhqE4o20oatlyYLAoJAIwToNg01cOBAdn8KTTKBhUZUyhMEBAFBQBDoEgQqcwbWJa2VSgQBQUAQEARaBgGZwFqmK6UhgoAgIAi0FwIygbVXf0trBQFBQBBoGQRkAmuZrpSGCAKCgCDQXgjIBNZe/S2tFQQEAUGgZRCQCaxlulIaIggIAoJAeyEgE1h79be0VhAQBASBlkFAJrCW6UppiCAgCAgC7YWATGDt1d/SWkFAEBAEWgaB/wN846L9HT76iAAAAABJRU5ErkJggg==" style="margin-left: auto; margin-right: auto;" width="320" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-family: Arial,Helvetica,sans-serif;"><b>Eq</b>. <b>1</b>. Column indices of pixels covered by spikes.</span></td></tr>
</tbody></table>
<div align="right" style="line-height: 105%; orphans: 0; text-indent: 0in; widows: 0;">
</div>
</span></span></span></span></span><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;"><div align="right" style="line-height: 105%; orphans: 0; text-indent: 0in; widows: 0;">
<br /></div>
<span style="font-family: "arial" , "helvetica" , sans-serif;">
</span><div style="line-height: 105%; orphans: 0; text-indent: 0.13in; widows: 0;">
<br /></div>
<div style="line-height: 105%; text-indent: 0.13in;">
<span style="font-size: x-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;">Let <i>n</i> be the number of rows in an image and let
<img align="absmiddle" height="21" name="Object64" src="data:image/png;base64,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" width="27" />be
the set of up-down spikes in row
<img align="absmiddle" height="18" name="Object65" src="data:image/png;base64,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" width="22" />
<img align="absmiddle" height="18" name="Object66" src="data:image/png;base64,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" width="87" />
Then the set of pixel columns in row
<img align="absmiddle" height="18" name="Object67" src="data:image/png;base64,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" width="16" />
covered by the up-down spikes <span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;">in
<img align="absmiddle" height="18" name="Object68" src="data:image/png;base64,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" width="16" />
is given in <b>Eq</b>. <b>2</b>, where<i> j</i> is a given scale and
<img align="absmiddle" height="21" name="Object69" src="data:image/png;base64,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" width="22" />and
<img align="absmiddle" height="21" name="Object70" src="data:image/png;base64,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" width="22" />are
the beginning and end positions of an up-down spike<img align="absmiddle" height="18" name="Object71" src="data:image/png;base64,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" width="17" />detected
in row
<img align="absmiddle" height="18" name="Object72" src="data:image/png;base64,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" width="22" />
respectively.</span></span></span></span></span></span></div>
<div style="line-height: 105%; orphans: 0; text-indent: 0.13in; widows: 0;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><style type="text/css">p { text-indent: 0.2in; margin-bottom: 0in; direction: ltr; color: rgb(0, 0, 0); line-height: 95%; text-align: justify; }p.western { }p.cjk { font-family: "SimSun","宋体"; }p.ctl { }a:visited { color: rgb(128, 0, 128); }a.western:visited { }a.cjk:visited { }a.ctl:visited { }a:link { color: rgb(0, 0, 255); }</style>
</span></span></span><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"></span></span></span></div>
<div style="line-height: 105%; orphans: 0; text-indent: 0.13in; widows: 0;">
<span style="font-family: "times" , "times new roman" , serif;"><br /></span></div>
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"></span></span></span><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"></span></span></span><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"></span></span></span><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"></span></span></span><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"></span></span></span><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"></span></span></span><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"></span></span></span><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"></span></span></span><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"></span></span></span><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"></span></span></span><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"> </span></span></span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="70" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="200" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><b>Eq</b>. <b>2</b>. <span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;">Set of pixel columns in </span><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;">row </span></span></span></span></span><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><img align="absmiddle" height="18" name="Object67" src="data:image/png;base64,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" width="16" /></span></span></span></span></span>covered by up-down spikes</span>.</span></span></span></span></td></tr>
</tbody></table>
<div style="line-height: 105%; orphans: 0; text-indent: 0.13in; widows: 0;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"> </span></span></span></div>
<div style="line-height: 105%; orphans: 0; text-indent: 0.13in; widows: 0;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"> </span></span></span>
<style type="text/css">p { text-indent: 0.2in; margin-bottom: 0in; direction: ltr; color: rgb(0, 0, 0); line-height: 95%; text-align: justify; }p.western { }p.cjk { font-family: "SimSun","宋体"; }p.ctl { }a:visited { color: rgb(128, 0, 128); }a.western:visited { }a.cjk:visited { }a.ctl:visited { }a:link { color: rgb(0, 0, 255); }</style>
</div>
</span></span></span></span><br />
<div style="line-height: 105%; orphans: 0; text-indent: 0.13in; widows: 0;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"> <span style="font-size: x-small;">Let<img align="absmiddle" height="21" name="Object74" src="data:image/png;base64,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" width="27" />is
the set of down-up spikes in row
<img align="absmiddle" height="18" name="Object75" src="data:image/png;base64,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" width="22" />
<img align="absmiddle" height="18" name="Object76" src="data:image/png;base64,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" width="87" />
Then the set of pixel columns in
<img align="absmiddle" height="18" name="Object77" src="data:image/png;base64,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" width="16" />
covered by the down-up spikes is <b>Eq</b>. <b>3</b>, where<i> j</i> is a
given scale and
<img align="absmiddle" height="21" name="Object78" src="data:image/png;base64,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" width="22" />and
<img align="absmiddle" height="21" name="Object79" src="data:image/png;base64,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" width="22" />are
the beginning and end positions of a down-up spike
<img align="absmiddle" height="18" name="Object80" src="data:image/png;base64,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" width="17" />detected
in row
<img align="absmiddle" height="18" name="Object81" src="data:image/png;base64,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" width="22" />respectively.</span></span></span></div>
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;"></span></span></span></span><br />
<div style="line-height: 105%; orphans: 0; text-indent: 0.13in; widows: 0;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><br /></span></span></span></span></span></span></span></div>
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;">
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="56" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="200" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><b>Eq</b>. <b>3</b>. Set of pixel columns in row </span></span><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><img align="absmiddle" height="18" name="Object67" src="data:image/png;base64,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" width="16" /></span></span></span></span></span>covered by down-up spikes<span style="font-family: "times" , "times new roman" , serif;">.</span></span></span></td></tr>
</tbody></table>
</span></span></span></span><br />
<div style="line-height: 105%; orphans: 0; text-indent: 0.13in; widows: 0;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;"><br /></span></span></span></span></div>
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;">
<div style="line-height: 105%; orphans: 0; text-indent: 0.13in; widows: 0;">
<br /></div>
<div style="line-height: 105%; orphans: 0; text-indent: 0.13in; widows: 0;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;">
<style type="text/css">p { text-indent: 0.2in; margin-bottom: 0in; direction: ltr; color: rgb(0, 0, 0); line-height: 95%; text-align: justify; }p.western { }p.cjk { font-family: "SimSun","宋体"; }p.ctl { }a:visited { color: rgb(128, 0, 128); }a.western:visited { }a.cjk:visited { }a.ctl:visited { }a:link { color: rgb(0, 0, 255); }</style>
</span></span></span></div>
<div style="line-height: 105%; text-indent: 0.13in;">
<span style="font-family: "times" , "times new roman" , serif;">
<span style="font-size: x-small;">The number of unique column pixels covered by the up-down and down-up
spikes in row
<img align="absmiddle" height="18" name="Object83" src="data:image/png;base64,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" width="16" />
is given in <b>Eq</b>. <b>4</b>. The formula in <b>Eq</b>. <b>5</b> gives the actual number of
pixels covered by the up-down and down-up spikes in an image
<img align="absmiddle" height="18" name="Object84" src="data:image/png;base64,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" width="17" />with
<i>n</i> rows.
</span></span></div>
<span style="font-family: "times" , "times new roman" , serif;">
</span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="41" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAh0AAAA5CAYAAACSwpnuAAAABHNCSVQICAgIfAhkiAAAEiZJREFUeF7tnXesFUUbxgfsvZdoLNGg2MEu1th7NDHG2LAgMXaDRo2xgdgjQhBi+U8FjIqKFTWiMYpYokbsiqKxgR17m+995n57vezZMrM7e2b3nGeSGzgzs1N+88yeOVPe6afFKToSIAESIAESIAESqJhA/4rTZ/IkQAIkQAIkQAIkYAhw0EEhkAAJkAAJkAAJtIUABx1twcxMSIAESIAESIAEOOigBkiABEiABEiABNpCgIOOtmBmJiRAAiRAAiRAAhx0FNTATTfdpE455ZSCT/OxuhL466+/1O67764mT55c1yKaclF/tW6eUoWjBkvh48MVEfCly0UrKl9HJzt9+nQ1adIk9fzzz3d0PbuxcosttpiaMmWKGjJkiBo4cKAaPHhw7TBQf7VrEq8Foga94mRingj40mU/2ulwa5EFCxaYL6N7771X7bTTTm4PM3ZjCEycOFGNGTNGzZ49Wy2++OK1KTf1V5umqLwg1GDliJlBAQJldcnlFUfoV1xxhRl0cMDhCK5h0YcNG6YwnYiBR50c9Ven1qi2LNRgtXyZejECZXXJQYcD93nz5qnx48crQKfrbAKYSjzzzDPV6NGj1Q8//FCLylJ/tWiGthWCGmwbambkQKCsLjnocIA9YcIE9e+//6qDDz7Y4SlGbSqBI488UmE54/bbb69FFai/WjRDWwtBDbYVNzOzJFBGl9zTYQn5n3/+UWuvvbYaMGCAeu655yyfYrSmE9hiiy3MwOPjjz9W/fr1C1Yd6i8Y+uAZU4PBm4AFSCBQVJec6UiAmeT17LPPqq+//lrtuOOOScH061AC2Lszd+5c9eKLLwatIfUXFH/QzKnBoPiZeQqBorrkoCMFaNwbp1XgBg0aFA/i5w4msM0225jaTZ06NWgtqb+g+INmTg0Gxc/MUwgU1SUHHSlA495PPPGE8cLJFbruIRC19yOPPBK00tRfUPxBM6cGg+Jn5ikEiuqyVoOOGTNmqFGjRhlrkFjKOOuss9Rrr72WUuX2ec+fP1999NFHJsN111230ozryqDSSlskHorLBhtsYEr37rvvqh9//NGipP6jUH/+mRZJkRrkO7CIbqp+pmm6rNWgY4899lB33XWX+v7779Wtt96qPv/8c/XFF19U3Wa56c+cOdPEgZGoVVddNTd+mQh1ZVCmTj6eDcVl9dVXN8UXI3pq1qxZPqrinAb154yskgeoQb4DKxFWyUSbpsvSZtBxhHTTTTdVX331lTU6nAJ49NFHWwxs/f7772rOnDnqs88+UzCCVBdLkG+//bap25prrpl4gqEbGFg3biyiLzahtLHEEkuoFVdc0djqePPNN9W+++5bFEXh5/L0h4SbzrkwHIsHm86GGqyPRWALuVlH6Vpdwgx6GSf3j2ihrA888ED9wAMP6HfeeUfLTIUWoL3J4v/HHXeciYe/q666KjFLGYhoMTyin3766cTwUJ7Dhw835d5uu+0Si9ANDBIrbuHpi01IbWy88cam/c844wyLGvuPkqc/5NgJnP2T60mxE9hQg1WpI1y63apLTBuXcuecc46+8cYbM9O49tprewccxxxzzEIDkr4P4qW+/fbbZ6YVInC//fYz5ZfbRxOz7wYGiRW38PTFJqQ25Ji0aX8xCmdRY/9R8vSHHDuBs39yPSl2AhtqsCp1hEu3W3VZetAxdOhQLYaLUltu2rRpWpZTzEsbHee3335LjIvZENm0p8eOHZsYHtJz2223NeXff//9E4vRDQwSK27h6YNNaG3stttupv3lXLpFjf1HydMfcuwEzv7J9aTYCWyowarUES7dbtVl6UFHVpPJGrhedtllzQt7nXXW0V9++WVqdDkdoPv3758ZJ/XhigNkz4qpw2GHHeacU6cwcK64xQO2bEJrY5999jHtv+WWW7bUapllljFLG2Xceeedpw8//PDUJMroD4k2hXMqgAoDmsKGGqxQBDlJf/DBB3rkyJF655131nJ6Ua+wwgp6o4020gcccICWKxK07PfKScE9uBN0mVbr0htJ5WWc6L755ht16KGHqp9//lnJi1nJjIfZiJnmZM1SwdRzHd2vv/5qiuW6sbWTGPhuFxc2obWBjXxwkQ76ssAGV2wIK+Nwm+2ff/6ZmkRR/SHBJnFOBVBRQJPYUIMViSAjWRyRv/DCC83dS7C+KT86lQw21EorrWT61SuvvKJk64AaMWKEkkGJOv3009UiiyySkaJdUKfoMq22lQw68AI94ogjzH0VcHfeeWdHWPLEl4Ot61QGtvXPitc0NrhVEU5m4rKqVXmYi/5QmKZxrhxgnwyaxoYabKc6lDlFiYs9wf2ZZ55RMsvRUgCZnVRXXnmluueee5Tsz1DTp083/1966aVb4tp6dIMuvQ86ZErFXAmOuyLgrr76ajNCrNrBTLScnnHO5uyzz1ZyKiXzuUhEf/zxR2a8KDAUA6vCBY7URDZRuye9THD8u+xMB57PukzOVX9o4iZybpc0m8iGGmyXOpT67rvvzNH4zTffXE2aNClzEIF+ixtXMSiRPX8KA5HHH388sz+n1aTTdJlWT++DjvHjxxvDXnDHHnusuuCCC9Ly9uqPpQ/ZP+Kc5qKL5iPA8hCc7aAjFAPnygd4oIlssIQCF+mgL7bll1++tKXSb7/91kzZpjlX/SGdJnJOq79v/yayoQZ9qyA9vdNOO80Ygbz77rtVtKyVHrsnBDeQw/YU7iMZN26cwo9ZV9dpukyrf/43btqTCf5PPvmkOvfcc00I1sBuu+22QiO+hKRzvbB/BH9VuNVWW80kG3X8rDxCMsgqV16Y2FdR7733Xl60lnA54qzWWmutFv8kj6aykRNXpjpJ1mhlg7R6//33k6pr7YdlSFgVTHMu+kMaTeTcDv01lQ3KTQ2m9Q6//rh2A0sk2K9hO+CISoB3gdigUpdddpnCwCVaErMpYRP7bJ4uU+udtsPU1V++sLRYbuw9qSIWSl2TqG18EZCp1yabbJJZxiYzkLVJsyvb9e/BBx/MZBIFNpnNVlttZdpffr201BXaOOSQQ1r8bT1++uknLbNtWl46qY/Y6g8JNJVz1fprMhuUnRpM7R5eA3CSbNdddy2c5i+//KKXWmopLUss1mk0tc/m6TINgJcjs7BAiiNEeDHjCOHrr7+ell8j/a+//npTt5VXXjm1/J3OILXiFgFNZyP3r5j2HzNmTEttcVxWlvb0p59+2hJm43HddddpmSnSsnSXGt1Gf3i46ZxTAXgIaDobatCDCCySGDx4sJYrOCxipkeBEcmLL744PUKfkE7WZRqA0oMO2VGvZdONeSnDCBhMoWc52QmcFVw47JprrtFrrLGG899DDz2Um6dcK95bP9ld3BK/LgxaClYDj6azQfkj43ZPPfVUItG99trLGI7LMpKX9KDcXKxlL4e+5ZZbkoJ7/fL0h4hN55wJoGRg09lQgyUF4PC4LKHqO+64w+GJ1qinnnqqlv2MrQExn27QZRKE0oMOTDljwIE/fPFnudmzZ2uYQc9yMLSyww47mDtcXBxmVyAW17+5c+fmZoMyRV88chldS/yyDGQN0RieWm+99cwIOVqawgDn5ptvNv5gC5HauqIcbdO3jVeWTZTP1KlTzRQzWJx//vn60ksv1ejccjpKY0rTxbmwwQwGtA3DdVgKSXLQBF5WJ510knUbffLJJ3rgwIHGKFjfe4qS0s/TH57xwdknY5TJhXNSvX35lWUTun9Sg8X6eRENYqnz4YcfLiW9iy66yOrKhDK6rEKTrrxsdJkEstSgA9bYogHH8ccfn/nynD9/voY5ZznamlSOXj+YScfLO+nLPfPBigPl+JSpa3ymxheDDTfc0FwoF/8CmjdvnvlyivvnVbcOHH2xieq62Wabadkd3lt1DMKgu/XXX19DX7bOhU10KVOSNdK++b311lvG6u4uu+yi8f80h3acMmWKls2hZi+IGM9Li7qQf5r+EMknZ1+MUS4XzlYQCkTyxSZk/6QGi/XzIhoU4176scceK6C0/x7BD8eDDjooMw0fuvStSVdetrqMgyg86BA7HOZGWHwRDxkyRMvJjoXSxst1wYIFGiasb7jhBvMLFfs9XH+Vxgsc6rNYpjN1nThxYm8RfDHAr16kjfX9uJs8ebIePXp03Lv2n32xiSqKQQVmmzDD0deJtU695JJLmluMq3ByAsu0Ddo/z6GMJ5xwgsaLC7cuY5ZqxowZ+qWXXjK/ni6//HKNwYMcszVt7bIck6Q/lMcn51CM87gWDffFJnT/pAa1rrqfRxprx6DDhy5DaxK8XHTZtw8XGnSImVYznRzNcmC3bt9TD3ipYjo6Co/+PeqoozLfH1i7HjVqlPmrm5s1a5apz8knn2yK5pPBhAkTTNpyXKul2pj1wcDNxYXm6JNNVG+xamsYoR3iDjNo2Ixp41zZ4HZb5Pvyyy/bJG/iYKYDU6yYlcEGQGw0lXP8Wo7FmhuZMXvl6uL6w/O+OftijLK5cnblkRffJ5vQ/ZMa7Gltl35eVINVDzp86dK3JovwKqJL5FNo0JHX4YuGY3YE09OoTN0cyjZgwAAt94B4Lxqm2TGIi//yRZ577723c3515uhcmf8/cPTRR5sliTgjBKNdsBabFBbPz5XN1ltvbW4/Du2q1F9UN1+MkZ4r59B8s/IP3T+pwZ7WcennnabBuD59a7IIr6K6DHuZhPyEjDsYqJIv2rh38M8wdwvz7iifTG15K480tpo5c6bac889W+72QF6DBg0qlFddORapDC4ChGlhudWxhZEs4Sm5BVLhUjjbu1Fs2chyg4KxIBkEFym212eq0l9USN+Mka4tZ6+gPCcWun9Sgz0NWqSfd4oG45KuSpMuvMroslaDDlglhEloOecc51yLzyeeeKIxVy0bAb2VR07PmBsLkwZa9913XyErq3Xn6ApPlhbMfQiyOavlUVyyBDd06NCWsCQPFzZymkMtt9xyatiwYUlJtd2vCv1FlfDJGGm6cG47SIcMQ/dParCnsVz7eSdpMC7XKjTpyquULuPTNiE/i+15c1y2zk7s6pv9A9iZ78PhNI80uP7www8XSg4nM2T2w2rJIF6OJnCMlznrM3aDY48QDOn0dXL1tFlawd6JLONafZ+xZYPlAZll0mLWOKtobQ/zrb+oAj4ZI01bzm0H6JhhyP5JDfY0VpF+3kkajEu2Ck268Cqry1rNdMhOfyWGluIDu1p9ji4Dko08Xsolxz1NOpjt6OvELoeSkxCpSwZiUEq98MILiWVoAsfEgid4SmdQ06ZNU2KjQ4mZ/d4Yb7zxhpkdkkGHuWsEF/5FzgcbOTVk7rsYMWJEQqnCefnWH2pShDGe88E5HEm7nEP2T2pQqax+3i0ajCu1qCZ98Sqty/goKtRnbAJcZZVVzBHDujucJsERYFiU9OHGjh1rNqjiVzV+IeL4J44ZpznMsuCEEO66iVtIbRLHtPpF/jgmd8kll5iZIGhDLlIyJopxMmT48OH61VdfbUnCBxvMqMA2Co661tH51F8RxmDig3Md2SaVKUT/pAaz+3m3aTCuS1dN+uLlQ5e1Ob0imynN8UIXq5vxhmjnZ9hdkBtWzflxHw42TeRmQ3M0M83yZd988NJPsh3RNI4+2MXTKMMG9mZwtBX2UersfOuvSF3LcC6SX8hn2tk/qUH7lu4mDcapuGoSz5fh5UuXwQcdsP4Gc8kwCTty5Mg411p/ls1NGuZoQ7j7779/IdsRTebom18ZNrAWKss5votUSXoh9YcKleFcCZAaJVqGDTVo35BlONvn0jkxy/Dypct+wBlfM2rnZ5xUkQvj1Jw5c5RYcFRiXbKd2Tc2r7///luJbYre8pPjf01JNu2RNTmncyabdDY+Q8jZjWYdeAUfdGDMI7uTF9ok6IaRsUGAHNN1QDbpbHyGkHM6TbJJZ+MzhJzdaIbgFXzQ4YaIsUmABEiABEiABJpKoFZHZpsKkeUmARIgARIgARLIJ8BBRz4jxiABEiABEiABEvBAgIMODxCZBAmQAAmQAAmQQD4BDjryGTEGCZAACZAACZCABwIcdHiAyCRIgARIgARIgATyCXDQkc+IMUiABEiABEiABDwQ4KDDA0QmQQIkQAIkQAIkkE+Ag458RoxBAiRAAiRAAiTggQAHHR4gMgkSIAESIAESIIF8Ahx05DNiDBIgARIgARIgAQ8EOOjwAJFJkAAJkAAJkAAJ5BP4H954cHo5b5OzAAAAAElFTkSuQmCC" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><b>Eq</b>. <b>4</b>. Set of unique pixel columns in<span style="font-family: Arial,Helvetica,sans-serif;"> <span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;">row <span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;"><img align="absmiddle" height="18" name="Object67" src="data:image/png;base64,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" width="16" /></span></span></span></span>covered by down-up spikes.</span></span></span></span></span></span></td><td class="tr-caption" style="text-align: center;"><span style="font-family: "times" , "times new roman" , serif;"><br /></span></td><td class="tr-caption" style="text-align: center;"><span style="font-family: "times" , "times new roman" , serif;"><br /></span></td></tr>
</tbody></table>
<div style="line-height: 105%; orphans: 0; text-indent: 0.13in; widows: 0;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"> </span></span></span></div>
<div style="line-height: 105%; orphans: 0; text-indent: 0.13in; widows: 0;">
<br /></div>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="88" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="200" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><b>Eq</b>. <b>5</b>. Number of unique pixel columns covered by up-down and down-up spikes<span style="font-family: Arial,Helvetica,sans-serif;"> in <span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;">image
<img align="absmiddle" height="18" name="Object84" src="data:image/png;base64,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" width="17" />with
<i>n</i> rows.</span></span></span></span></span></span></td></tr>
</tbody></table>
</span></span></span></span><br />
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><span style="font-size: xx-small;"><br /></span></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><br /></span></td></tr>
</tbody></table>
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: x-small;"><b><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><br /></span> </span></span></span></b></span></span><br />
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;"></span></span></span></span><br />
<div style="line-height: 105%; orphans: 0; text-indent: 0.13in; widows: 0;">
</div>
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;">
</span></span></span></span></div>
</div>
Unknownnoreply@blogger.comtag:blogger.com,1999:blog-1760164640344466369.post-76133426657322999952016-10-27T14:13:00.001-07:002016-11-29T16:31:34.021-08:001D Haar Wavelet Down-Up Spikes<div dir="ltr" style="text-align: left;" trbidi="on">
<br /><div dir="ltr" style="text-align: left;" trbidi="on">
<div style="font-family: "Trebuchet MS",sans-serif; text-align: center;">
<span style="font-size: xx-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></div>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><span style="font-size: x-small;"><br /></span></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: x-small;"><br /></span></td></tr>
</tbody></table>
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: x-small;"><b>Introduction</b></span></span><br />
<br />
<div style="line-height: 105%; orphans: 0; text-indent: 0.13in; widows: 0;">
<div style="text-align: justify;">
<span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "times" , "times new roman" , serif;">HWTs
are used to detect significant changes in signal values. In <span style="font-family: "times" , "times new roman" , serif;">a<span style="font-family: "times" , "times new roman" , serif;"> previous</span></span> <a href="http://vkedco.blogspot.com/2016/10/1d-haar-wavelet-spikes.html">post</a>, I <span style="font-family: "times" , "times new roman" , serif;">discussed 1D <span style="font-family: "times" , "times new roman" , serif;">Haar Wavelet up-down spikes<span style="font-family: "times" , "times new roman" , serif;"> tha<span style="font-family: "times" , "times new roman" , serif;">t can be used to detect <span style="font-family: "times" , "times new roman" , serif;">changes in signals. </span></span></span></span></span>Specifically, four types of spikes <span style="font-family: "times" , "times new roman" , serif;">we</span>re proposed: up-down
triangle, up-down trapezoid, down-up triangle, and down-up trapezoid.
The difference between up-down and down-up spikes is the relative
positions of the climb and decline segments. In trapezoid spikes,
flat segments are always in between the climb and decline segments,
regardless of their relative positions. In this post, I will <span style="font-family: "times" , "times new roman" , serif;">define</span> <span style="font-family: "times" , "times new roman" , serif;">down</span>-<span style="font-family: "times" , "times new roman" , serif;">up</span> spikes.</span></span></span></span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><span style="font-size: xx-small;"><br /></span></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><br /></span></td></tr>
</tbody></table>
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: x-small;"><b><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;">Dow-<span style="font-family: "arial" , "helvetica" , sans-serif;">Up</span> Spikes</span></span></b></span></span><br />
<div style="text-align: justify;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: x-small;"><br /></span></span>
</div>
</div>
<div style="line-height: 105%; orphans: 0; text-indent: 0.13in; widows: 0;">
<div style="line-height: 105%; orphans: 0; text-indent: 0.11in; widows: 0;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;"><b>Fig</b>. <b>1</b> shows down-up triangle and trapezoid spikes. In this figure, the
lower graphs represent the possible values of the corresponding Haar
wavelets at a chosen scale <i>k</i>.</span></span></span></span></div>
<div style="line-height: 105%; orphans: 0; text-indent: 0.11in; widows: 0;">
<span style="font-family: "arial" , "helvetica" , sans-serif;">
<style type="text/css">p { text-indent: 0.2in; margin-bottom: 0in; direction: ltr; color: rgb(0, 0, 0); line-height: 95%; text-align: justify; }p.western { }p.cjk { font-family: "SimSun","宋体"; }p.ctl { }a:visited { color: rgb(128, 0, 128); }a.western:visited { }a.cjk:visited { }a.ctl:visited { }a:link { color: rgb(0, 0, 255); }</style>
</span></div>
<div style="line-height: 105%; orphans: 0; text-indent: 0.13in; widows: 0;">
<span style="font-size: xx-small;">The decline segment of the spike is characterized by
<img align="absmiddle" height="21" name="Object37" src="data:image/png;base64,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" width="29" /><img align="absmiddle" height="21" name="Object38" src="data:image/png;base64,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" width="29" />and<img align="absmiddle" height="18" name="Object39" src="data:image/png;base64,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" width="25" />
where
<img align="absmiddle" height="21" name="Object40" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAcAAAAJACAIAAACVHyFhAAA510lEQVR4nO3dB3gUxd8H8E0hPaT3kF4IIQFCSEihKL1LE0FUQJoggqBIkV4EKYIUFQQJHUGKiFSlJiSQAElIr4SWTnouyeXuvYCvf4FQbrjZvdv9fryHxwRvZr3cfTO7O/MbTalUygAAgPw0uT4AAABVhQAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUAIIQABQAghAAFACCEAAUi4genv998Pl/M9XHIR8MsZOK0fs2acH0cwBcIUCBSfm3trGVn6rg+DHn5rh/7OdfHADyCAAUSojuRqSqXngxj7NvKEm95UBy8m4CAtCItKofrgyDgEuqiw/UxAJ8gQIGAKDsiXcL1QcjPwq+lmQbXBwF8ggAF+UnKkq/f4/ogCLiEOGMACoqEAAX5ibIiMrg+BgI2/l4m6lwfBPAKAhTkJilJjMnl+iDkp+YajAEoKBYCFOQmyrqaxfUxELAPbN5UjeuDAH5BgILc9EJ+zM77KjkxMTEhIeGfPxIzCmq4Pq6X03Bv76jN9UEAzyBAgYCGnqWbn+zRuf+/35KIiu6k/BOm//yZmlvN4TE+y6G9hwEGoKBYCFBQDHUdM+dWHWSPvv9+S1rzKCf1f3na8GfygwqOjk/LM7AZBqCgYAhQoEZN28TRJ0T26PXvt6R1pffTkv4TqbLHvTIpCwfjGOSmz0I3ICwIUGCTWhMj+xbtZY/u//ueuPxhelJCYtz5TdOX/11OqWNdr3Z2WpTaBuFCgALXNA1tmgfYNG9ev3vqcmqdOAe76lFrHAQLAQrKofZBTFIVtdYNvNvaoIgdKBwCFJRDdcbVbHqtu4S46NJrHQQLAQpKoebutWQRtdaNfVDGDmjAuwqUQlV65B16rbuEYgAKNCBAQRnU5ERRLNBs3sYHZeyABgQoKAFpeSrNAs0uwc4YgAINCFBQAjV3IikWaLb29zZGGTugAQEK3JOWpdIs0OwW7IQBKFCBAAXuNewQQm85p3275kaoIgJUIECBc5KSpOiH1FpXdw9CGTugBAEKnBNlRWTSa92xvYchBqBABwIUuFZfnHgjn1rrTTwCHTAABUoQoMA1UVY4xQGoE8rYAT0IUOBYfWF8bDG11nWat7NHGTugBQEKHKvOpDkARRk7oAkBCtwS58fGl1Jr3aBFW1uUsQNqEKDALdkAlOIeyc6hrphDD/QgQIFTdQ9jEujtM2fk0xpl7IAivLuAU1UZEdn0WkcZO6ALAQpcqr0fnUxv83iz1ihjB1QhQIFLVVQ38nANRRk7oAoBChyquXstpZZa69ZtW5igjB3QhAAF7kgr0yIp1lF2DXbWodc6AAIUuFRzJypNTK11+3bNm2IAClQhQIEzDRt53KXWurpbsBMGoEAXAhQ4I7pzleJGHg6B7gYoYwd0IUCBK5Ky5Oj71Fpv4tHeEQNQoAwBClwRZUVk0GvdMcgdVUSANgQocERSkhiTS631hjJ2qKMMtCFAgSN0N/JwCnbDABSoQ4ACN+qLbt8spNa6vrc/ytgBfQhQ4IaIbhm7YFQRARYgQIET4vy4uEfUWjfyaWOFtzbQh3cZcILuTnIoYwfsQIACF+pyb9wup9a6WWsfc5SxAxYgQIEL1ZlU6yjjCiiwAwEKHKh9EJ1USa11q7beKGMHrECAAgeq6dZRRhk7YAkCFNhXe+96soha63btvIwwAAVWIECBfZXpkXeoNa7uFoQqIsASBCiwriYnKrWOWuvNAj0NUcYO2IEABbZJK9Ki6G3koenR3gEDUGAJAhTYVnMnMq2eWuuO7d31qTUO8DQEKLBMWpZy7R611rWbB6KMHbAGAQosE2VHpEupte4c7IoydsAaBCiwq744Luohtdb1vfxttai1DvAMBCiwS5RxmeJGHs4hWMQJLEKAAqvEhfFxxdRab9rSzxp1lIE9CFBglSg7Mpte6y6hLpjCBCxCgAKb6osSEkqotW7aytcc72hgEd5uwCZRznV6c+hlA1BUEQFWIUCBRZKS1IQiaq1btvU2RR1lYBMCFFgkuhtNcQCKMnbANgQosEdanh6XR611lLED1iFAgT2iuzH0BqBqbsFOGIACuxCgwBppZdatB9RadwjwQBk7YBkCFFhTcy8mW0KrcU131FEG1iFAgTVVWTH0yjA5BrmhjB2wDQEKbKm5H5MpptW4tmdAM5SxA7YhQIEt1Vkxd6k17hTshjJ2wDoEKLCk9v7NDGo7Iem1QBk74AACFFhSnUNxAOoc7IoydsA+BCiwoy43Np3aXvAoYwfcQIACO0Q5FFdxOoegjB1wAQEKrBAXJKRW0mrctFUrC7yTgQN42wErau7eoDcHFHWUgSMIUGCDpDQj5RGtxi3boIwdcAMBCmyouR97n1rjLiEoYwfcQIACG6pzbufSatu2nZcxytgBJxCgwILa3IS79ZTaVnNDHWXgCgIUWFD78PZDWm03C/BEGTvgCAJUICQ1pQUPH9x/IJNbUPSoRKa0tLSsorqmtu6JekZdRkNDs4mWlra2rq6+voG+gaGRkZGxsYmpuYWFpaW1tY21pYmu/Pdr6ksysyoo/E810HBv74AqIsARBCgPSUSFWQmxt27dio1LTE5LTZNJz1PYJEzNpjZOzs6ubu7uHs1btPTx8fVt6Wlv3ORlg8C6vGRqO3k4tvcwwAAUOIIA5QVJ9cPEqPArj4Vfjckuo9iXuOxheqzsEXH6f99TM3b2C2gvE9Q+KCiotYvx0+sqa/NT8ikdjZZnIMrYAWcQoKqrvjz7+rmTJ0+dOnX67LU71VweirQkK+aM7LFv0+MvTTw7dpXp3rN317b2eur1JXce1lDqGWXsgEsIUFUjFT24cfrIIZkjF9KpLY58M49SLh2UPTbNZxhDj7cG9G2Vn0WpJ10vfzuUsQPOIEBVhbgk6a8Du8LCdh64ep/axkKKV556fvfa89SadwlBGTvgEAJU2UnK0/7a89PmzVuPxtO8sqmaDL1Rxg64hABVWuLiuGM/rl27ISyC2hoelecS6oIBKHAIAap8JGVJf/y4auXaXyKozf3hCRNfX0u8g4FDePspE3FhzP41Cxet+SOd2uZBvIIydsAxBKhyEBdF71k2a+53f9GrWcQ/Fn4tzVDGDriEAOWapCL56KpZXy07lk6r2gZvuaKKCHAMAcqh+uLrv8yd8sWPUaVcH4lKsvFvgTJ2wC0EKDfq8i5v/mLSV7tv01qhw39qbsFOGIACtxCgrJONO7fOGDN1x+1aro9EtdkHeDZFFRHgFgKUTdKKxD2zRn2y6Tqt2m6N0rZu4e/v16qFp4eHu6uTvY21lZWFqaGejo62jpaGtF4srqsTVVVUVJSXPSrKz8/Le3g/JzsrKzMt+fbt+NvpBUqa8xruQY6oIgIcQ4CyRZx/cc3Y92cdZ+c2u7qNf9/+fXr26NHjrXYuxi/7KWtqaWhqaevqG5lZ2Tm6eT3713UlWbGR4ZcvnDt96tTZ2DzlWUTq2N4dZeyAawhQFkirM36bPfyj9derqHdl0nrQ2HGj3x/SzddSWyHx0sTY2b+n7DHy8xXSmvy4c7/t+WXrz7/dpLbD5uvS8ghEHWXgHAKUMmll8p5pQ0b9nEB5kpJF0JiZs6Z/3NvbhNqPVE3bslWfT2SP5SWJZ3Zt2bzppxMpIlqdvQrK2IEyQIBSJK24vX3SwLG70qn2Yv3W5ytWzh7RzoK1qhqaxi16T1nX+9PlmWe3rly6Ystl9hfr6zZHGTtQAghQSqTVaXun9PtgW4qUXh86LUcsWfvNp10ddDi5GKim59J96k/dJy+L2bdy1qzV5x6w2LdziCsGoMA9BCgNNXeOfDlg2IZYeivazTtPX7du3vBWSjCTXNO87Qerzg6bduGHudPnht1kpcazgbefDcrYAfcQoIomKb6yfHDveRfKaXWg5fPx5p1rR7duyn12/oeWXeepO6JHf7Hv63GTNkTSrlyKOsqgHBCgiiStSgkb12P03ju0OrDtszRsy5ddbZX08p9605bvfx/eZ9QvM8dO2XqT3i5Nxr6tLfDOBSWAt6HCSIouLuzbc0kkpRvT6l4f7zi0bmQLpZ/8qG7s9/GWiy5VDm/vKaHUhUsI6iiDUkCAKkbtnYOTur67jdb9ducRPx/fMsZbX9nD8//VP0pOopWeDGPexgdl7EApIEDfnLQq4YdhnSb/UUSneZsB64+HfdrWSKkueb5CdcaVDHqtu4aijB0oBwToG5KWx6zu32nmBTo3nw07L/3z0KxQVRtv1eXGxNIr0Wfj72WiSr9NgMcQoG9C8ih8ca8ui6Lo1KSzGbr9ws7RHio42KpOv5JJr3XUUQalgQAlJimJWNT9rcXRdCZ7en5y9K/1A+xUcrJj7d2oRHq34JuhjB0oDQQoGWnZteW9aKWnduC8M38u7GiqquepFWnh2dQa13APckIVEVASCFAC0opbq/p2mhdJpVKmbocVV07M9DNU3UGW6E5ECr01WA6BKGMHSgMBKrea9G3D3/rqMpXpnlrtl1z4Q6XTs2FwnnT1LrXWtTzbo4wdKA0EqHzED49MeGvcH1TmOKq1/PLsn3MCVP0CX3XmlXR6FVQcg9z0qTUOICcEqBykpRHzewwOu0el8WajD59Z3lH15+fUP7odTa+8nU7zdihjB8oDAfraajO2jej1TTyVwZV+t03nfnjHhg8/DVHGZYr1T1HGDpQKHz6ybJAUnZvRY9yfdKoMeU4/cWCiBz+u7Inzb96it9+HgXdblLEDJYIAfR216VuHv7ORzuJE/e4/nfimk+qfuv+jOv0yxTn0qCICygUB+krS0itf9514ls5aTYcJh/eOdeXPVb3a+9cT6O3ZbOzT2hLvWFAieDu+gvje/jH9V6VQaVutzZLf13Y348vgs0FVGs1FnBiAgpJBgL6UKOn7YR8dpnNNT7fLDwdntuLXLZGanMhkKssLHjNvjTJ2oFwQoC8mLYuYP3BGBJ1FNSZDwnbx6dz9MWl5cgS1avwYgILyQYC+iKTgz88GUzp3Zyw+2Ll5sA3vRlOirPA0CbXWrdu2UII99AD+AwHauPoHBye+H0ZpQrjt+L3relvwLwskJYnX7tNr3i3EGQNQUC4I0MaI7+wc8/FhSiWBrcfuWPG2ylZaepnqTJpz6O3bNVf1Va7AOwjQ59Wm//ThxNOU9je3Gr1jZRfezPp8Sn1h7I1Caq2ruwc5oo4yKBkE6LNq07eM/vwSpVvJJsN+WtmNl6NPpmEjpMsUN0JyCPRQ6SJVwEsI0Kc1xOf0K5SqWer3+n5NXx5e+3yi7mFMHJ2lrg2aeKCMHSgfBOh/1WVsHTODVnxqBq/cOMyOd3fe/1WVfiWLXutOwShjB8oHAfo/4rt7Jn15mdY8cM9Zm8a48LgQRs3dSIobIek0b2fPs0mzwAcI0P9Xn3t02rQztCLAauzmGa34PAlHWpkakU2veedglLEDJYQAfUJSfParSbQmLjE63Vct7GTM61sgNdkRKWJqreu3aGvL49E7qCwE6GOV15d/srOAVutes1YP5fHFzwbS0qQoehshYREnKCkEqExtyuZJa7JptW724brPWvJ9BmN15pU0eq0b+bSxwjsVlBDelkz9vQNTF9yg1bpau/nz3zLh9dm7TH3x7eg8es27hGIACkpJ8AEqLb206MvT1G4fW41bNYrP997/Icq4RHERpxnK2IGSEnqA1qb8MO1namMn9aAFs0MEsIBbnHczlspOz0+4hqKKCCgnYQeoJPfozGVx1Jq3GLVshKMQXuEqqhshWfm14GfxAFB9Qvh4v1DVjTVfHae3g0+bWbNCjfg//GzYCOlaAqXaKw3cQpz5fg8OVJWAA7T+/m+zN2RTa95w4IIP3fh/9bNBZVo4xUWcDWXsMAAF5STcAK2MWfP1uRpqzTtOnNvdXAjDT4YR5VyluBGSuluQEwagoKSEGqCy4eecTTnUmldrP2syr1du/oe0PPkqvVeyoYydgTB+EYEKEmiAiuI3Lf6L3qjJ4J3ZQx2E8tKKsq5Q3AipiXt7BwxAQVkJ5VP+FEnhmSUbKdb+tR01s6uZUEZNkkcJ1x/Qa94xCGXsQHkJMUDrMsIWHC6n177X5Ml+wikdRHcjJJ3mAc1QRxmUlgADtDJ63Zpb9JpXC5o20l04pSvFBbduFtFr3inYTSCXkkElCS5AJQWnvwl7SK993V7TB9oLaN0h3Y2QGsrYCeeXEageoQWoOHv/N8cpTvo2GjC1q7mAZi3WPYyOp3g1xDnEFQNQUGICC1BR/E9roym2bzF0UjC/Cyc/oyqN5kZIKGMHSk5Yb8/yyA3bsym2b//+eH8Diu0rnZqcqCQRveadUUcZlJuQAlRaeG7tgUKKHTiO+MhHUB94aQXVjZDMWvuaC+hyMqggAQVo/f3f1/5ZRbEDlw9GeglrzndNdnhKPb3msZEHKDvhBKj4zm8br1D8tDPuH77nKawpi5KSxKh79Jq38vNGGTtQboIJ0Nr0/T/dpNmB24ghbgKbcSPKvEJxDj3jijJ2oOyEEqA1ybt+TqLZget7g92ENf5k6ovio/PpNW/XrrkRBqCg3AQSoNW3d+ykON2GYZyGDvEQWH4y1RmXKM6hRxk7UAHCCNDqhF2/UrxYJxstDRgkuPysy42JK6XXfLNAT0MhzagFlSSIAK2+vevQfZodWPQa2kJw94urM65Q3AhJE2XsQAUIIUCr4ynnp1HX93wFV3Ot9l5UAsVJYY5B7oJ7SUH1CCBAqxP3H6FYsJJhtEPebSOo9UePVaSGZ9NrXbt5oL3QromACuJ/gNakHT5K9fqnmv+7AYJa//6Y6M7VlDp6zTsFuQqnpCqoLt4HaG3m74eo3n9nWg4OtRTcdBtpGdWNkPRa+KOMHagAvgdoXc6fB1Kp9uDQo7Md31/F5zVshCSl17wLytiBSuD5R78+78LB21R7MO7Q2114d4slxbejc+k137RlG+sm9JoHUBR+B6j0UeSvN6j2oNl2gI8A7xZXZ9DcCKmhiojwfimBKuJ3gJbf/DWS4p0Omea92hgJ7gYSI86/dauYXvOmrXwt+P3GBL7g9fu0KvHwJYr7TchYdwy1FeC5ZnU6zY2QMAAFlcHnAK2989f5PKo9aLXp7iHA2Ta1D6JvV9Br3tKvpSnqKINK4HGASgojT6TQ7cKja0vhzaCnvRESytiB6uBxgJbdOhZLtwfzwEAbAZ7A1+RcTa6h17xtOy+UsQMVwd8ArU49dZ3mBh4Mo9aii7sAZytKy1Ou3qHXvBrK2IHq4G2AivOuXaa6Ar6h3oVXU+HdgWdE2eGpFLdGQRk7UCG8DdCK26eT6fag5RXsKMChkqQkIYpibStNj/aOqCICqoKvAVqd/tctihuWN3AO8RDgFPqGjZBoTmFybO+ujwEoqAqeBmh98a1wqiWYGEbHw89GgPUu6gvjYgroNa/tGdgMA1BQGTwNUFH6JZpLDRs4BjoL8A5SwyJOmgNQp2CUsQMVws8AFefG3HxEtwtt9zZCHIDWPYyJK6PXvJ6Xv50AX1VQWfwM0Kr0yxS363nMrnUzAd5Bov3KOoe4CHFYDyqLlwFa+yAmme4UUEbdwVeIFX9r70UlVtNr3rBlGyGuTADVxcsAFeVEU6yW/phVS0c9Ad4srkiNyKbYvEuIqxCH9aC6+BigdflxqZQHoIy1l5UAB6Ci7IgUMb3mTVq1Qhk7UCl8fL/W0B+A6jZzNRFewSBpWXLkXYrtu6KMHagYHgZo/aO0NLpVQBnGsrkQB6DVmZdpboRk0QZl7EDF8DBAax8mUNyu5wlzVzPh3eyoL46PpllfFWXsQOXwMEBFD5LollFmGC0reyPhjZVEdOfQ2/p7GaOMHagW/gVoXUHKfYrFgh4zcxbgAFScdzOW4uoENddglLEDVcPHAE2juFb7CSM7Y+ENQKvoboTULNBTiMUBQbXxL0BrC+9QXsUpC1BbI/69cK9Q++B6QiW95jXcUcYOVA/vckD86E4+7TN4LTMLPcFdratMpboRkmN7dwMMQEHV8C5A64qyKO5Y/oS+uYHgzuBrciJTauk1r+UZ6IABKKgc3gVofemDUtp96JsKbgBKeSMkxinIDWXsQPXwLkDrygoobln+hJ6pntBGoKKsK6kSes3rerVDGTtQQXwL0PqKvFKKi2We0DbQFtgIVPIo4RrNLfqcQ1xRxg5UEO8CtDyf9jJOhtHS1xbY/Y7qTKpTmAxb+lkLb2It8ADvArTqEcV6lf/Q0tcS1gi0vjD2RiHF9l1QRxlUE98CVCIqo7wZp4xGE4FdAq2mO4fexLeVJd/eiCAMfHvfshKg6hrqgjqFr3sQE0/zwogLytiBiuJdgNaUsxGggspP2hshWbRpaSawIT3wBd8CVCquob0OSZbSYoozepRPzd3IJJq/lVBHGVQW3wJUUiehPouJqRc3dCKUUai0IjWC5hx6G/8WKGMHKopnASqViOkPQBlxjVhAAVqTHZ5KcSMkNTeUsQOVxbMAbRgc0u9EVCaS9SKQUZOkNCmK5kZI9gEoYwcqi28Bqq7BQq6JyqqFcxFUlHkljWLzGu5BKGMHKotnAaqm0YSFAK0sqhJMgNYXxUfnU2zfAWXsQIXxLEAZ9Saaso8j5ftIZQ9LKV4UVC7VGZdozqHX8gxshgEoqCzeBaimtux/qY5uJ+W5JZR7UBrivJtxJRTbdwpy06fYPABdvAtQXWNd6gEqLcwuFjMmfHvtGkN5IyTd5ihjB6qMbyGgrtcQoGWUeylIy69lXPn22jWi9v61hCqK7TsHu6KOMqgwvoWAhq4JC5/IwrRcEcMI4KNfmRpOcyMkA++2NihjByqMdwFqaGVIv5f6nLiHtQNNeX/yKbpzNYXm5RCUsQMVx7cA1TSyNWahm3s37ooYb74HqLQ8mepGSMa+rVHGDlQa796/2mY2siEo7ar01SnR92t7NuV5goqywtNozgjDABRUHe8CVNPE0ZR+gDKZl5MrGC9T2t1wSvLo9vWHFNs3b+NjijJ2oNJ4F6BaVp6WDEPzxPOxuoSLGdUDTXk9gKrOuJxOs33XEGdev34gALwLUHVDB0cD5jr1rY3vnw9/KG7nwrvX73/EBbduFlFs37ptCxOBFGQB3uJfAGhZe1kxDPUAZRL/iH401cWCt+u4xQ/+PppMswOUsQPVx8MAtWnlqMFkUC8LKo46EFP2bk8j2v1woj7/5NQuH/9dQ7GLZgHNjXj72weEgn8Bqqbv3MaW+ZtmCcsnKi7sv1XRs5MB9Y7YJim+MLtLn81Ur38yGm4oYweqj38Bymg383dSY+7S39mj+MTOmxWdOvArQSUlEYt6dFt1m/bL59De3RADUFB1PAxQNUOPAHvmMv0hKFP4+44bFR068idBJcWX5nXrsvwG/WJ9TTwCHTAABZXHwwBldJw7eGutuVtLv6fCwz9GrO3YnR/XQesL/5rdpceqOBY2lUIZO+AJPgYoY+DV2ZU5lcRCTyXHNvxd2G2gucqfjIofnvi8S7+NSfQvfDym07ydPc+XcYEg8DJAm9gFB5gyScUsdFV14tvfcvpNcFTp11GUHja686j999nr0TnETQC1rID/VPqD/0J6Xn39NMPOsbHvhjRy9c+Jo5b4quoFPWlZzNrBb39xjnYJ1acYtPBDGTvgA34GqJqxX58WzLk4VjpL37D07LQDfc1U8DS+7t7vM3oP2hDPymXP/3AOdcUiTuADfgYoo2nbqYcDE5fDSmelB+dsXdx9VnPVuqgnKb2+dljPL0+zcaHjGUY+KGMH/MDX97GO54AeFqu2FrDTW/zyOSfGHBpoqSpLu6XV6fun9BmxLZWb7l1CUcYO+IGvAcro+Qx9q+nWX1m6tFd+ZOqyq13XhajC3PDanKMz3xm2/iYL07waZ97Gxwxl7IAXeBugjGHb9zvp/nq8mqXu7n4/fs2Y6IWtlHtoVffg1PwhQ1ZcreTyIFBHGXiDvwGqZhLycRfd43+wlaBM4qIPVw+KnOerrOEgyj46972Ra6M4DU/mcRk7Y1W51gHwcvwNUEbNNPTjt3X/OMFagjJx84ct6nbtm/ZKdyIvrUzeM/3dMVviae4Q97pcg51Rxg54gscBKkvQjhN66J84yuKQK3nlO5MCbu4YZKM81/jqcs+vnfjRrGMs1AZ4LfbtmjfFABR4gs8BKkvQTp8ONDm6+xGLfebtHtrL8crFJUFKUOxSUhq744sPJ/0cJ09dT7shszpGrNj3gNIxqbujjjLwB68DlGGaBk0ebrN7M82t0Z4jiV3W4z376CMTPTgMivqSm7u+njRtU2SpXE+zGrbr0mqN0Q6UjkrGIdDDgPtfLQCKwfMAZfTaTJrgsXkhyxMey099EjCg6u9Dn/txcDlUXBi1fc7kGVtj5N3WxGLwL+FhI61vTU6lV1KkoYwdBqDAG3wPUEa7+ZiZoUvGXmF7tWLpmRmBnfJOnl7e1YK166GS8qQjq76auex4pkTu55r233Jl9yhX7fr78ddzKRzbPxyD3FHGDviD9wHKaNgPmjNkRu8D8p3LKoL45rfdvGIW7N05t7st5dIZ9aUJxzYsXfjN/vgqkqdbDtp2Zc8Y94ahoSj9EsW9PHSaB6CMHfAI/wOUUTN5e+40jwOLOFm3WPTXoh5uJ6Zs37l8mBeNa3/S6pzLu9ctX77+dLb8o84n7EbsvvzL+85Pck2cd/MWxXtuTsGuKGMHPCKAAJWdxnt/sqTPqmEniEZnb646esPwFttXfrB41dJJXRx0FBOj4uLbf+7YvGHjz+ey3mRyp9Pog5d/GmL/7wC5Ku1ShgKO7gX0vf1pj8UB2CSIAGXUrfov/dz9xLI07g6h8tauGd12LWk1aNwnE8eNeNvdkOzKaF1R0oWj+/fs2fPr+Yw3XiHQfNLxv9f3tfnPe6D2XlQCxV8zWMQJPCOMAGUYHd/Pv3tvc9/9bE4JbURJ7OFVE2UPc99e/fv17t2r59sBbiavGJPVl99Punn92tVL506fOn1eUXX2ddrPP3NiQQfTp+e0V6SGZymm/cYY+bS2EsobDoRBMO9ndbPuyxYHHZxyle3b8Y0qjDu5XfZYJvtXdWMHb++WXu72lsZGTY2a6msxtVWVlZXlj/LuZmdlZWWmZeaLFN29Wd+N5/dP8tF/9mqC6E5EMsXVnhiAAt8IJkAZponLxz/O+6HVwkSuD+RpkpKc+HDZg7UOnUftP//TMMdGboZLy5KuUlzxadbax1x5lrgCKICAApRhdH2mb532S8i6O1wfCGf0guedOLag8wtyrDrjchrFbTldMQAFvhFUgDJqhkELwyYf7ryJnb0+lIzTyLAzWz50f2GI1RfHR+fR697Kz9sEVUSAX4QVoLIINeq4fPfUEx3XZ3N9JOzSD1148ti8Z+8ZPa2a6hx62QAUZeyAb4QWoLIIbRq69MCcc4HLE7g+EraoeY7dc2LDcNdXxFddbkxsCb2jsEMZO+Af4QWoLFAMAuYf3hDuO+WiPGXeVJT90B9ObJvg+xpFTarTL1OcQ6/mgioiwD9CDFAZbY9P9u+75jdoF6uF7thm2n3F8f1fBr/elcfau5EJFIv3Sy+PsLNeGhQS0qFDh9DQkKDWLsZYkwQqT6AByjAa1gN/PP1thv/MCM52p6TKuPP8g/vndX3tievSitSIbJoHxDDi/MTLR2SPrY+/0nfwC+3QIaQhUUMDWtjo4fQeVJBgA5Rp2Pl4+rHj90J6fM/R9ujUmHVbcnD3rLcs5fnh1mSHJ4upHVEjKnNunN4je6xv+ELdzDMoNFQWqKEhIcF+rqZaqLkMKkHIASobhpp3X3P+cHnQoF94M6/JqvfKQztnhMq78bqkJIHmHPpXdl+UEn5M9ti2suErXfvWIaGhTwI1wNvOALPvX0ha+ygnNSkpMUkmOT37/sO8vLzc3Nz84vIqUY346QJd6po6+k2N/mFsZmlja2dnayv7o5mTm7u7u5uTpT5eaXkJO0BlNG0H/nTloFqnodspLgJnh4bnB5v2bhjnZ0RwNizKvExzCpN8qu/dOrdf9tj4+CsTd9ngtPPAqbNHtVK67U65IBXl3b585uyFKxHh4eFXE3Jf+xKURCwqL5Y98u696L/Qs3Jv4d2ypa+vr4+Pr2/rVj4u5tp4yV9K8AEq06TZkC2RJ5t27bMunrSmJudMOs4KC1vQj3S/tvrCuJh8xR6RwjxKu3o87aZ08FejW3F9KFySVGRcPLhr9/5ffzuTRKs4eFVeWrTs8feRf7/T1MG3TZu2bdu1C5Dx93UyaYJAfQoC9DENy55rr0Q7v99j6h8FXB+LvJp4jVy34/sJASZvcP5VnUGzDKgCOAW7CbUSs7jo1pEf1q7dsCuSg19xZTlxF2WPY788+VLL2jsopEGHt/t0bWWG9ECA/kutaZvPjsR5zhs0eMVVFneSfyMaHsNWbV3/aUerN5wRVPcwOo79LU/kIMxKzOKi6N3LZs/77twLz7nZVpubcPE32WOLwdCzD37tasj18XAPAfpfmtY9vrmQ0mHBu8NWRMi7pyXLND2GLv9h3dS3bRWxxVBVGs059AoguEJ4dbkXN3w+4av9KazOjHh9zsEC+4G8CAL0WVp2vb+5mNHru4kfzDyinPfmzUInr1yz8KMAc0X98GruRiYqvOaoIgmqErOkPH7n9Pcn/ByvxBOUZT8QuSbJ8RdehcZoWnb88rekgUeXTZ68/IwSLVbS9X533rffTOvloqvIS/nSiuTwbAW2p3iCGYBKy+O2ju8/Yb+yF1x0CRXID+SVEKAvoqbnNnDZqZ7jTq39cvriQ8kcDwdMA0fPWTh3Yg/X56rIvzlRVniqUtTpfxGBVGKuu//7jJ4DN9xWzFQQTQNzCxMDXR1tLfV6UeXjPQ4eVSjogoDsByLvRGO+QoC+lJquU6+5B3tMSTi8Zv78VYeTKC4Wf4GmvoM+mTr9s/dDbLUp9SApTYxSmrsUjRJCJebarN2jQj/Y94C4AQO30O5d3+4cGtCmlY+3u72JdiOzgcUV+XezM5JuXYu8GhFx6e+/bheS9eUa4sz7H8hrQoC+BvWm3kMW/TZ4Vs6lXetXr9vyRxILN5g0m3UYOfHTKeMG+llQvv2sbjns9KN+Yoql6N+MmrqWAcnaABUifnB4fAfC9DT0GfzptEmjB3dyN3rloFDTwNK5pewR1HvkVIaR1uTGnjt2cO+O7Xsjc+XpEqWx/wcB+trUdB06jV/TafzK4tun9vwStvfg75F3FX5ir2nXftCI90eOeLdHK0u2FoSraxsa0xrewitJK64v6T0k7L7cT9Tyem/p+pVTujrokL1R1LStW/eZIHss+SHl5M+rli7fFln0Wk90DSZdsME/CFC5aZq27DtljewhLkkNP/nn6b/On79wMTLjDeZRGjoFdO7Wo6dMlwAXI/xIhERS8OeU/otj5R3/W3RfvHfHrK42Cjk7UW/q2Wf6z70nzTv7/ReTZx9Kf8VFWLt2zXl+RiAHfFrJaRp7dBoue0yT/bukKi8t7ubN2PjktMyMzMzsnPt5BYUFhUUlVf+5bq+upatvYGRu4+DoJPvH2dXLp01bf/9WHlao5SZQ9bmHJ32wQ67zZ4Zp4jfzxMnl3SwVfBtHTcex+8yDCcNPLvlwxNILL96bQN0tCAPQfyFAFUNdz8qzfU/Zg+sDAdUhG31On3DokXxPajnr/F/LQoxp/crVatZrydnkjvP69VtxvfENG5oFeqCoy78QoADcqIhaOnlfsVxP0e+148QSeun5D02rbnO/HfzDW3sbuyyl6R7oiCvm/0KAAnBBnBX2+Ub5SrDqdt/40/sOrHxktW1a2jBMYwHq2N6dwlxklYUABeBAxbXVy6LkmzLvNv3b95qx9IFtYullr8EkP7++QssjoBkGoP+DAAVgnbTo/Kqd8q0RVg+ZPbElezdvdOy8rJhzz89MFXBdwUYhQAHYJsk/+/0J+VZjaHSY0MuWxeWTWtYN5/DPBaiul7+dIup/8QYCFIBl0qLLOy7VyfecloNCLdic7KZh7OJswMQ8m/LOIa5YxPlfCFAAlpXf3B8u5xo2247trdn9rD6+jXQo7elvGnr7WQuvsPXLIEAB2FWdejJK3moK9n5s37ppYtXCVo1Je3qJlLMAyrrIBwEKwCpJcWy4vNWvmro4GLK8Wk1Nz765BXPxqX2YjH1bWyAxnoKXA4BV1ZnhmfI+R8+U/S3btWy8bRjmqQB1QRm7ZyFAAdgkrchOfr2iR/+hbcD+/uyaph6Oukzsf0rgmrduiTrKz0CAArCpNj9V/u2JxTUc1GvVcenZL+h+xr+3u/T8BnhgAPoMBCgAm8SlD+SvfFh6v4T97Tm13D85EPEJ692qFgQoAJvqKwvl39CgIj2luL6rIc6flQ4CFIBN0tpqOefQN0g5E1822dFE8YcDbwYBCsAqiZhg283qC7uulfTtYaz4w4E3ggAFYJNaEx3Zh07uQWjZsbUnc7sNt8beBcoFAQrAJnVdI12CAGVqzsxZE9N/VTt9CscExBCgAGzSNG5mIhtQEjwze/XolcOjFvshQpUIAhSATVpWXlYMc4fouQlL+n3qf+Pn/la4Ha8sEKAAbFI38vAxZ64Vkj37wY53uln+feGbzqa4GKoUEKAArNJz7+qtvu0iwa34x6Tx33bpLD557tvuit7XGAggQAFYpWbi38+buRhP3oIkfm2Pdnk7zm790EMX+7txCwEKwK4mDr2GenwRn/pGjeTsGdUq5faho8v72KHCMYcQoAAs03J/b7zv/C/i3rAZUfTqvp5Xvti7f2l/7NTOFQQoANuauIyY2f3rkWdEb9xSZeTqAa4nPtq8a93Ytsa4r8Q+BCgA6zRsBi791PnM6ixFNFafFDbB/+iOzzb+tGSET1OkKKsQoAAc0Gs7e/OHYb12FiiovdKr33/gG7b5s40/LhnhixRlDQIUgAvqpt1Xb//gZL9diopQ5kmKttq+ftyaTd+MCTDDZ5sFeJEBuKFu0Xv9gU8vv70xW6HNVkRvnRAYtm740vUrpnR10ME8J6oQoABcUTd5a+WxldH+X0USlAh9qdqkfTO77/uu65dr1s4d5mOEU3paEKAAHNLznXH0UGq7AdvuUmj84blVI3w3LHtvwapln/V00cNgVPEQoACc0rDqv+nCL8WBo48Qro9/BVHC/tm9968K+mTF2kWj22Nfd8XCywnANW2XUXsjJCM7fPxbHq0uiq/+MD5oy8p35n+3+ou+rhiMKgoCFEAJ6LiP2Rdt8lm3wT8m09vAuD7j6IL+R3/sPnfzpjkD3JCiCoAABVAOTewHboqK9vqwz9RjuTT7eXhm2UD3bT0W/LJ1ds9mWAP6ZhCgAEpDvanfZ78ltFs/5t0Zx+5R7Sn39KJeLgc/2rRr3Vg/rAElhwAFUCoapkHTDyd2/WXKsPFhyaRVQ1+LODFsQts/Dy/7defMzpZIAiJ42QCUjrqh78c7bnYdunzcx0vOUrux9FjB6blveZz5+sDe+T1sURhPbghQAOWk49hn8en09/bNHTf5+4gSmj2VXlza0+vKot8Pzu1kjjL3ckGAAigvNYMWI9Zf6T/x4JLPpn57jua9pbILCzq3TQk7t+1Ddx2K3fANAhRAyakZeL278kz/SWc3fv3Vot23Kqh1lLP3o4Di0kuHPvXRxxSn14MABVAFajqO3b/Y1W3i179/N2/O8oOJb16MuVElpz4LHaIReXiSly6dDngGAQqgOtQMPAfM+7XftKRj382fu/xQUg2FPspOTX5rrOWNsCG2SIdXwksEoGrUDb0Gzj84YGr8rytmzlxxSvF1SPL2DuvnFX1pbhucyr8CAhRANakb+bz3zcnB08K3zvls5vYblQptXHJjXv8ZgbGbu5lilv3LIEABVFkTq5BJ266/P3Xvwimfr7ukyIJO934a8VnvxJ39LRChL4YABVB56ka+I7+78M74XxdOnLzmUpGimi3c8/H04UlhfcwRoS+CAAXgBzUDr2GrL/QZs2/O6PEbrinmjL5w96RlkxK+CzJQSGs8hAAF4JGGmfffR3Qbuubj9746/kABDeZ8/8WeaRcnOCIpGoWXBYBvNCw6zDya8NaGUf2nvXllPEnE8o2xH65qi3mhjUGAAvCRunG7qb/Ft1o8oPfiiOo3ayon7MfoBVs74DS+EQhQAL7SMO+88GyM3YiOE4690e35gqNht9Z1CNVX1HHxCAIUgMfU9LzGH4jSfr/9qN8KyFspPHMkWRTaFlVGnoMABeA5bZePdl0sK/H/7K8q0ibuno/Kq2/riFp3z0KAAvCfrtfkX39P8eu66Q5hA2nn06omORoq9KD4AAEKIATqpl1WHvzqTMDKNKKnV6QlFYq7GiIvnoEXBEAg9P1n/TB6e9dfiC6GFqQW1DHOyItn4AUBEAo1446zZ/r+8mUcwXNL7peIFX5Aqg8BCiAcTVyGfRr45fgo+Z8pKhNR3SJURSFAAQREw6bLcF8mSv4xqKSutp7C8ag6BCgAHeJ7RxcsPHKv7p8vNe0GLFw0qBnXWwdrWgeGWDNxcq/wVFPXRE2m5yFAAeiouLll9baTtf9+rV85fDb3AcroNGvbjGHkDlBNnSYI0OchQAGoqMmJTK797zcq72SV1jOGXE9GVze0s9KWHZ6cT9Mz1UeAPg8BCkCDtDz1as7T38pNzK1l7DmvaqSubUgQoIZWnEe/MkKAAtAgyg5Pe+auS16yLEAZzgOUkdRL5X+SuYsZ51cflBACFIACSWnStXvPfK/uXmqhmDHi+jMnqSmXf1N5bVsXE64PXBnhNQGgQJQVnv7cNx+fw7ty/JmTVOYX1b36P3uGvV8z1GJqBAIUQPHqi2/H5D/33cLUe1VSRo/bvdZr81OeP7JX0XL3t9emcDAqDwEKoHiijMsZjXw7NzmvjjHXYv1w/qsqM+bZawuv5t7FGwXpG4MABVA4cf6t2EeNfD83Ka+W8eY0QKvT/74t96J2604dbHELqTEIUACFq06/ktnY98szs8skjAGHEyprs8+efSjvkww7DPDSo3E0qg8BCqBodQ9iEioa/Zu8httIttzdjqnNPLInRd4n6Xf5sB1KKTcOAQqgaFXp4VmN/01eUm4Nw3AWoFWxW35MkvdJBj3Ghhhze+NLeSFAARSs5m5U0gtmWtbcSyvmbCpo/YOj83+8K++zLN6d2tEE+fkCCFAAxZJWpEa8cOuh3CTZOTwnhd2lj87Pn35K7i3iPSdPD8T5+wshQAEUq+ZORNoL73PnXzydXNneT5/tIZ2k6MyXH23Lk/dpen0WTfDCBNAXQ4ACKJS0LDnqJefJyYs69dU5d3RmoBGL9+Jr0ra+P2TbA7mf13LOt+9YowjTSyBAARSqOis8/aXFOiouzG7vnxz2+6YPvFgZiNZk7hrVaeLpxqcFvIzz51s+w/Dz5RCgAIokeZQQ/epqxelhH7W4/Of63ZsmB5nRrBInzj+/7N0BCy+Wy/9U56lhC9ob4u7RyyFAARSpOrPRRZyNyDwwNfj4jjGrN34zNthS8et8JGVxu+eM+3TTNYLwZNTbLPptWQcjxOerIEABFEhcEHur6PX/86qb2yeFbF/R84vFi2eOaGehmBiVVKT+uWnpguW7bpSRNWA+dPfvc9roK+RgeA4BCqBAoowrrzkA/Y+cU6tHnVo9w3/4pMnjRw3p6EK41rPuUWr48X07ft625/Jd8j3cDbp9f2HHe/ZIhteClwlAceoe3ognOWVuUBS9b8lo2cPAvVOfXl07dwgJbNuqhZOp9gvPo6W1ZQ+z01IS425EX7929dLf5xMKCUrNP8W8/w8X901owXHFPRWCAAVQnOqMFy3ifH0VaRcPyB7fP/lKs6l1M1tLMxMjfR0tTbX6utraGlFlaVFBQX5eUaVCd2rXavP5od9X9rNH2SU5IEABFKb23rVEudf6vJy4LDdL9lBso8/RaTtl14GVg111MfSUDwIUQGE0bXrP/iL6283Hk6u4PpTX5zzo2+2bpnW2xsiTAAIUQGHUTfxHr/p91NKH1w9v+/Gnrbsu5pDfzGGBod+opWuXTexky22NfFWGAAVQMDVtm4DhXwcMn7v5wfXf94SFhe35M6GU64N6ippdp3Ffzp09vqsTztnfDAIUgBI1HduAd7+UPTaUZ145tn/fgV8P/RFbyOkhmfsNGvXxuLEju3s2xRJ3RUCAAtCmbujSceQc2WNzTe6ts8eOHDl67I8zcfkStvo38+7Sq3e/gUMG9/S310NwKhICFIA1atrWbfpOkD0WM+KSjGvn/zp/6fKV8MjrN9KLFDojSd3YqZWff7uAwKDQjp1C/JyN8TmnBC8sABc0jV2DB8oe4xu+kNaV3E1JTEpOSUnNyLpzJ+fu/dz8goKCwuKSsvKKqtrnh6oaWrp6+oZNjU1MTU3NLKxsZOyaOTo5OTm7eXg1d7MxxAebHXidATin1sTYoWWw7NGD6yMB+SBAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACCFAAQAIIUABAAghQAEACP0fa5baAnNe/icAAAAASUVORK5CYII=" width="23" />and<img align="absmiddle" height="21" name="Object41" src="data:image/png;base64,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" width="24" />are
the abscissae of the beginning and end of the spike’s decline
segment, respectively, when the wavelet coefficients decrease. If
<img align="absmiddle" height="25" name="Object42" src="data:image/png;base64,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" width="36" />and
<img align="absmiddle" height="25" name="Object43" src="data:image/png;base64,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" width="36" />
are the <i>k</i>-th scale wavelet coefficient ordinates at
<img align="absmiddle" height="21" name="Object44" src="data:image/png;base64,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" width="23" />and<img align="absmiddle" height="21" name="Object45" src="data:image/png;base64,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" width="29" />
respectively</span>.</div>
<span style="font-size: xx-small;">The values
<img align="absmiddle" height="21" name="Object30" src="data:image/png;base64,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" width="22" />and<img align="absmiddle" height="21" name="Object31" src="data:image/png;base64,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" width="23" />
are the abscissae of the beginning and end of the spike’s climb
segment, respectively, when the wavelet coefficients of the 1D HWT
increase;
<img align="absmiddle" height="25" name="Object32" src="data:image/png;base64,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" width="36" />and
<img align="absmiddle" height="25" name="Object33" src="data:image/png;base64,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" width="36" />are
the <i>k</i>-th scale wavelet coefficient ordinates at
<img align="absmiddle" height="21" name="Object34" src="data:image/png;base64,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" width="22" />and<img align="absmiddle" height="21" name="Object35" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAiAAAAJACAIAAAA7H0oRAAA6AklEQVR4nO3dB1yV5d/H8QO4EERw4ABEUBRFFBUVoZylOXLlyJFmzsyZOcp8stS0HJkrs7QcubLSNEdprhQU91ZEcODeyh7nQat/amCcG36cw3V/3i+e1yv/T/fF3fGc8z3Xua7r98tlNBoNAABktVzmvgEAgJoIGACACAIGACCCgAEAiCBgAAAiCBgAgAgCBgAggoABAIggYAAAIggYAIAIAgYAIIKAAQCIIGAAACIIGACACAIGACCCgAEAiCBgAAAiCBgAgAgCBgAggoABAIggYAAAIggYAIAIAgYAIIKAAQCIIGAAACIIGACACAIGACCCgAEAiCBgAAAiCBgAgAgCBgAggoABAIggYAAAIggYAIAIAgYAIIKAAQCIIGAAACIIGACACAIGACCCgAEAiCBgAAAiCBgAgAgCBgAggoABAIggYAAAIggYAIAIAgYAIIKAAQCIIGAAACIIGACACAIGACCCgAEAiCBgAAAiCBgAgAgCBgAggoABAIggYAAAIggYAIAIAgYAIIKAAQCIIGAAACIIGACACAIGACCCgAEAiCBgAAAiCBgAgAgCBgAggoABAIggYAAAIggYAIAIAgYAIIKAAQCIIGAAACIIGACACAIGACCCgAEAiCBgAAAiCBgAgAgCBgAggoABAIggYAAAIggYAIAIAgYAIIKAAQCIIGAAACIIGACACAIGACCCgAEAiCBgAAAiCBgAgAgCBgAggoABAIggYAAAIggYAIAIAgYAIIKAAQCIIGAAACIIGACACAIGACCCgAEAiCBgAAAiCBgAgAgCBgAggoABAIggYAAAIggYAIAIAgYAIIKAAQCIIGAAACIIGACACAIGACCCgAEAiCBgAAAiCBgAgAgCBgAggoABAIggYAAAIggYAIAIAgYAIIKAAQCIIGAAACIIGACACAIGACCCgAEAiCBgAAAiCBgAgAgCBgAggoABAIggYAAAIggYAIAIAgYAIIKAAQCIIGAAACIIGACACAIGACCCgAEAiCBgAAAiCBgAgAgCBgAggoABAIggYAAAIggYAIAIAgYAIIKAAQCIIGAAACIIGACACAIGACCCgAEAiCBgAAAiCBgAgAgCBgAggoABAIggYAAAIggYAIAIAgYAIIKAAQCIIGAAACIIGACACAIGACCCgAEAiCBgAAAiCBgAgAgCBgAggoABAIggYAAAIggYAIAIAgYAIIKAAQCIIGAAACIIGACACAIGACCCgAEAiCBgAAAiCBgAgAgCBgAggoABAIggYAAAIggYAIAIAgYAIIKAAQCIIGAAACIIGACACAIGACCCgAEAiCBgAAAiCBgAgAgCBgAggoABAIggYAAAIggYAIAIAgYAIIKAAQCIIGAAACIIGACACAIGACCCgAEAiCBgAAAiCBgAgAgCBgAggoABAIggYAAAIggYAIAIAgYAIIKAAQCIIGAAACIIGACACEUCJilyhr/HwEPmvo30FOiw+dKyBvbmvg0Jwo984MLLO14rbi01PABJigRMXPjOs+a+h2fwDPLIZ+57EBJ3dleE3OguNbwLki5ATqVGwCRePnD0vrlvIn2OvpWd1Xig/yXxyoGj98RGtypbu7SqyQzogBrve7Fndwp+jM40JjAaudUsV8BKbngAspQImISo0BMx5r6J9BXxq1TYxtw3ISPx0v4T0WKj23jVKpVXbHQA0pQImJjw4Ehz38MzpE5gbM19D0JiwiUnMO4BXvZMYICcS4WAib+w+1S8uW8ifcWqVXRSdKE6IWrvyTix0fOUq8kEBsjJFAgYY3RYyDlz38QzlAlUdqE65kyw4CPvXrtsfrnRAYhTIWCMhV94rcndbbtCz941972koaS/sjtt48/vOZ0gNno+7xouecRGByBPgYCxLlx3xPy6IwyG5AcXj+7etTPVrp27du2LtIiNywrvtDVGn5GcOnoEejKBAXI0BQLmf2zsXas0bJ/60+/hn5LunTu8e1dq1DxKnAMXzLTNzK2Gsjtt48+FnEkWG92uYvWSucVGB5ANVAqYJ+VycK/2YupPx/4P/5R4J+JQyN9ps+twlNzS9JNsytZ2V3Sh2nj/9J7zcsOnTmAUnfkBuqFuwDwpt6OH/0upP50HPfxT4q3w/SF/pc3O4KNX5BYSSqm70zbuXPAZo9joDpWqFmMCA+RsegmYJ+UuVKZW09SfrkMMiac/9Ss/4rjULypX003RCUzKvZN7o+SGV7j6AaAb+gyYx8RGBEfKje4eUNZObnSziovYFS43ulPlykV1/9wEcjq9v4gTLu07Kbf8n8+7hquiO21T7pzYf0VueCYwgAL0HjCxZ0Mi5UYvXbuMqkViUicwgg0Silb1UbV8G6AjOg+YhKi9p+Q2lOWvUL2kohOY5JtHD1yXG54JDKACnQdMzNndkXKjewR6MoHRonj1Co6KVj8A9ETfARN/cc8puS3KBXyqFld0p23S9cOHb8sNX0bZ6geArug7YGLCd8seFVR3AiPZotq1hrcDExgg59N1wMRf2BOWKDa6o28VVXfaJl6VbJRsXSbAnQkMoABF3wEzxBh9RnIC4xmk7gRGtlFyrfKqlm8D9EXPARN/frdgscbCVXxV3WmbeGnfcblGybm8AkoxgQFUoOOAMT4I23NBbnjPQHUbJYtOYBSufgDojI4DJv5cSHiK2OjFqvmo2yg5VPDwUB51y7cBeqPfgDHeD9t7UW741AmMqt/zxJwJjpQbvTSNkgFV6Ddg4iJDwuWqzavcKPmCZKNkW29/VasfALqj24Ax3jstWG3eSt2jgsboMMm9d6UDyzCBARSh24CJiwyWPCpYs7yDojtt48/tDksSG92+YrUSilY/APRHrwGTcufkvstio9t4BSjcKHm34N47D3UPDwH6o9eAkZ3AuNVUuFGy5N67gpX8iun1KQmoR6ev5pQ7Jw5cExs9d7lapVSdwNw7FSq4944JDKASnQaMbLV59wBld9rGRko2Si5UpXIRRasfAHqkz4BJvnXs4A2x0fOWq+Gq6AQmdea3j0bJADJGnwGTOoERrHVSOlDZCYxsmX7nqj6FmMAA6tBlwCTfPHr4ltjott7qNkq+dUy0UbK61Q8AXdJlwMSKTmA8gsqoulAdd3an4ANXgkbJgFr0GDBJ1w8fuSM2ur3ajZLlZn40SgZUo8eAiYuUnMB4qtwoWXLvnWsN74KKHh4CdEqHAZN09eAxuX6/BSv5OSv6oKY+cJKNksvWVrX6AaBXir4XPktsRLDkBCZI2T5jsWclt5CVqqVs9QNAr/QXMIlXDhx/IDZ64Sq+qh4VTLy8X7RRci0aJQOK0V/AxJ6VnMB4qHtUMCZ8V6Tc6O4BXjRKBhSju4BJ/Rx+IkZsdOdqFVU9KpgQtfdkrNjoecvXVLX6AaBfuguYmLMh5+RGV/ioYEx4cKTc6PQZAxSkt4BJuLRP8HN4CX9ljwpKN0qu7qJo9QNAx/QWMLGiExiFjwpGn5F84DwCla1+AOiYzgIm/mLoqXix0d3UbZQcdz5EslGyTzVVqx8AeqazgIkJ331ebHDrMuo2Sn5weo9go2SFqx8AeqavgJFdSFD4qGBcZPAZ0UbJqlY/AHRNX6/raMkJjMJHBYUbJXs+xwQGUJGuAibu/O4zcgsJCh8VTJ3ACBaJKexXqbCih4cAfdNTwBijzwguJCh8VPBho+TLcsN7BnoqOvMDdE5PARN/LiQ8WWx099rKHhWMi9gVLje6czUfJyYwgIp0FDDG+2F75SYwthX8VT0qmHzr6H7BRsll1K1+AOicjgIm7lzwGaPY6B7q7rSNOyvZoK1kde+CilY/APROPwFjvH96X5TY6PYVq5VQ9Khg0o0jh+QaJVuVCVS2+gGgd/oJmLjIYMGFBI8ghScwOwUnMK7qVj8AdE83AZNy96TgTqiCvlVUPSr4sFHyXbHRbbyUrX4AQNF3xX+TPcqh8ApMrOgERuHqBwD0EjApd04cuCo2eqEqlVVulCzXYTq3V61STGAAVeklYOIidglOYDxplKyNe+2yqh4eAqCXgEm+dfyg3FGOolV9lG2UfEm2UXINVasfANBNwMRFBAsuJCh8VDDmTHCk3Oj0GQOUpo+ASb559NBNsdFLVFe4UXKoYH+D/BWql1S0+gEAg14CRngCo3Kj5GDRRsnK7r0DYNBJwCRdP3Lkttjorv7KHhWUbZRcwKcqjZIBlekiYOIiBItpWZdVdgJjfBAm2ShZ4eoHAB7SQ8AkXTskeBbdrWY5VY8KPiwPKtco2bFylaJ6ePoB+qWHV3hsRHCk2OC5vALUbZR8UrRRcqAHExhAaToImMSrB47dFxvdPaCswo2SBcuDFvHzpVEyoDYdBEzc2eBIscHzlKvppuhRQelGyUFMYADFqR8wiZcPnIgWG700jZK1KVatopOih4cA/EX9gImVnMDYeivcKPnYAdFGyaruvQPwN+UDJiFqn2AxrdKBCk9gdgqWBy3pT6NkQHnKB0xsRIjcWXQ7dRslJ984cliwUbK6h4cA/I/qAZNwMfRUnNjonuoeFYw9KzmBcatZroCih4cA/I/qARMTLjiBcajkV0zRBzDp2qEjgo2Sy9IoGdABRd8f/xZ/ITRMrhqwp7pl+oUbJQfQKBnQAcUDJjp8t9wExqlyZVVrnQg3Slb38BCAxyj6BvmX+Au7BasBK9woOfasYHlQQ+naylY/APAYpQPG+OBMqFw14KJVfVStdZIQtfeE3N7ufOVruCp6eAjA45QOmPjzu8OSxUZXeAUmJlyyz5jCh4cAPE7lgDHeP71Hrhpw8eoVlW2UfHHPqXix0e0qVi+p6OEhAE9QOWDizu8Ol2tnonKj5DDBvd0PGyWr+sABeILCAWO8f0qwnYmLv7eDohOY1GAW3BrhQKNkQC8UDpi4yBC5s+jWZWu7K/o53PggbPd5ueE9gpjAADqhbsCk3D2175LY6ArXOokXbZSs8OEhAE9R97UeFxksN4FRuNaJ8Z7kN4tMYAAdUTZgUu6ePHBFbHT3AC87RScwwo2Sq1ZS9fAQgKcpGzBxEbvkJjBqN0reK9koWd3DQwCepmrApNw+fvCa2OjutcuqelRQNJhVPjwE4F9UDZhYyffJfN411G2UfHy/XDAbyjCBAXRE0YBJvnXs0E2x0T0CPdWdwEj2GVP48BCAf1M0YOIiBKsBK1zrJPnGkUOijZJVPTwEIA1qBszDhvK3xUb3qK3s9zyxohOYUuoeHgKQBjUDJlZyAuNQSdlaJ0nXDtIoGUBWUTJgkq4fOir3PqlwsUbZPmMKHx4CkBYlAyYuIljufVLhWieJV/Yfk2uUrPDhIQBpUvGtMvHKgWP3xUZXuNZJbLhwo2RV994BSJOKARMXGRIpNniRqpUKKVrrJCFq30m5Rsm26h4eApA2BQMm8fL+43Jf9HgGetiKDW5eMeG7IuVGp1EyoDsKBkxsRHCk2OAK1zqRbpRcrYSie+8ApEO9gEm4tO9kjNjoChdrjDkj2mcs0FPVmR+AdKgXMLFngyPFBnepUV7VWidx53efThQb3aFS1WLqPdcAPJNyL/qEqL2n4qQGtypbu7SiExjjg9OSExjPIGVnfgDSo1zAxISHnBMb3K2GsrVO4s+FCDZKLqTu4SEA6VLtVR9/MfR0gtTgNl4BpRQ9Kmi8d5pGyQCylmoBI7pS7V7Ly17RCUxc5K4zRrHRi1ZT9vAQgPQpFjDxkivVecrVUnUCk3L35D7RRsmqLl0BeAa1Asb4IGzPBbHRFa51EhexM1xu9BL+FZwU3XsH4BnUCpiHK9XJUoMrXOsk+faxA5KNkpXdewfgWZQKGOP906GCExh1a53EnZXsM+bqX95B0aUrAM+iVMDERQbLrVTbVaiqaq2T5JtHD90UG91a3cNDAJ5JpYBJuXty7yWx0Usr3Cj57B+CExi3muVU3XsH4JlUCpi4iF1yK9X2FfwUbpQs2AA0l1dAKVWTGcAzKRQwKbeP77sqNrrKE5gI0UbJtcvayY0OwIIpFDCxkYKNku0rVHZWdAKTcHHXIbkGoHnK1aBRMqBT6gRM8u3jh26Ije5eU9GF6uRLP46cdFpu/NKByh4eAvAf1AmYOMkJjF35KsVUnMAkX/15SL+f5eYvBtsK/qoeHgLwX5QJmORbxw/LbbV1r+mu4AQmNV4G9VhxW/JX0GcM0DFlAiYuMiRSbHBbryrqbSFLvrJqQI/lovFisKdRMqBjqgRMyp3TR+UmMG7+yk1gki4u7dX9e9l4eVSmnwkMoFuqBEzchb1yZfrzlPErodZCQkL4V117rRVce/lTQd8qzqo8wwCYTJGXv/FB+BG5MzCu1dyV+hwec+jTdm9tEWss/Q9PJjCAnikSMPEX9sk1SrYpXdVFnaMcKbe3jGw9+oBcd7F/FKriW4Q+Y4B+KRIwMecOy/XLKlFZnQlMUtSKXq/MEDy4/zjPIGWrHwDIADUCJuHykfNifWAMLlVUmcDEHJrU+rUfpFf2/+ZcrSKNkgE9UyNg4qMORYkNXsi7jIMK/RiTr60d0Oy90KRs+4WegUxgAF1TImCSbpw8GyM2uoufChOYmKOftXllvlwM/1sJ/wqOKgQzAK2UCBjRCUweN6/COf1RSr6y6s1Gw3YmZOfvtCobqGj5NgAZlNPfOh8yRp8/JVfm0rlcsZx9BsZ4b/eHTV5ZKLcJIm2uNcrRKBnQNxUCJuHKMblGloZi3jk6YOJOzenw4tiDKdn9e63LBrgr8M0igExQIWDiLx+9Ija4rWtpxxy7FSrx/JLX6/TbIH5iPw2latEoGdA7BQIm6VbY+Vix0Qt75NQVmOSra96q23n5NbP88tzlatEoGdC7HPrm+bjEa6fkqsQYnEo55cRywCm3toxs2OKrSHP9fvcA+owBuqdAwCRcPyO3xG9wKFEwx31Dlnxj87svNJ58zHx3kLdcDVdWYJBTpMRcOvzHtp179u47cPR0xLnzF6Ku3n6Q8NfZ7Vz5ChQs4uJZrnx570rVA+s2qB9UqWR+NuBnTM4PmOT7UdcTxUbP41gwT85aSki+un5IvaYzTpr1JmiUjBwgJTpi+/J5X327bPWO8Oh0/62kuPs3L55M/Qn9ffXi2eNT/5d8HnXadenW7bW29bwcctzHz+ylQMDcu3JPbvS89nlz0meVpEur+tVp/VW4mW8jfwX/kjl56x1Ul3g9dMknoz/4bOM5Lfsr4yK2Lxqb+tPDpUH/UaOHd6/rli9nfQrNPgoETOwduSV+g5V1znnmxIUtfKNBt6UXM/ZvO5e1v3bmgcyd0CgZFivx6o6Zg3q8szwsC7buR/0+s9/vM0fXfWf2nA/aebNt8t9yfsAYkhPl6lwaEqITsqOwfaal3N41oXXj97dlMDHsm8z8ovykV6bJBEyBitXU6zANBSSc//ndtq9ODc3aj6Q3t03uUGHB3P/7bvHoF4sr8I6alRR4OKxzCX4NGn/vgdwCT1ZJOL+y/wvtvgrL6L9fut9PizrGdXlb6n48gjyYwMDCJN/c+mGLZmN3CVUtvL75o0be28f8tHxUfbq4/iPnPxRWNnkEA8Z4PeJmoqGQ5X4eT7mze8qrTYZvzHAN/jxBk9dOfsHhwifnpEqTOdIoGRYm+dqGIXWazDgl+1vubh3ToNrpxTvmd/ZgD+Wfcv4bgXVeO8n15CvHriQYvCwzYIwPjn7ds1nv5eczfkmxzstWDvaxNTyIOihWH9SDRsmwJMboAxObvyydLn+JWtKlxoMHfyzr482LwKBEwOR3ktwRe/PAwetJz9tZ3uMUF75s4MudvzphwlJl7oAJG75sVTx1wpd8JyxMau9dYT/fwuzdhKUw3t4yrOX72dgHyXDz575133Dct6iDq+W9bWS3nP8I2NgVsZMc/9TGw/f6ly5kSRtEjHERP41s1+nzffGmXFWq16rVw/zsHv2HJAg2OPAMZAUGlsJ474/R3b64kN2/9tqyTi0qeO0YXc3Okt44zCDnB4xVviLFUxMm/XNSmRS3c8WhBy3qF5Aa30TGB8cWDm7fc95x0z6R2b0467fpTZ3/mlkYo88dkyqvU6yaj1NOOjoElSWcnjNgVgY37metlAMftBnx/IHp9fX9asj5AWPI5VTKSTBgDHfWzd9zr35DB7FfkGEpt0Nn92k/4PtIUy/0Hrpued9y/xSfTLh85ILU7msaJcNSGO/u+PjTQ2b79edmdRnZ+uichk46nsUoEDB5ipV3NhgEP6Xc/vHzTVPrtylqzk8ixtjwVR/27PXJ1psmX1q849JfJ9R54nNUfNQhqQ46Jf0rFNT1RzZYjJQbm6asMP0Fk4Uuze0xtvvRqQH25rwJs1IgYGwcy3rYGfbLTWEMMWv+76tTzd+rYKbqJwkXf/30zR6j12rJUIeXZm+d/6rbk7vgkq4fj4jLmnt7Go2SYSmMN7fN3Sz0PM+wc5+99WXfkKHlLHMfqjwFAsaQ17Wqq+EH0U2IxyYMX/n6qk4ls3t3VHzUlplD+wzXWNYiT8D431f0Lf+vN/x4uSV+1xrlCuj4CwFYkPv7l+2SOutlgv3jRm98fVnzwvp8WagQMHlKVve2NZwSrEhmMDxY23/I6oZL2hTLrohJuXf0+4+HDv3kV81RUHHohl9GVk/j7T7l3tlTGT6XaRobLxolwzLEhW8OFaq1Z5o7K/5vwbjGb1voYTphKgSMIb9XnTKG1Udlf8ntFa91aVDllz5lpL8oM8Zd2Prl6LdHLTiYiW/9yvT5efPE+oXSXA2JjzootWJVqpYXFf9gCYz3T4Vk++7kdByYMmN/3+m19NjBQomAyVWidlAxw1HBvpaPxGzq+8JbxXd90bKE0KOWcv/k2lnjP5q4eN/dTI2Tmi5/zHw53bJ7sReOXsnU+OnK7VWrFBMYWIKES4cvWkyd2ksLP9vx0dLGjvr78KVEwBhsy79ULe+X6006d6hJ5NetasfMWze3e8UsPUBljLu4a9mMieM/W3sm06U1y/ReveMZ6ZL6yrty5LxQ/Wn32mVFD70CGZV4K8KsG8iedHfN7G23GrXU30KMGgFj5VijXTXD+uDs+F3nlvSoFLpp6rzP3nq+WGa/VTXGXw5d9c2Xc+Yu3HouS0pZePZatWNWi2fPsOT2KOfzruFKnzFYhOQHNwQ3lposZvO3IXdaNNPdkRg1AsZgXaxuhyqG4Gw6U2UMWzqkzorpTQaOGD7otbru+U180hgTbpzYseGXX35Zu+qn7RFZNu2yrjR47aZJTYr9x19p0s1TZ4VeeaVrl6FIDCxDcnyCYJ8o00VvXXowull9vZ2IUSRgDLncmnerPPjtw9n3G5Mj1n/WN/WnsG+T1i1fqhcUUKt6JY+i+dPaZWZMuH3+5NHDhw8fOXz4YOiOTVtPZPkmLtugjzatHRXo+N9nHOXKkOWvUJ1GybAQVjYWNlm488eGM3H1/XR2SkyVgDHkdm/Vs/rbA/dl+y++eWT916k/f99GweIlixS0y2+b1yY59v6du3fv3rlzL1a4kmvh5jO3LutXKUPLQsb7kcevy9yGRyATGFgKG9sCeQ0G+WXZjDu3dd/NFD8XfdW5UCZgDLnc2w6qP7TrFvM2oEy8e+XcXaE9Wmnz6Lb09y9fLZ3RzVvxl6QmMAUq0SgZFiOXo6ujwSC9s9QkYdvOxPZw0dc2GHUCxmBdvPnwVxy3LLtj7hvJPg71x6374d0gU+q1xl08IrTET5VLWJA8xX1KWFjA3D5+6nZyXTtdNUtSKGAMVk71Rr5VZtn4cHPfSLaw8u7z/Ybpr7ibtuqRePXYOZk5Ho2SYUlyFa3iV8hw8Ja57+Nxl49eSjC46up7ZLXeEvJV6j+u6Wcd18WY+0akFWk2beOSAdUcTP4+N16sVXL0/pmjJ5wKql07wL+ii72uPqXBEuWv0Kxa7m83mfcr8yfdCL+RejsETM5lU7zVxOEV1o05Ye4bEeRYf8wPy0Y10DRdSL4ddkaoVXLi8ZWfvbfys0f/XNDDP6D2X2pVKV1QsWcZcgKrQkFdA202bbOgzcoJt27EpBhM/1iYgyn30s9XafDsPl/W//KyuW9EhEOd//thxegX/uusS7oE6yg/7m7E3o2pP0tmPPqTrUvlgNqBgYG1A1JV8yqS18L2j0JN1sWbDG5mt+1nCzpvGX0zOiX1xsx9G9lIuYAxWBWsM/bLTitbLLGgQhFZosBzo1au+KBRiUzs1DLGyLVKTl9s1OEtK1N/5jz6U27nCrUeRs2jxPGvUCK/nl5uyE5WRRqPGVT254/PmPtG/icxNlFT442cS72ASf2AULTZtG+6/NZisdB5DzMo0XT84nnDGmR2G7AlFABMvHbij9WpP9/8+UfHMjX//jKtdk3fUg4qPiFNYYy/fnpfcMjeo6fDz6YKPxtx8dqd+9HR0bGJ//ubs85r71ioiHOxEiXd3D3KlKvgU6lKNX9/Xw9Hdok/xdbvnS96zHtxnqVsJktO0lm+KBkwDyOm+YwVA3bWnxFh7jvJvNw+b8xZMu31ygWy4JN+fNRhqVbJWt0J37M+9Wfx5wZD+bHHD79vrrah5mRMuHb09zU/rfrlt+1/hJy4/p/HclPiH9y6nPoTefLg4+X37ErXbNCoaYtWbVo29C2qw4cxLVZODSZ89dqaFouumftOHrHJrbfdL2oGzMPyl/U+WTP1YPW3d1jSWV5TFW7w/sJvRzd1y6J3i8RrxyPN3UI2ffkr1nDR1duiMf7y3lUL5i1c9uO6Q1kx2Y6O3LNmburPmF55Stfr0qtvv15tqhfV/aQm9cPm9BUDd9abftbcd5IqVx5LK2AjTdWASWXrM+jHNRFBjWacNvedaFHoucEz53zUwScrJi5/kytDlhU8g/RSaSbp1uE18+fM+fKbX8/I5H1C5Nb5o1J/CtXoNnLM6LealDG1HqtSrBzrfrpx7pnqvdcJbaDMuNz58+hsyVHhgEn98FLkxalbV8UGtfo6R31VlpotM+Z89GqWZstDKXfFWiVnAQdf9SvNGGPPb/3m07Efz9qSPUF/K3TB8GYLJgT2/2z2uNeqFNTZe9tj8pbtuXx7TNt6gzeat86HXSG97WlROmAMD5tdtpwTssGhUbOphyxoP3y63BqPmDRlVLssz5ZHsmmPskZlnvNUeAJjjLuwaea7wz/67uD9bP/dt3fNfN3vu2/eXbjwg+a6bThqZV9l0Op9zv1e6jQ/zGw3kcehQB6dzSVVD5hUNs6NJ/9xwKt7kzdXWvD7a5GgfuMnfdC9trPcp3i5VslZoLBf5SJqLoCm3Dv2/fghQz79zaxHs25vm/By+d+G/rB6QtOSqk8U05PXs+PX+yrW7N267zLzfKXhUKKgms/x9OkgYAwPP7749l1+tPqsXm0Hrjxv7pt5WuFa3UeNG/Nmw1L5ZD/cJFwWa5WcBZScwBgfHPtu5Bv9Zu3J/mlLWuL2TmlW5fTsrUv7+mRpx+8cxKpAlT5LjtR9ecRrvWftzfYTmE6lnPQW7voImIesHWsMWHGi8crRPfpM/cMiliLsfV8ZPGLkwPb+2bPVx6K/ISvu75OBZmk5ScLFjRN7vf7BBq2TRvtSfv5VvD3dXZwL2tvmTomPvnc9KuL00b0hhy9lZmPkjTX9AlolBq8eUEm3C/9Wdt6dZoY0fm3u8DeHzT+QnSlTyN1JP2+4f9LXf69V/nLtpmxv0vunT94ZNmHtWXN9ni/k16bHW4MGdHneTXjS8oQ8FQd/t6KjJdX++0euItV91ZnAGKNPLBzYruf8Y6Y3msvv3bT7G13at2oS6OWY9mszJeZ88E/fzp4yeckBjfOiB5sGNXij2IHFHVz09ep/gk3hWm/O29v57ZUThw2bsD57vtZwKO0msrhqyXT4FLOyL99m7JqWQ4/8NGPip58vCc2+kjJFq7fr3qtnj44NyzmY4avYvK51WrXL/l+rMw/DpX+r7t+eNrVigssLg8eMGd41qMR/nAWyzl8qqPP/BXV6e9SSkV17ztqnaaPz9eVd2vr7bnmnor47+Fg7+LT/eF3rwbvmvT94xFeh0ruYi1csrquDXg/pMGD+ZOPo23b0d23fnXns16ULFixa+lPIRaEP9wW9G7zcomWrVi1fquVup7cPMLpijDm1qH/L1785ZWK4lG4zce60wS+6mbLDy8q+YucZO2rW6F739eVadg8khQzrNLlxyPu++o6Yh3I7B/adu7vL4OVj3ho4ZatcfSkbV59ieluC0W/A/CWXk0/Tfp+m/iTdCdu1cf3G3zb9vm3n7jO3MlexK0/xirVqBQTUDqrb6KWGfiWz84swmEnytU3vN28+MdS0BZK81QYsWjaxrZemBRErW69uC7bH3/Hrs1HLSsKhMX2+7rStv6fu3vTSkhrYr07+/eVeKz/o3XfKdpE2Za7VPfW3t0LvAfM/uRy96nRI/RmY+s8psdfOHD105Mix46fOhEdEnL9w6crVq9du3r13P+afioMGq9y2dnb57ewKODq7lvZI5enp6eHp5VO1emWPQnrb7q5vxpgT815/odf3phV6syrfY/HaGR3L2mbmuZK3bM9FS3dUbLH4hunXJgd/MHpzp8UvFeLJ+icru/LtJm95scMXb77af1lWl5ax9qhh0hxVDQRMGqxtncvVeDH15xVz3wksX8qtHWOavjh2t2lTl5Jtv1g/v0/lApl/b7cu2nTSrBarOvz8wPRrby0ds2z8C/1K8zbwD2vHGm99d6B27S4vDVqTld+XudculwV/2zkNzyxAu+Qbm0c2bDT5sGlV2Mv3+3nL5y+XyKoXn03xluPe9vr5Iw1H1I27py863XN0Rd0tPj+btUO1gSv3Fu/1fIeFWbXBzNb3udL6m8AQMIBWyVfXDa7XbOZJky6y8Ru+8bePG2Zt2YK8FboPrvHRW6EaLj216PuwER/4kDBPy1Oq/Vdbo+9Ue+PnLKlf5tWggl1WjJPDEDCAFsk3fh3yfLOZps0arCq/u3XLuOey/kxpLtemXasaQg9ouDTsp81Ro3w8eCf4tzwery/4aW/l+rMvZHool3qBxfX4EOvxvxnIJOO9PeOaNJth4ndSLt1+2DBWIF0eylXi+Zc8DAe01Ng6seHI/YEeTll+Syqwcqzz4fQ2i1r/mMliP/lrvFROnZPEJiBgABPFnZzdruGYvaad07dvNHvznNYlxE7Y5nUP9M5jiEgw/cqE06EX41s46XCBICOsi7w4tFOxH7/MVNdlK79WVQpk1R3lKAQMYIrkyz/2qt//VxO3bHkMWLO8T3nRQ415i5d3Nqy/qOHKKyeuJhh8CZh02FV65Xn7L1dq2KT3P75tn3PW5xlrAgbIMGP0/gkt2i82sYCljf/Hqz6pJ13MM5dDcY0fkqOv3tIw8dEP29I1SxlWHtc+gGeLF1x1+k6r0/9swHTJ19b2bz56r4k1Uu2bzP3+ncryX8Bb5bbVeiY/MTYhxWDQ50fsDLCxL2qfmevdWrXy0uv8kIABMiQh/KtOHb41te5XoVcXfdOtdHZUYzEmxppevflPufPl1t8RQBOkJJl2zulJLm066reoKAEDZEDMoU/b9dsca+JVRTp/O71FsewpnZ107/JdbVfmLqC7Tr4mSY65Y+pf/GNcXunso8sNZI8QMMB/Md4PGdNu9AFTK6A6tps7pVnR7PrmKf7yaY2VTZy9sqflXU6VdPu89g6FHt16ZMP3oxaLgAGezXh3x/uvTjK5Dotds1nTWhTLtoWN+IuhpzUu1bv6ueh1iSBDYqNOaN6kXLF31wp6fnAJGOBZjPd2/l/X6edMvcwmYMLn7UpmX1+5lFv7N4dru9QtqHIhFvjTF3c+JExj81ub54Z0Lqvr2SEBA6TP+GD3R91MjxdD2eGzepbJxncW4+3dy/dru9QhsImXbtegMyD55r6tpj8BHnFo824bVzM0r7UgBAyQrrijU3tOMb0xiFPHaUP9svOLd+OtP+Zv1dQ82ZDv+Y7V9HnIPGOMd/asPKTtUvfeI+rrvdcOAQOkIzH86z4fHTP5MquaY8Y2KpydXzqlXFn3+YYYTZfaN32zjpPO3wSfxXh718IdprX6+Uue+mMGZeunDItEwABpSrm2ZvioYNO/fC/W85PXs7cNccKpeRO2JGq61PnVQeTLM6Rc3zx7g5Z+1AaX3uPb6fzrsYcIGCAt0XsmDPnxnunX1Rg1MsghO9+yU25sHDPlhLZrfd9+J4Dvx9KXFLn80w1avnrM12jCyJp67P/yNAIG+LekiIVDZ2hoZujUaWwXj2ydvkTvnzxkhbaWWIU6f9KrHJ3G0vdg99SJe7VcWGHk5HYuTF8MBAzwb8Z7O8Z9sEvD1tSyb42sl63fOMUd/bznJ9q2J+epO3H8i3pfg36WxLPfvPPFJQ0XFus5Y1AlNuY9QsAAT0mKXPzetxpOxds8N6J3xew8VRezf2LHUdq2ONkEfDK3mzsv/3QlX1o56L0QDTXICradPa6+I8H9J55hwJOi90wZp+Wdxb7F8NbZuKybcmPDkFYfHtV0be6gKQve5Nux9CVf/qH/m2s1tIDJ3/jzqdlYv8HiETDA41KurB0739SayQ8V6zy0QeHs+uBqjDn6eds2c7X1ii/YYv6yt8rpuYDJf0iM+Ob17j9pKB2av9HMuZ3deFP9B48F8JjEMwvHb9BSO7f0632rZ9e2obiwb7rUf3ubthK/3kN/XtBJr/2vMsB4f89HrXr/quFYkV2T2V+/VopH9nE8GsA/Yg7OnnFEy4UVe3fPnqYfxpgTX3Wq02f1DU1XF227aMOEOtLNNXOwhLPfdmk87rCphbNTFWr/7bwuzF6ewuMB/M1494/PFmjpam/w69W+TDYsaSTf3D6uZZMxO7Wd2i/Y9Isdi7q467r44jMlXljRs84bP2vZ9F2q3/dz2pRgZ/LTCBjgLyk3Nn2+StOREv9ercR3ZBnvH/ryjWZvrozSdrlz67nbvutZnt2z6Yk/u7h7ndeWanl4bfzHrfq0vhPzwn8jYIA/pVxZP2OjpnUN/+7NZBc1Uu7um9P7lbdWaKzqayjX6/vfZrYtxbaxdKTc2T25beMRmzW1BC3S/rtVI6rasTE5LQQM8EjypXVztmvq+1Ht9aYuci+k+PPrx7/RdexmbYsuBkPhJlM2LB3sX5DP12kzRp/4tm+zNxZHaLrapvqYdV+3F/zrz+F4YICHkqPWfRWsYW3XYKjUqbHMG4wx7vxvnw3q896qSK0jONb/8Mdl79V35mWeNuP9I9/0f6XnwjBNf/EPC/KvXvd+jQJMXtLFMw8wPDxZ99u3oZquLNeuSaksXzdPvn1w2cfvDJu8WcuJnD8VbzJuyTcj6hfjJZ62xCtbpvTq8u5aLcVgHinc+pvfZzRzZmH/WXj2AQ9r8/++YLemj7EuTZp6ZOXaRuL1vcunjvlg0i9nNbbpTZXb5/VZiz7vUdWBr8XSlHQjZO47PYcsOJageQjHZnN2Lnndk1Wt/0DAAAbjrV1LdmuoDmMwODVo5Z01XaWSbh1e89W0SVO+CdZQBu1/rMq0/fTrGYPqFWczcpriL26eNWLQu0sykS2pf+lNZ/2xojc78jKAgAEM9/Yu3anpHSe3f0vfTJ7fT74ftmXpvLlzv/5+381MDZTXp/PEWZP61S3Bx+q0JN0IXTx+5HvTftf+reMjJTt8u+3bbmVJlwwhYICY46v/0FDYMJVPi+oFtS3xpsRcCP1lxXeLFy35+VDmgiWV64tDP574XqdqhVgQSEP85V2LPv3gw2mbNJ2hfYJ33582TW/lwvQwowgY6F5CxK+br2q60qVugGmL6Im3Tods3rhu7epVqzaf1NAv82nW7o0Gjh4zsmvtYrzn/VvijQOr5kz+ZMqSfdo6sj2pYMOJG38YVov93qYgYKB3KTf2bAjTdGU+vxfK/tcCjDHuxpnDobt3/rF9+7Zt23aevq3pN/1bYf9Og0aMHNDa15FZy9OMsRd2rpg7c8bs5ftuZc2IVt69l6+f3q40JahNRMBA7x4c/UVbVxVD2freTy3AJD24GnkmLCzs1MljRw4fPnL40IGDZ29r2j2QrhKBXfsNGty3ddUiTFqeYoy9GLJqwbyvvl60JTIzi/hPcWv/5S/zevnac9zFdAQMdC4+Yut+bQswhsRjCz4advfq1SuXL128cP7cuXOX7mTh+9pTnP3bde/dp1fH+mXs+ZLmCcb4q4d+Xbl08aJF3+++rPHIZHqKvzz5pwVDAqgzphEBA30z3j32R6TGa099M25cVt5LWgpWaNS+c9duXVoHuufnI/S/GW+uaunRes19gaFdW0/7Yf6AmjQ3yAQCBvoWG779dBZ/6s0C+dxrN2vZpl2Hds0D3O14g3sGY9L961mfLtblX/ti6YyeVVnRzyQCBrqWcufkQW07yLJeXpdqDRs1fqlp8+aNa3kUYO3eTAo+N3zBog9bluakSxYgYKBrcef3RJrx1+d3rRIQGBgUGPRc3frPVS6Znw/MZpWnUrfP503tVZPzRFmFgIGeGaMjj2XbBMbaoWRZL69y5bx9fKtU8fPzq+LrVdKeV6BlsPZqP+nr6QPqcKAoS/H0hp4lXDmmuZruQ9Y2uWxS5cqd19Yulb196v85OBYqXCRV4cJFnEuUdHFxdXNzc3UrVaqkUz4mKJbIzu/1iTMm9nmObMl6BAz0LOHqSY0TmLzN119b85JD1t4Osplro2GfTBr1amUW84UQMNCxlJjLFzWegXEq5cQH3hysWL0B4ya83y3Amb9FSQQMdCzpZoTWWiJObo68eHKi3GWbD3n//bc71ipG1Wl5vEagY0n3Lt/VeGkBZzYS5zAln+8xZMTwvk3KUQoh2xAw0LHke1c0HtKzsivEnuIcIpd7w16D3x74xkvetPjMbgQMdCwp+k6stivzFrBlAmPhrF2CuvTq06t726BStlTZMQ8CBvqVEn8vVmOZmFx5yBdLVcC7ccfXunbt0iqwFOXbzIyAgX4Z46O1Vj+2yW3De5dlcfJp3KZdh46d2tTzKkj6WwgCBvplTElM1npplt4INLOyLd9p7Kx3m7RqVK1kPjLf0hAw0C9jcpLWZmBJcYlkjCWwcqg54P2a5r4LpIOAgX5ZWdto3VaUGJdEwAD/gYCBflnZaF6qT7x7J85ocOA7GeAZCBjol3W+Anm1Xnvv8r0kA3VGgGchYKBfVvkc7VOnMJoW+u9E3U0yGAgY4BkIGOiYTQFne4NBU7WYa6euJBgMtll9R4BKCBjoWC5HNyeNAZNw8czNJENBXkBA+nh9QMdyFylTxGCI1HTtxf0X4w2evICA9PH6gI7ZFPQobW/Yq6klzK3Dh68n1bHjFQSki5cH9CyvSxUXw8pTmq49u/NsXP/UfAKQDgIGepanZNWyeQ2n4rVce2/v9nPxDXw0b3QGlEfAQNfyez3vafjlhKZrz6zbeW20jxuFFYF0EDDQtdwuAf5OhhO3NV28f+n26z07F6eLFZA2Agb6lr9Ckyo2i7ZqOmyZ/Me8TVc7dilBwgBpImCgb1aFaraoaNh6RNPFSVtmrLrw6pvuvIyAtPDKgM7lcn2hVRnDkXBtV++ZMvdY9/FV8mXtPQFqIGCgd3m9WrZ0Gzv1grarw2eMWT/4h9ZFLfVrsoSrR05aeVemLCfMgYCB7uXz6dyh1NTJ57VdfX/V0En7Gn1awy5rbyrzjDHhaycNGThmTVTQ58d+H+iVx9w3BP0hYIB8Pl27lpk8TuO3ZIaISb2ndwt+18dyvidLvn1gydghQz/bdv3RH3e+3Xn6izveqcCRHWQzAgYw5K3QfWC1cYP2a73+4Kguk5vuer+K+Ysrp9w//tPk90Z+vPpM0mP/a3Lo8E6TG+8a5Wv+G4SuEDBA6uug9Kvvvfxe2zXRGq83HhzdYrD/3i9eMt9aTMqDU79MH/PeuGVHY9P4/xoPvt9xYpM9H1bLn+03Bh0jYIBU1s5NP3jTfc3kc5pHOD/35aYltv/2f7UdsztjEq+HLpsyduxna8ISnvmvXb14N7lafgoPIPsQMMAjtn5DP23+RYe1WicxBkPS3g/r1H+wZv3El4pnz+sq+d7JDV9PnfDJVzuv/ce/6dx82rrvBlR3sNS9blAUAQP8yaZ4q8ljqv8ybJ9R+xhJB6c08T368Y+Lhz9fRHCqkHzn2C9fT5sybd72qP++WaeGY1cte7eO5P0AaSNggL/lKd9v7nvzqo8/malRbmx8r47H6v6z547rXLlg1k4ZUqIjdqz45qu5c78LuZqhC5wajPl+yaiGxXidwyx44gH/yF/t3cWjf/IfezyT4zzYPbNrlfmTXh314ag3X67klLmXmTH28uHtG37+8fvvV64/civDlzk3mfD9gmF1ijJzgdkQMMDj7Kq/9/3kTX7vBCdmeqiYI8tGtVk2yqly81c7vPJy4wbP+ZUqkLF3+6T7l84cP3Jw356QkOBd27eGnktrY9izlOk4e/kXfapn8QQKMBEBAzwpX8VBK7/bW7X9sv9aOc+g24fXfpH6Myr1H21LePt6ly3t7lK8SGEnh/x5c9sYUpISExLiY+/fuXXr1s3rV6IunD9/LuLKfe3rQA61h3y9cHzbsrZWWXP7gHYEDPC0XCXbzts0+VLNd7bHZe3AsZdP7kn9ydpB/5HL+7XPF0zrU7MQ34rBMhAwwL9Z5fd9e8222JeeHx38zLMlFiN3hY6ffDG1f93iFLWEBSFggDRZOdQctXG3ffsGQzZo63eZXQr495g47eNeQRRMhsUhYID0WBXwG7z6kMfwFu0+P5j5Nf+sZ1OmxahJnw5rVd6e9RZYJAIGeJY8bi0/23U8aMSr3WbsM3Uvl5zcXi2Hf/Th0HZVnFhugQUjYID/YGVbtt304OfbTOv/xvAfIsx8M86B3d8ZOaxPswqUfYHlI2CAjMhdvN6wlSc7b/3ivSGjFhzUXrBMK5tSdbv17T+gdyu/wrxokVPwXAUyLE/JeoO+3d9z9IY5H4+bNH9Xxsq1ZE5ej7odXuves0f750pxsgU5DQEDmMbKrkyTofOaDJ5yfP3CuV/PX7j6kMAuM8cKDV9u9UqHju0a+RZhdxhyKgIG0MTGsWLzgdOaD5wac3Hfbz///MvGTZu3hJy9n4kR87n41alXr279F5s0beBXIh/zFeR4BAyQKdb5XWu07Jf6M9ZgSH4QdeLA/oNHjp04eTrs7LmoS5cuX71x8/ade7GPNzC2zp0vv0Ph4iVKlnRxdXMvU96nkq+vb+XKPh6F8xIqUAoBA2QZG3uXSs+n/rxs7hsBLAIBAwAQQcAAAEQQMAAAEQQMAEAEAQMAEEHAAABEEDAAABEEDABABAEDABBBwAAARBAwAAARBAwAQAQBAwAQQcAAAEQQMAAAEQQMAEAEAQMAEEHAAABEEDAAABEEDABABAEDABBBwAAARBAwAAARBAwAQAQBAwAQQcAAAEQQMAAAEQQMAEAEAQMAEEHAAABEEDAAABEEDABABAEDABBBwAAARBAwAAARBAwAQAQBAwAQQcAAAEQQMAAAEQQMAEAEAQMAEEHAAABEEDAAABEEDABABAEDABBBwAAARBAwAAARBAwAQAQBAwAQQcAAAEQQMAAAEQQMAEAEAQMAEEHAAABEEDAAABEEDABABAEDABBBwAAARBAwAAARBAwAQAQBAwAQQcAAAEQQMAAAEQQMAEAEAQMAEEHAAABEEDAAABEEDABABAEDABBBwAAARBAwAAARBAwAQAQBAwAQQcAAAEQQMAAAEQQMAEAEAQMAEEHAAABEEDAAABEEDABABAEDABBBwAAARBAwAAARBAwAQAQBAwAQQcAAAEQQMAAAEQQMAEAEAQMAEEHAAABEEDAAABEEDABABAEDABDx/wuY36lPZyjgAAAAAElFTkSuQmCC" width="28" />
respectively.</span><br />
<div style="line-height: 105%; orphans: 0; text-indent: 0.11in; widows: 0;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;">
<style type="text/css">p { text-indent: 0.2in; margin-bottom: 0in; direction: ltr; color: rgb(0, 0, 0); line-height: 95%; text-align: justify; }p.western { }p.cjk { font-family: "SimSun","宋体"; }p.ctl { }a:visited { color: rgb(128, 0, 128); }a.western:visited { }a.cjk:visited { }a.ctl:visited { }a:link { color: rgb(0, 0, 255); }</style>
</span></span></div>
<div style="line-height: 105%; orphans: 0; text-indent: 0.14in; widows: 0;">
<span style="font-size: xx-small;">
For a trapezoid down-up spike, the flat segment is
characterized by<img align="absmiddle" height="21" name="Object47" src="data:image/png;base64,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" width="28" /><img align="absmiddle" height="21" name="Object48" src="data:image/png;base64,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" width="28" />and
<img align="absmiddle" height="18" name="Object49" src="data:image/png;base64,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" width="23" />where
<img align="absmiddle" height="21" name="Object50" src="data:image/png;base64,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" width="22" />and
<img align="absmiddle" height="21" name="Object51" src="data:image/png;base64,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" width="22" />are
the abscissae of the beginning and end of the spike’s flat segment,
respectively, over which the wavelet coefficients either remain at
the same ordinate or have minor ordinate fluctuations. The values
<img align="absmiddle" height="25" name="Object52" src="data:image/png;base64,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" width="35" />and
<img align="absmiddle" height="25" name="Object53" src="data:image/png;base64,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" width="36" />
are the <i>k</i>-th scale wavelet coefficients corresponding to
<img align="absmiddle" height="21" name="Object54" src="data:image/png;base64,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" width="22" />and<img align="absmiddle" height="21" name="Object55" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAJACAIAAADq+E5hAAA650lEQVR4nO3dB3RUZfrH8YQQAkkICTWQOukQQkILSeioIKC0FVRAAQXsIhYsyIICggI2BF0EpYlgRRFEBaWmk9AhvdBbCKmTNvOPuvtfdxeSmZt5Z+ad+X5OPGeXw31yzzD3/u5z73vft7FWq7UBAEA2jU29AwAAKEGAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIDB8mjUV3NPnzyVlpWbn59/5syZ/LPnL18tuP6HwuLyimrN/2zSyL6po5Ozc3MXV1c315at27Zt2659Bw9PLx9flZ9/YFCgyr05xwpgZjgoIT9t5bWs1IS4uLj4+PiE5MPHsq5W6ltCU6UuKaz9uXrxzM3/gm0L785dwrt26969R8/IyMiuga0dbBu63wAahACDpLTl51N2b9+x86eff951IOOG8F93I//Y/tqfbev//P/2bUN79x8w8Lbbbr99UKR/Cw4kwPg47iAXTUn2/m8+3/zFF19uP3rNhPtRdfnEni9rf1bMtbGxc+86/IHZyxf+zdvehHsEWB0CDHLQlObs27z6H6tWb068bOp9+W81F1O/35n/9hum3g/AyhBgMHNadf6+de+8uWTFj1lVpt6XW2sRFtGOgwkwLo45mC1taeaO9+e8vHDzsVJT70q9/Pr4NzP1PgDWhgCDOao4u3vF7BfmrU8tNvWe6KZVRFgrO1PvBGBtCDCYF215zo4lM56Yuy3P1HuiD/8+fjRggLERYDAfled/eWvalDk7zpl6R/Tl3iPUtZGpdwKwOgQYzIKm6Oi65x54dPVRvV9BNgcBMb40YIDREWAwOU1h0gcPjZ7xrXSN1794RYa0YFoOwOgIMJiUpjBx+ZTRz2w9b+odaQC7wGhfB1PvBGCFCDCYjLY8Y+MjQx7ckGPqHWkg76ggZxowwPgIMJhGzZXdc0fcvTC+3NQ70mBNgnt50YABJkCAwQQq87ZM63ff+nwDl23mGz349v69e3UN6xik8mzfrlULx2YOjbWVFRWVFeXF169cvnz54pmcjPS008dTE+Pjk3MMMgWwb0yAkyHqANATAQZjK09bPaHvtG+vGK6iU+e/PTnj8anj+ge43OxtYodmjR2aOTV3bd1B1dGmV/87//XnVdfTDu747uvP163dfrJE8S9v1rGnZxPFWwNQjgCDUZWfWjkm6omdRQYqZ6sa9frypc8O83dU8BDK3i14wIRZtT9vXzn0xbK/v7pkR+7/rnRZL7/eTCIFmAYBBuOpyFo7oZ/B0qtx2KMbvn773sBmDR5AYd+m+4TF28fN3PvuY5NmfavfFCDNQ7u5s4gKYBIEGIyk+txXU/tN+faqYaoFTdu84/1x/k0NOPrPvl3/F9ativ95yDf6zB3MLL6AyRBgMAZtUdy8YeM2GuZtL9vQmT/9tuSONgJmz22q6uVj881J3TdoGR7ehoMIMA2OPYhXmf3pxKELj2oNUqzTc7v2vjWolZipB+3dI0KcbE7q3oL59fFrKmRPANSLAINgtc3XnOEPbzPIiHUb5ztX/7BIVHr9Ts8WrG23zi1ZRgUwEQIMQtVc3PrYyLdOG6aY96Nfb5yiEjpkQs8WzL+3igYMMBUCDAJVZnw0fvwmA73xFTDry6WDBTZff2qqitK9BfOI7NiCZVQAUyHAIEz5sWX3PfWb2jDFvJ/6dHZPI8x4UduCddS1BWsUEO1LAwaYDAEGQUpTFt3/SophBm7YuE/75LXeLkaZMbepby8fm691asG8egU3ZxZfwGQIMIigLUl4/b75JwxUremQpfMGuBkpKnRvweyDor1pwADTIcAgQFnKoklvZRiqWsCzi8d0MN5YP51bMJ+YQGbxBUyIAIPBqY+9PeWNNENVcx65eEYXY052oWsL1jSkpyfLqAAmRIDBwCrTVjw895jByvk99drwtsYd6VfbgvnafF3v/U9V7wBHY+wOgFsgwGBQNWc3Pz0nScGk7jdnG/nc9FBjP2f6812wE/W0YM6dundgFl/AlAgwGJC2YNerz/1suEWWne5+aZy38b+jOrVgKmbxBUyMAIPhlKUseXKdgaab/537A7MGtzbBi8K6tGCuXSLacvQAJsUhCEOpzvts5tJMAxb0eXB6d9MM82vqG1VfC+bXx48GDDAtAgyGoS06sHDO/moDVvR/YGInE71mZe8eXk8L1rprWGtm8QVMiwCDQVRlrn7+40uGrBg8eXywyUap19uC+fdhFl/A1AgwGID2+u55Cw4ZtGToQ+MCmhi0oj7qa8Ha9+joxiy+gIkRYGi4quz1czZdN2jJkPEjfE05SL3uFsw2gGVUANMjwNBgxfFLFicbtqRq9HCV6fovm/paMK/IYOPMLAygDgQYGqjm7NdzP7lo2Jodho8KMvEsTU5Rb2zfPrn4pq9kN24VYarhJQD+jQBDw1ScXLXwtyrD1mw1eGwnU49Rb9Q8qP+wIBPvBIC6EGBokKKDyz405Ltfv3MecG+4s4FrArA8BBgaQHPhh0WbDTj1xh8adRvdtbmBawKwQAQYlKvK3LB4V4Whq3YaGdWKIeoA6kWAQTH1sY9XGG7dlH/xvnOAB19LAPXjTAGlShJXrss3eFXXvsOCGOEHQAcEGJTRFux5b8sVg5dt3H1kmGkm8AUgGwIMimgu/fjuthLD1w0Z2rUFrwgD0AUBBiVqzu/40NBvf/3OvV8fD5Y5BqATAgwKVJ/d9tHBm05S0TBNu98ZZOo3mAHIggCD/qrzt65KElG40/AuLiLqArBEBBj0VpXz9erDIgp7D+rVjlUiAeiIAIO+qnK/W39cROFmEQP9GUEPQFcEGPRUlf/DBiH5ZRN8RydG0APQGQEG/VSf2b7+qJDK7jE92/F9BKAzThjQS/XZH9cLef5lYx92WwA3EAHojgCDPmou/frZITGlA27rzCrHAPRAgEEP2msHNiWLKd2yZzSvMAPQBwEG3WkLEzfFCZh/43dBgwJ5hRmAPggw6K4k5fN9ZWJKe0Z3dmMRMAD6IMCgs7ITX+0uFFPavmNflYOY0gAsFQEGXVVk/7jrkqDafv1DnBnBAUAvBBh0VHNx3w+Zgmo379LLs4mg2gAsFQEG3WgLEr4R8wJzrYCBQY6iagOwVAQYdFN8+OukakG12/YIb80kvgD0RIBBJ+XpO2KLRBUP6OvHHBwA9EWAQRfVF2N/OyuquFd0qCtD6AHoiwCDDrQ3Un44Kap445DevgyhB6A3Agw6KDu1PUXQDBw2NqreQQyhB6A/Agz1q8z79eA1UcWbderlxRB6APojwFAvzfXDuzKEVffvxySIAJQgwFCv8vRfTmhFFXcN79aOWegBKECAoT5V52ITCoRVD+gXQAMGQAkCDPXQFh0TeAOxXY8uLXmHGYASBBjqUZ6x+7ioKThsbIP6+tGAAVCEAEPdaq6mJlwUVt07uqMLQ+gBKEKAoW7lmXtFzUFvY2MfEuPLJFIAlCHAUKeqcwlHhM2BaKPqE+QkrDgAC0eAoU4lafuzhRV36hzpwTvMABQiwFAXdV7sqUph1f37BbAMGAClCDDUQVt0Ki5PWPWWEV3b8QUEoBTnD9RBnXMwQ9gcHDYB/fwZQg9AMQIMt6a5fjL5grDq7SPDWrIMGADFCDDcWnnWfnFD6BsF9VExhB6AcgQYbqn66tFUYauo2PjEhPAOM4AGIMBwS+osgUPom4RE+7AOM4AGIMBwK1UXko+Je4fZr28QQ+gBNAQBhlspyzyYI6y4c1jPDrzDDKAhCDDcQsXZhJPlwqqzDBiAhiLAcAul6bG5woq36hrRhu8egAbhJIKbU+fFpQlbBswmkHeYATQUAYab0hadjj8jrLpHr1BX3mEG0DAEGP5DTfGZo3H79u3b8+OmA8ImkbIL6s07zAAaigBDdVHekdjazNq3d9++/QfTC8T/xprfxrUxegNm2/fzS3vva8O704DFIMCsUnVhTmrs74H1+3/xmTdMvT/G4NEj0Jn0AiwJAWYtqq5nHTq4749Ga+++xJxiU++PsdmqIr25bQlYFALMcmkrr2UmH9z3z0YrOa/U1DtkUjRggMUhwCyKtuJqetL+fX82WvtSzoh7EVk2NGCA5SHAZKdVXz6duP+PO4N79x04ck5t6h0yTzRggOUhwCSlLT788dzFW3btO3DsQqWpd8b80YABFogAk5Q6be3r72w5Z+rdkAUNGGCBCDA5aUsyU86beifkQQMGWCICTE4V+Yk5wibKsDw0YIAlIsCk9HsDxu1DndGAARaJAJNSRX4SDZjuaMAAi0SAyUhbmpVy1tQ7IQ8aMMAyEWAyqm3AsjWm3gl50IABlokAk5C2NPsQDZjOaMAAC0WASai6qNi9V/fuFQJKa0qyUtMKBRT+UzP/iE6udsLK35S995guLjRggAUiwCRkr5r82cHJQkrf+HGE+7BtoqajUs38Jn5hFwdB1QFYGQIMf1F5LilN3GSK9kGRXqQXAEMhwPAXZVnxueKq+0QFOIqrDsDaEGD4t4ozieniZgZ2CO7pSQMGwGAIMPxbaWZCnrjqvtH+zcRVB2B1CDD8P3V+Qka1sOrNQrp3aCKsOgDrQ4DhX7QlGYn54sqrYvxowAAYEAGGf6nIi88UN7+Hc6du7e2FVQdghQgw/JO2KD1J4PweqhgVDRgAQyLA8E/qvLgscTPcu3SOaMeXDYAhcU7BnzQ3Th8SuMazX4yK+QgBGBQBhj+pc2OzxFV369KlDd81AAbFSQV/0BSeTLkkrjwNGACDI8DwB3VObLa46q0jOrc08iT0ACweAYbf1Vw7cfiquPJ+Mb4MQQRgYAQYfqfOOSiwAWvXraNbI3HlAVgnAgy1qq8eO3pdXHm/aJ6AATA4Agy11NkHc8RV79AjpAUNGABDI8BQ24BdPnL8hrDqtv7RvjRgAAyOAIONTXl2rMAGzLNnkIutuPIArBUBBpuqiyknSoRVb+Qf5cM6lgAMjwBDbQMWlyuuunevQGcaMACGR4Ch8nzyqTJh1RsH9PLmCRgAAQgwlGfF54mr7h0V4CSuOgArRoBZvcqzSafVwqo3CerpxRMwACIQYFavNCshX1x1n+gAR3HVAVgzAszaVZxJSK8UVr1pSA+PJsKqA7BqBJiV05ZmJgh8AuYb7c8svgDEIMCsXEVefGaNsOpOHbu3pwEDIAYBZt20JRlJZ8SV943xowEDIAgBZt3UuXGZGmHVm4d2bWcvrDoAK0eAWTVtUVryWXHlVTEqGjAAohBgVq22AcsSV71F5/C2fMEAiML5xZppCk8fuiCuvF9vGjAA4hBg1kydG5strnrLLmGt7cSVB2DtCDArprl+IvWyuPK1DRiz+AIQhwCzYuU5IhuwNl1DW9KAARCHALNeNdeOH7kmrrxftC8NGACBCDDrpc6JzRFX3b1bR9dG4soDAAFmtaovHz16XVx5vxiegAEQigCzWuqcgwIbMI+ewS40YABEIsCsVdWlwyeKhFW39Y/iCRgAsQgwa6XOFvkEzKtnUHNbceUBgACzWlUXUk6WCqtuFxDl4yCsOgD8jgCzUmVZsbniqnv3CnSmAQMgFgFmnSrPHzpdLqy6fWCkNw0YAMEIMOtUlhWXJ666d68AR3HVAeAPBJhVqjibmFYhrLpDcKQnDRgA0Qgwq1SWmZAvrrpPtD8NGADhCDBrVJGfmFElrHqzkO4dmgirDgD/RIBZIW1JhsgGzDeGBgyAERBgVqgiLz6zRlh1p07d2tsLqw4A/0KAWR9tcXrSGXHlVTF+TCIFwAgIMOujzo3P0gqr7hIa0Y4GDIAREGBWR1OUlnxOXHlVb5ZRAWAUBJjVUefEZomr7hrWpS1fKgDGwLnG2mgKT6VcFFfejwYMgJEQYNZGnRuXLa56q/DOrezElQeAfyPArExNwYnUK+LK+8WomomrDgB/QYBZGXXOQYENWNuuoW6NxJUHgL8gwKxLzdVjRwvElfeL8eUJGAAjIcCsS3lObI646u27h7jSgAEwEgLMqlRfPnKsUFx5/2gaMABGQ4BZFbENmGePYBdbceUB4D8QYNak6lLqiWJh1Rv5R/nQgAEwGgLMmpRnx+aKq+4VGdScBgyA0RBgVqTywqFTpcKq2wVE+TgIqw4A/40AsyLlWXG54qr79ApwogEDYDwEmPWoPJd8Wi2sun1gpBcNGAAjIsCsR1lWfJ646j5RAU7iqgPA/yDArEbFmcS0SmHVm4b09GwirDoA/C8CzGqUZsbni6vuE+XPLL4AjIoAsxbq/ITMamHVHTv26EADBsCoCDAroS3JSBTYgPlG+9GAATAuAsxKVOTFZ2qEVXcO7eZuL6w6ANwMAWYdtEXpSWfFlVfF0IABMDYCzDqoc+OytMKqt+gc3pZvEgAj47RjFTQ3TiefF1deFaNiFl8AxkaAWQV1Tly2uOpuXbq04YsEwNg471gDzfVTKZfElffrTQMGwPgIMGtQnhsrsAFrHRHayk5ceQC4OQLMCtQUHD98VVx5P56AATAFAswKqHNENmDtunVybSSuPADcAgFm+aqvHD16XVx5/xhfGjAAJkCAWT6xDViH7iEtaMAAmAABZvGqLx0+XiSsuq1/tA8NGABTIMAsXnlObI646p49g1xsxZUHgFsiwCxd1YWUkyXCqjcKiPJxEFYdAOpAgFm68myRDZh3ZKAzDRgAkyDALFzl+UOny4VVbxzYy5snYABMgwCzcOVZcbniqvv0CnASVx0A6kKAWbaKs0lpFcKqNwmK9OIJGAATIcAsW1lmfJ646r5R/o7iqgNAnQgwi1ZxJjG9Slj1psE9PJoIqw4AdSPALJm2JCMhX1x532gaMACmQ4BZsor8hIwaYdWdOnXvYC+sOgDUgwCzYNri9MSz4sr7RvsxhB6A6RBgFkydF5+lEVa9eWjXdjRgAEyHALNc2qK0JIENmCrGr5m46gBQHwLMcqlz4wQuo+IaFt6Gbw8AE+IUZLE0hacOXRBXXtWbBgyASRFgFkudI7IBaxneuZWduPIAUC8CzFLVXD+Zellceb8YFUMQAZgUAWap1NmxAhuwNl1DW9KAATApAsxC1Vw7fuSauPL+NGAATI0As1DqHJENmHu3ji0aiSsPADogwCxT9eUjxwrFlfeP9qUBA2BiBJhlEtuAefQIcaEBA2BiBJhFqrqYeqJYWHXbgGgfGjAApkaAWSR1TlyOuOpePQOb24orDwA6IcAsUdX5QydLhVW3C4jycRBWHQB0RIBZorLsuFxx1b17BTjTgAEwOQLMAlWeTz5dLqy6fWAvbxowAKZHgFmgsqz4PHHVfaL8HcVVBwBdEWCWp+JsYlqFsOoOQT09acAAmAECzPKUZSbki6vuG00DBsAsEGAWpyI/Ib1KWPVmIT08mgirDgC6I8AsjbYkI/GMuPK+0axjCcA8EGCWpiIvPqNGWHXnTt3a2wurDgB6IMAsjLY4PemsuPK+MTRgAMwEAWZh1LlxWVph1V06R7TjKwNrpyk7f/TA3oOJyYdSj6fn5OWfOXfpeknlP298NG7avEVrD7+g4OCQzt1j+g8a2LtzB0fmvhaDs5Fl0RSlJZ8TV14V48csvrBWmtKcfVvWfLx283f7s249VVu1uvja2dO1P0m/frdx5cLaP2mq6jd24qRJD9wzINCFdcwNigCzLGKXUXHr0qUN3xhYn6orSZvenDP3nZ/yNAq2Vufs2zC/9udhj0FPzp4za0p/r6bMxWYYnI4siqbwVMpFceVpwGB1qi7t/2DGw89vyVASXf/l3K8fPP7rB3P6P7/yo7ljQ5hRtOEIMIsitgFrFd65JXdAYD0q879/+Z773k4y7Myi1/YuvbfjulV//2zjnDvcOQM3CB+fJakpOJF6RVx5v94qhiDCStRc2/PaiOHzY8vElL+y+/XBIfvmfbtl9sC2nIUV46OzJOrsWIHrWLbt1smNwVSwBjWXd87sN3R5mtjfcmPPvEHd0jfu/2SCiulFlSHALEjN1eNHC8SV949R8QQMlk9bmrr4rrtFp9c/nds0sWdJyYHNj4Rwd0MBAsyClOccFPgErH33kBY0YLB02uu/vTDy1aRq4/3Ga98/2v8h10Mb7vXkdKwvPjHLUX358PEb4sr7R/vSgMHCaYsOzJn0ocDJRG/u8ubxIzoG7p/TzYmRiXohwCxHeY7IJ2CePYObc3DBslWmf/TUCoFTsd2aJnXumBf7pr4/kOfM+iDALEbVxdSTxcKqNwqI8qEBg0XT3tj/xltHTPbr81ZMfGn08Y9uc+NCUWcEmMUoFzoE0SsykPcuYdE0V3ct++KaKffg/KqH5085/naUsyl3QioEmKWoPH/olKBXVmo1Duzlw0hfWDLttb2rdqtNvBN57zzxj0fjnwtizSLdEGCWojw7Lldcde9eATxehkUrTtkcW2nqnbCxSVkw56fJm+9qxeGmCwLMQlSeS04Td/XYJCjSiwYMlkydtTupxNQ78bvCL/6+bsGQZwNpwnRAgFmIssy4PHHVfaL8ncRVB0xOW5wWb/TR87eQumx5yqPv93I09X5IgACzDBVnEtPF3f5oGtzTs4mw6oDpVZ4/elbcSrB6Or/+nf2vfz7ElduI9SHALENpRkK+uOq+0X7McwOLVlWQY9IBiP/pxraVewsGj+RBWH0IMIugzk/IEDf3jWPH7h1owGDRakqu3nqRZeMr2702vnDEcF4JqwcBZgm0JRmJAu/f04DB4tVUVNaYeh/+qnTP54dLhw/kjbC6EWCWoCIvLtMA68XegnNoV3dGRMGy2dqZWbNTeGBnpnpgBNPf1IkAswDaorQkgfO3qWJowGDp7Jo1d6i9FDT1bvxF3p5D1zQRHkyNWBcCzAKoc+MELqPSIiycJWNh6Rq7erra2Fwy9W78VcbezPKHPXh/pS6cmeSnuXH60Hlx5WsbMG5jwNI1cQ9tb2YBdv1k2vWa/k52pt4Pc0aAyU+dEyuwAWvZJaw13xJYusZtwiNa2hwWuKK5/i4cP19p48n9+zpwapKe5vrJFIEXjqreNGCwAo4dh3ezX7urytT78RdXs67W7g4BVgcCTHpi17Fs0zW0JfcwYPlsW/Z+MMZu114zGkxfWXC1TGPjwjCOWyPAZFdTcOLwVXHlVdEqGjBYg0buQ58Z7rT3ezN6n7n0WqmmdsdMvRtmjACTnTr7oMAGrF23Tq4cP7AKtq2HzJsR8P0bmabekf9XVV4l7v1Oi0CASa76ytGj18WV94/xpQEzT9qKK+mH4uKTj6dnZdfKys45e7mwuLS0tLzq/yelbeTg7Nqyddt27Tt4+aj8gzqGdg7v1qNHmMqVF9NvqlnE8x8+vOaONeYyGLGmmvyqGwEmObXQJ2AdeoS0oAEzH9rKy8d/3fbt1u2/7DsQf+pKvdNfaipKCi7U/uSePhz3lz928o0cNHjYiFFjRt4W1oZZLv/C1m3Qoo8f2DZiw2VT78kf7Ox5/lw3Akxu1ZcOnygSVt3WP8qHBsz0tBUXkreuW7N+8zc7jlwxQL3S3MRtq2p/5k1r4jtg4rRHH582pnsbmrI/NGpz1/tfPH1wwPsCX03RWeMm5jbBlbkhwOQmdgiiZ2SwCweQCVUXHN32yUcf/ePTnzPFLLddmbvnk9m1Py17Tnpp3pwnhvo78u9t69r/rZ9WZXafvkPcpaGO7B2bcAOkTgSY1KouHDopbhl0u4AoHwdh1VEHbXn+nk/fmv/Git/OGeX3FSStmzV83aKYJ99ZueCBcKu/bewQMHXLvrJ7BjzzU6FJ98OppaO1/1PUgwCTWnl2nMAGzKtXoBMX5EamVZ/Z9cHLs17/7HCx0X/39dgPJkd89unL69fPvcvbui9dbJ3DZ3x3qO3jd47/JMNkO9HEpXkTDsA6EWAyqzx36HS5sOqNAyO9eAJmRJqiE18unDnzrV8umHIvru9ddHfwL899/d2iYR2s+7mYg9/9qw91ipw++tHNAi8T6+DSvgWDOOpGgMmstgHLFVfdJyqAmbCNRFty4rOXHnp8RaLx266bUScvGx6evnLP54+GWncPbts8/JFNx/rf/eID01ckG/0NZzdvN+u+hKgfASaxijOJaeIWMGoS1NPLum8jGUnl2Z8WT5s8d+dFhds7e0f0CA/x8/Fo28K5mb2morToyrmc9OPJ8UfPN+TbcXXb41GjquK+e6qzlQ/ssHUKGf9B/JAHVs167IVPUo2ZYi193DhB143PR2JlWfF54qr7Rvs7iquO32lLT61/euzUT07U+0bX/3AMGTbloYnjRg2NCXS9+VGsKcuP+3btymVLN6Uq7OtKds0Y9FC71I33elj9ecKuVa/H1iRPeParxS+8sOjHfKP8Thdfr+aM4aib1X8xJVbbgGWImzu7aXAPD95xFej38Hpy1JS16dr6/+5/8Lj9mXnzZj3Yu309/zyNHL17T/h77/HPzt700oNTVxxSNBD/ypaJ9/QI++35TjwNrf1EXULHvbFj9DOxa1595sWPk0SPsnfv5M4RWA8CTFrakowEgVeCqhg/GjBRtGVpG54cOfnTND3Dy3fM4lXvPnOHXrd2bZ07TVi+P7LnlP6TtygZHVId/8L4pUPiXw0jwv5k3zbm0VUJE5/ZMu+Jp5ftMcSL5Tdn5xnajkdg9SDApFWRH58hbukHp47drHwMmjA1l3e9etddi5P0e0Dl0O2pDZsX3xOo6IGUbbPASev2VRRGPPKTkmc4R+Y9snr83if9+EL8v9rLgvuW/nr3tK/mTn902T4hy2B6dvez7hE0uiDAZKUtTk86K658bQPGFbfhactOrZl8+7Qvz+u1lW3wwxt/WH5/QLOGnM8cAqZu+Hx/pxEbFSy+UxM3d87u8RvvbMkJ9a9snYLHLv3tjns/fOy+JzcbeuqpRioGUdWPAJOVOi8uU9xU1c1Du7pzvW1gmoL984bdMT9Bv9arwz0f/vjJI12aNzw7GrUZtmTFiK33fq9g8paCz+dtXnj7476cMP5bI9eeT3yWGh098c4Z2wx5P9EnOsgA/+aWju+jpLRFackCZxlSxbCOpWHVXN390m2Dlx7V76Ij+PHvf3vv7vaGOkzt3EcueDbw+9cVTC6hTXh/Q/rUOZ0YVnATjVy6Pf1Vsvu0vveuN9Rj6WZhfXxpwOpFgElKnRubJa66a1iXNnw1DKfm0o5nBgz/4LReG9lFzPrplzdua23QyRgcOk55pufrTyQp2DRtw5cZL84NJcFuron3uI/3lBZ2e+h7g8yfGDioI9MI1I+zlJw0hadSlL74qgNVb79m4qpbmZqrP8/sO/wD/boe2y4v7/ltQR/DL4fd2HPYg11tklIVbJrx7e5zs0NVnDNupYlq8rpvk7sMXHmmwaU8BsS480HXj89ITuqcWIHrFbUK79yKSdgMQluUuGDo8OV63rPzmPT1zvkC0ut3jdv3vVNlk6pkdr9TO48VP61yM/guWQ5b136vvT9mw+hvGjglmGPPO4O4hNQBASalmoKTqQLXjFX15gmYQahPrxx727xk/ebZcB68cvdHo9sLu4Jw8IkJaWKTU6n/lpXpSWcrRrjxaKYOjVrf8dz4dt/841JDithGjApvbqg9smgEmJTUOQcFzo/dtmunljRgDVZz4ZtpA5/8Wc8hf6qntm15JFjo9YODe3Bbmx+VvINx8dSlSpswAqxOTp3/1tf5H181ZJ2+sHv6tGUSKV0QYDKquXb8yDVx5f0Ygthg2tKURSPGbdTzOaVdjze2vjlAzK3Df2vs4q7w8r70UoGCxs3aNPON9Lb56qTyAn4jbvfkzKwTPiYZlefECmzA3Lt1FH0KtXQ1l3948q45yXpOlOI8dNWXz3cR/+jD1r6Z0nf8qsorNTY2fDvqZOfcxrkh23uNGhVIl6sbAkxC1VeOHBW41Ll/jC8NWENUZn08/t61+s472PK+DZ9O8jXG2+PaqnL9Z7//k31Te16urZemuiFTDHiMuZ+pk3VFgElILbQB8+gR7MJJSrmyI2+NfXy3vgtlt56w9v0R7Yzz5LG66MINZVvaN2eN+/rVlBU2YJ10j79NCGUAoq4IMPlUXUw9IW7hXtuAaB+u/5TSFsfPGzsnVd8VUlzHrlo2vI2x7sxVXEhXOOdR28A2TDBWr+rr+dcVb6ya9LAR7iJbDAJMPupskQ2YV0+mYFNKe2P/q/ct0XueJqfhK94d0c5oD5YqzialKxyK4RnhwcOZepWfO6V4EH2n6Q925CPWHQEmnarzKafErWtuFxjlzQGkiLbo4N8ffF/vNbLtoha9N7aD8V5b0BSk7FY4C5lX7y4tGcBRH7XydY7s+sycEECPqwcCTDplQhsw716BzjRgCmhLEl6fpH982QTMWjHV34jnLO31hC0pyjZ1iRkayN3l+tRcO7RH/6/BH1zGvDzGkzcw9UGAyabyXHKaosXhdWIfGMkiREqoj789dZn+s3u53f/ucxHGfOShLTjwyR5l35+mfe/vxvQQ9dEWJn51RNmmPtNfHMiKa/ohwGRTlhWXK666T5S/o7jqFqsqa/Ujr5/QezPbyHnzB7cy5k05zcUd7+0sU7Sp87DH+rlxeq2H9nrs+v36Lfj2T00Gzpth1GsZi0CASabijOIn8DpwCKYB05/m8rZZs+P0f+zRbuqbk/2M+sSjMm3Not+qFG3a9r4Z5Fe9NFd2r9yp6Am1x/SFY7l9qDcCTDKlWfEKb7DrwjeaZVT0Vpq4aOY3Rfpv13P2S72N+sad5upP85adUrZt2LPPR3H/sD7VuVve2qnkBm3TwYteimT9L/0RYHJRn0nIUDqLQv2ahXT3YL1C/VTnrH9uuYJleN3Gz5+oMmr7VZqydOYXymZwaTnhzWlBfDPqU5Lw9uJkJRt2fGnpWA/aLwUIMKloSzMSGr5Y3i2paMD0pC3av2BurIJB0wFPvDTAqHfk1Mffm/qmsuHzTfovXngHowvqU5X96fMfnlewYbupy2d0ZninIgSYVCry4jMVvmKiA+dO3dvzEoo+qnM3vrJWwawWdn1enN7JmA8by1IW3z9b2eA4u6g3V03y4URRj5rzX814JV7BHIgt7lm5YKArlwfK8L2UibY4PUnJMk46UsWoaMD0UZq4bIGSc5bziFmjjfjAXnN158xRrx1XtK1972XrHuPuYX1qLnz95GM/KFgCzHHIe28bcRYWi0OAyUSdG5ep7zR7unMJjWjH90F3mos/zP9E3znnf9duwnODWhnrkltbdvy9e8asUnbjucWITzY/EcS41HpU5Xw6ecq3CiZIdhz8waoJXhx0yvHZSURz43SyknvsOlKxjqU+qjLXL9ypZNZx38mPdjfWgDN1xqcTBz67V9nk6CHPfb9uPCsr1kNbnPj6qOk/K3i5zmnoytUPePP5NgSfnkTUubEKJ7HThVuXLm34Ouis7PDK5ceUbNhp+hTjLPekLTv18fh+j3x3VdHWbe7ZsHNRP1Y2rUdl9tqJQxYcVXBfpOW4tWsm0n01EJ+fPDSFp1IVz3JdP1VvPxowXWlvHHhnnaLHkRHTxvkb4ZFSzbV9C0YOnXdQ2awbLYZ9uH/DRB9G9NSt6swXU/s99L2SVxO8H//yozHtGTnfUASYPNQ5sfpPtqez1hGhLTmedKS5uuu9rYpeqeoxbZTwEX3a4iP/eGj4Y1+dU7Z529Gr9n42NZirmbpVZG+c0u+Bz5V8yHY9Fmx9a6Ab3W3DEWDSqCk4kapwHUJdMARRd5qLPy7/SdFzpR5Thot9qKS5ceij6X974gul07UETfvylw/u8WbYYZ00hQlL7xny4m5FC1u3HvfZ1he7OjFw3hAIMGmosw8KXEalXbdOXBHqqOb8jo/2KXodr9vkYR7iDrmK/B8XPvTg/N3KHnrZ2LQaumzn58/0aMH3oC7a0lNrHx3+0EZlB6Nd93k7Vo8T+CWwMnyQsqi5euxogbjyfgxB1FXNuR0fxyl6m6Hz+CFiTl1adf4v78x45JWtuUoruA587ZvNrwxsywmhLtriY58++bep6zMUvsziM/27Ha/2ZMVzw+H7KovyHJHrWLbvHsKFt25qLvyyNknRlkFjh3obfFxEzfXDm994/oWlu5W8kfYn96ELNn364kBeAqxT1cXflk2b+PIPil9kaTX601+XD2/Lg2ZD4jsrierLh48puuOuG/9oXxownWgu/7ouQdEFuMfQYSpDPluqupK85e15c5dsz1Y+u5h96OQVG957uKsLVy91qL4av+r5qTPXnVC+kJHr8I8Obprsx7NFAyPAJFGeLbIB8+wZbNSFPeSlLYjdlKBg9igbG7dBo0IMM0ymuuDoto/fXbLs07iGDOqx9b/nrdXLZwxwZ7B8HSrO7l7x4oyXNzUgu2r/6YetOPDFdMZ1CkCAyaHqYupJBTOt6ahRQLQP8wXppCj584OKzmX2PUaGNXD+jZrijN8+X7Nq1eovD11rUCGH0AmLVyx5vH97GoJbq76atHHhS6+8+6vye7N/6HDv2r1rJwWQXkIQYHIoz44T2IB5RQY604DpouzkdweUXUiEjujeQtlnrCk7k7T9i882btj0/ZGGBVctzzuee2PxK+O78c7frVVciN3w1tzX3t3V8ImzQx79dtf7ozxockUhwKRQef7QKWVzKuiicWAvby4QdVGZ8/NuZZOhePSP0m+QRFVBevzun3b88N3WrbtPK1jv+b818hn89Jx5Lz0Y3Y6z6a1UXU3d+tHSN5dtOqRs3c//1OK2xT99/UIvBkeJRIBJobYByxVX3btXIKuZ60JzNXFnhqItm0bcHlDfAzCt+mrm0aSEgwf27du7d+/B9OuKftP/atVj/IwXX3pqdJgrXdfNacvPHPxi1QfLV245ZKA3VWxDpm/58f2xvtyYF4wAk0Hl2aQ0tbDqTYIiPTnQdFFyfLuyVbVsAgaG/Nc1QnXJpdzMjIyMtNMnjh09euzokdTD2dcVjQ65pfYxDz4+45lHR3dtTdN1U9rys/Fb1635ePWG33IbMkjjv3iN+8f2NdPCuCtvBASYDEqz4pVODaQDnyh/GjBdVOTsSVE4kqbqxLrXX7hx6dLFC+fPnsnPy8s7X2jAM+Z/adtj7JTpj0y7f6C/M7evbkJbcenIz199vnHDhi8TLhh4fT33u5d+u25mFLPaGAkBJoGKM4np4k53TYN7ejIaTQfaGycO5CrcNu3TBQsMuS8306Lj4HETHpw0cXSMjyMX/7eivbZ1pGr0tmIBpT1Hv/v1J09FsgSNERFg5k9bmpmQL668b7Qfs/jqojxrX7q49bCVauoTPXzkmLH3jr0ryseJU2e9tNXFVwyfXo2CH/jw8+VTuzJiw8gIMPNXkZ+QUS2sumPH7h1owHSgKTx9WOBybHpx8Oh22+Ahdw67664hvVTNGZthUi36zFq34bWRTGVjCgSY2dOWpCeeEVdeRQOmG3V+Yq4Jf72jZ3hUTEzvmN59+g/s06WDI5f6ZqBJ50nvrXl7WiRv1ZkKAWb21HnxmYYdnfZXzTt1Yy4hXWhLc08YrQFr5NIhIDAwKCgkNCw8PCIiIjwssIMzx6o5aRQ4bsnq95/qx2t1JsVBYe60xWlJDZ8R4JZYx1JHlRdPKJ6H/HeN7Brb1Wps79DMqZazc+1/Lq4tW7Wu1apV67btO3h4eHp5eXl6eXt3cGtKg2W+nCImL16++JE+ZJfpEWDmTp0blyWueovOESwBpZPKS6cVNmAOd/14edudLobdHZiE5+AX3lwy+74uDNYwE5y8zJzmxulDDZxNtC40YDrSlF04q/AdMDdvNy7VpdduwFMLFr06Kaot/5bmhAAzc+qcWIENWMvwsNY8f9ZF9bUcpbMMuXm5cpjJyz7grpmvvvrs/b3aMVjX/HBkmTfN9ZMpl8WVV8X4MfhXJ9VFF5SuJ9q8LQPdpdSh78MzX5z16NAgJjQxWwSYeSvPEbmOZZuuoQwA1k1N0UWFr7/aOrVkzLtUGvvcNu2ZZ59+6M4QFqo2dwSYWaspOH74qrjyfjEqGjDdVJcWlivb0qF5My4SpNDIo/fEaY9Mm3JPb+9mzMUlBwLMrKmzRTZg7t06Mm+bbjQVReUKp5Fq3IT8Mm/NQ4bc/8CDD04cFePNJJKSIcDMWfWVo0cNtSrUTdCA6UxbUap0OmU7ezvOiubILXTImLH33j9+zIDAFlxjSIoAM2dqoU/APHoEc49fR1pNVY3STQ26I2gg22bB4+eveHnoqMHdOjTlykJ2BJgZq76UetwAi8nfgq1/NPOP6kpbU610Oq9qdRUZZj5sXSKfejXS1HsBAyHAzFh5dmyuuOqePYOacwWqI9tGdkqb1Sp1NQEGCEGAma+qCyknFU7+oAO7wCgfB2HVLY2tneKhGFU3CtVaGxeuFQCDI8DMV3l2XK646l6Rgc6cVHXVqGlzxWlfdKGo2oYZiADDI8DMVuW55NMKXz3SQePAXl40YDqzberqXNuCKRrIUXjuRrWNDQEGGBwBZrbKsuJyxVX3iQpwElfd8tg1b+tsY6NoNqnLaRcrbWyYMxkwOALMXFWcTUqvEFa9SXCkJw2YHhq7erkpDLDKs5nXqm1acKgBhsZRZa7KsuLzxFX3jfJ3FFfdAtm39m9tY5OraNuzKWcrbPw41ABD46gyUxX5CRlVwqo3C+nRgcUh9GHXQuXrbJOsaFRowdGjV6r7OXGsAQbGQWWetCWZCfniyvtG+9GA6cfBI9zD5qs0RdtmH8xWP1mbfwAMigAzTxV58ZlK5y6qn1On7h0YFaefJh26BjjYpCl6LFmUvC+vYlAoDx0BwyLAzJK2OCPpjLjyqmhm8dWbY2BfP5vtpxRtm7nj4OU5oV5MGQsYFAFmltR5cZni5h9qHtrVnQZMX/YeUT3cbE4pWx0g5fN9V6ZOcGfuZMCQCDBzpCk6nXxOXHmWUVHEsePQcLsNexTd2a05sGbXpfsntifBAAMiwMyROjcuS1x117DwNvy768+2ZeSITjZ7jinauPq35VvP3PeYDx88YDgcT2ZIc+NUykVx5WsbMKaFUKKx5+2j/G2OKby2SFy26sSUheH0voDBEGBmSJ0TK7ABaxXeuRWjCRRxCBw50mv+2wqH12Qtn/fjM1+PbmOutxErLx07bRvShWmHIQ8CzPzUFJxIvSKuvF+MH12AQk1DJ9zr/fZShW/oFW99bsmhwW/1NLtJKLVlWT8smfn0vG3ner934tenA3nHHZIgwMxPbQOWLa56266d3GjAlGoa+uCD/ksXKG2Qc5ZMf39S3Muh5nMFUXM9ddP8mc+9s/fPS6aDz054/479z3fklTVIgQAzOzXXjh8pEFfej3fAGsKh45Snuy2YkaJ0+8OzJy4dFvtquOmfQmqKT3679JWX3vgus/ovf1qTNGv80iGxs8NMv4NAvQgws1OefTBHXPX23Tu6mutDGCk09r3vlbtfuWdbqcLttYfnjHimR/KHd5ruWZimJG37+/NeWbD5+M3Wm9MefvX+xUMTX+vGZGMwewSYuam+cuRYobjyftG+NGAN0qjtsLmP+WxbqnytgPxVdw9rv++Xv0cb/VKi6krS5mXz57+zLaOyzr926eyNmm6O3GmGuSPAzI06J05gA+bZM9jFVlx569As4rm37vrw3h+UNmG1VynJr/UbWLLtx8V3uhvnCKwpOr1z9duL3vz44OV6/mbbu97d8dlT3V1o0yEBAszcOA/aXKTdbOq9QF3s3Ectndd9+wuHGjDdV/XhZUPDjr/xzcZZfVsLbHVqCk9sX/3usnfX7DtX/8663TZ/6+aX+4ncH8CQCDBAf02CH1/1ypruC083qMrVn17pp/ruyZWrFkzo0sKwLY+mNGf/F59+vGrVZ/GXdNrAbdC8LzfNvq0dZwRIhK8roIRjt5c3zvm2x/yTDaxTkvDBg+GfLLlv9muzH7u7s1vDDkht+YWj+3Z+/82XX3714zHdh7K2Hbroy3Uv9GtD5wXJEGCAMk7dX/ly6a6I5+MavnJ22bHNs8dsnu3W5a777v3b3UMG9Ynwbq5bmlQXn888eezwocT4+LjYfXuS8m42sLAu/vev3PLhI90N3AACRkGAAUo17TTjq8+Su47bXN/ICB1dP/rDh7U/s2v/Z7P2IWEhAb4+Hu6tW7m5ODrY29loqqsqKyvKiwsLCgquXbl47kx+fl7OxWLlz+FcomeuXr/wnoBmDOuBpAgwQLnGHe5Zs2vp+cjn96kNW7j8wunE2h/DFv23xiEPvLfu3UciW3LXEDIjwICGsHUMe3bb3vI7+86Jq/PdKrNh3/H+Nz98+8n+rGkK+RFgQAPZukTO/inBedygmTuVrddsLM17PLz43Tem9WbCeVgIAgxoONvmEc98d0Q1a8TY9w43fEyH4dn5j5i95K0XRgU787wLFoQAAwyjidfId2JP9n7xvknLD+k7FlAc+8CRs15/7bmx4axBAMtDgAEGY9ssYOz7cX3HvPvkQ7O+FjgjmE7axkx5/qUXHhnekWmhYKkIMMCw7N0HvPDV6Ql7Pnxl5ux1h5VPmKiUnXf/SY8++dT0URGtOLxh2fiGAwI06TBgxtqUqXN2fvTGgiWfxOo2nVPDOKj63/vAlKkPj+vjzZtdsA4EGCCKrZP/0OfWDH1m2ckf169a/cn6744IGKXo2vG2u0f97d77xw4Oa83oQlgXAgwQzM61011Pv3vX02+XnT30y/ffb/9p1+7f4rOLG1CxqUdEvwED+g+8Y+iwQRHtm9JvwUoRYICRNHL07Dny8dqf+TY2NSXnTqWmHD524tTp9IzsvHPnz1+4dPXa9cKi8uq/bmHf1NGllXv7Dh08PL18/INDO4eFhXXpEqpq5UBoAQQYYAp2zh6d+9b+3G3qHQEkRoABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCk9H+GknuufcQIhQAAAABJRU5ErkJggg==" width="28" />
respectively.</span></div>
<br />
<br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="640" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="480" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><b>Fig</b>. <b>1</b>. 1D Haar wavelet down-up spikes</span></span></td></tr>
</tbody></table>
<span style="font-size: x-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"> </span></span></span></span><br />
<span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;">
<style type="text/css">p { text-indent: 0.2in; margin-bottom: 0in; direction: ltr; color: rgb(0, 0, 0); line-height: 95%; text-align: justify; }p.western { font-family: "Times New Roman",serif; font-size: 10pt; }p.cjk { font-family: "SimSun","宋体"; font-size: 10pt; }p.ctl { font-family: "Times New Roman",serif; font-size: 10pt; }a:visited { color: rgb(128, 0, 128); }a.western:visited { }a.cjk:visited { }a.ctl:visited { }a:link { color: rgb(0, 0, 255); }</style>
</span></span></span></span></span><br />
<div style="line-height: 105%; text-indent: 0.11in;">
<span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;">A down-up spike describe signals that first decrease and then, after
an optional flat segment, increase, unlike an up-down spike where a decline segment follows a climb segment. The climb and decline angles are measured in the same way as for up-down spikes.</span></span></span></span></span></div>
<div style="line-height: 105%; orphans: 0; text-indent: 0.11in; widows: 0;">
<br /></div>
<br />
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><span style="font-size: xx-small;"><br /></span></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><br /></span></td></tr>
</tbody></table>
<span style="font-size: x-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"></span></span></span></span><br />
<div style="line-height: 105%; orphans: 0; text-indent: 0.11in; widows: 0;">
<span style="font-size: x-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;"><span style="font-family: "times" , "times new roman" , serif;"> </span></span></span></span></div>
<span style="font-size: x-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;">
</span></span></span></div>
</div>
Unknownnoreply@blogger.comtag:blogger.com,1999:blog-1760164640344466369.post-7648598724533202352016-10-27T14:10:00.000-07:002016-11-29T16:32:27.238-08:001D Haar Wavelet Up-Down Spikes<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="text-align: center;">
<span style="font-size: x-small;"><span style="font-family: Arial,Helvetica,sans-serif;"><span style="font-size: xx-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></span></span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><span style="font-size: x-small;"><br /></span></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: x-small;"><br /></span></td></tr>
</tbody></table>
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: x-small;"><b>Introduction</b></span></span><br />
<br />
<div style="line-height: 105%; orphans: 0; text-indent: 0.13in; widows: 0;">
<div style="text-align: justify;">
<style type="text/css">p { text-indent: 0.2in; margin-bottom: 0in; direction: ltr; color: rgb(0, 0, 0); line-height: 95%; text-align: justify; }p.western { font-family: "Times New Roman",serif; font-size: 10pt; }p.cjk { font-family: "SimSun","宋体"; font-size: 10pt; }p.ctl { font-family: "Times New Roman",serif; font-size: 10pt; }a:visited { color: rgb(128, 0, 128); }a.western:visited { }a.cjk:visited { }a.ctl:visited { }a:link { color: rgb(0, 0, 255); }</style>
<span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><span style="font-family: "times" , "times new roman" , serif;">HWTs are used to detect significant changes in signal values. In
this post, I <span style="font-family: "times" , "times new roman" , serif;">formalize</span> the claim that some changes can be characterized as signal
spikes. Specifically, four types of spikes are proposed: up-down
triangle, up-down trapezoid, down-up triangle, and down-up trapezoid.
The difference between up-down and down-up spikes is the relative
positions of the climb and decline segments. In trapezoid spikes,
flat segments are always in between the climb and decline segments,
regardless of their relative positions. In this post, I will <span style="font-family: "times" , "times new roman" , serif;">formalize</span> up-down spikes and leave <span style="font-family: "times" , "times new roman" , serif;">a similar formalization</span> of down-up spikes <span style="font-family: "times" , "times new roman" , serif;">for</span> <span style="font-family: "times" , "times new roman" , serif;">my</span> next post.</span></span></span></span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><span style="font-size: xx-small;"><br /></span></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><br /></span></td></tr>
</tbody></table>
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: x-small;"><b><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "arial" , "helvetica" , sans-serif;">Up-Down Spikes</span></span></b></span></span><br />
<div style="text-align: justify;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: x-small;"><br /></span></span>
</div>
</div>
<div style="line-height: 105%; orphans: 0; text-indent: 0.13in; widows: 0;">
<span style="font-size: x-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;"><b>Fig</b>. <b>1</b> shows up-down triangle and trapezoid spikes. In this figure, the
lower graphs represent the possible values of the corresponding Haar
wavelets at a chosen scale <i>k</i>. </span></span></span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="363" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><b>Fig</b>.<b> 1</b>. Up-down spikes.</span></span></td></tr>
</tbody></table>
<span style="font-size: x-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-family: "times" , "times new roman" , serif; font-size: xx-small;"> </span></span>
</span></div>
<style type="text/css">p { text-indent: 0.2in; margin-bottom: 0in; direction: ltr; color: rgb(0, 0, 0); line-height: 95%; text-align: justify; }p.western { font-family: "Times New Roman",serif; font-size: 10pt; }p.cjk { font-family: "SimSun","宋体"; font-size: 10pt; }p.ctl { font-family: "Times New Roman",serif; font-size: 10pt; }a:visited { color: rgb(128, 0, 128); }a.western:visited { }a.cjk:visited { }a.ctl:visited { }a:link { color: rgb(0, 0, 255); }</style>
<br />
<div style="line-height: 105%; orphans: 0; text-indent: 0.11in; widows: 0;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;">Up-down spikes describe signals that first increase and then, after
an optional flat segment, decrease. Formally, a spike is a nine element tuple whose elements are real numbers in <b>Fig</b>.<b> 2</b>. </span></span></div>
<div style="line-height: 105%; orphans: 0; text-indent: 0.11in; widows: 0;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"></span></span></div>
<div style="line-height: 105%; orphans: 0; text-indent: 0.11in; widows: 0;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"></span></span></div>
<div style="line-height: 105%; orphans: 0; text-indent: 0.11in; widows: 0;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"></span></span></div>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="72" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="320" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"><b>Fig</b>. <b>2</b>. Formal characterization of a spike.</span></span></td></tr>
</tbody></table>
<div style="line-height: 105%; orphans: 0; text-indent: 0.11in; widows: 0;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"></span><span style="font-family: "arial" , "helvetica" , sans-serif;"></span></div>
<div style="line-height: 105%; orphans: 0; text-indent: 0.11in; widows: 0;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;">
<style type="text/css">p { text-indent: 0.2in; margin-bottom: 0in; direction: ltr; color: rgb(0, 0, 0); line-height: 95%; text-align: justify; }p.western { }p.cjk { font-family: "SimSun","宋体"; }p.ctl { }a:visited { color: rgb(128, 0, 128); }a.western:visited { }a.cjk:visited { }a.ctl:visited { }a:link { color: rgb(0, 0, 255); }</style>
</span></span></div>
<div style="line-height: 105%; orphans: 0; text-indent: 0.11in; widows: 0;">
<span style="font-size: xx-small;">
The first two elements,
<img align="absmiddle" height="21" name="Object30" src="data:image/png;base64,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" width="22" />and<img align="absmiddle" height="21" name="Object31" src="data:image/png;base64,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" width="23" />,
are the abscissae of the beginning and end of the spike’s climb
segment, respectively, when the wavelet coefficients of the 1D HWT
increase. If
<img align="absmiddle" height="25" name="Object32" src="data:image/png;base64,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" width="36" />and
<img align="absmiddle" height="25" name="Object33" src="data:image/png;base64,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" width="36" />are
the <i>k</i>-th scale wavelet coefficient ordinates at
<img align="absmiddle" height="21" name="Object34" src="data:image/png;base64,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" width="22" />and<img align="absmiddle" height="21" name="Object35" src="data:image/png;base64,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" width="28" />
respectively, then the climb segment of the spike is measured by the
angle
<img align="absmiddle" height="27" name="Object36" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABsMAAADJCAIAAAD5M9vYAABv+klEQVR4nOzdB1wTZx8H8At77yF7igsVt+CqWq2jddQ96t6ve9Q6q7ZWq3VWW1ftcO9VrXuDC0VFRQQEZO9NdvIGUSQhuQRySS7h9/3w9r1cDvKAl3/u/s//eR4DoVBIAABA7cNPPzG0wcDj+X7LIl+uCjTWdHMAAAAAAABqhXc7WnlNDTfpsivq4kRvQ023ppoMNN0AAADQBH76qenjj+eLtuLO381YFeip6QYBAAAAAADUCk9OPRP9l3V9xri9n1+a7KNduURkEgEAaiFh3o0l/ztR8H674dcdnTXcHAAAAAAAgFqjxZB2hpdvcgn2jTlTDvW+MMpdX9MtqgZkEgEAap/Sxz9P2Zv5ftN64NrJ9TG0GQAAAAAAQE08hqz934q2m5MIgnl5/rLrX+3tZsvQdJsUhkwiAEBtw4nZOW1dXPl2owUruzvoabY9AAAAAAAAtYl5y/mru+0YdYVFEFl/zdg0K2JVkKmm26QoZBIBAGoXYd6NVT8+Kl9sy3rQmikoSAQAAAAAAFArfbcBP0xefGVLsmg7eu2sfeOvTfLSkhSdljQTAACowY3du2h/bvm29+RF3exRkAgAAAAAAKBmZs1nzGu+Zc4T0Sb39op1D4dvD7HQdJsUgkwiAEAtIiy4vXptxIcHzWdPCjTRaHMAAAAAAABqJ0OfEUu+WjrgXIloO+3PH84vOz+kjjbUeSCTCABQe/DTz605lF2+bfzFgqE+hpptDwAAAAAAQC2l59h9/hCHc3vL7tCYF3/4803/RfWNNN0o+ZBJBACoNbhx+9dd45Rv2w1e0NNZG3q8AAAAAAAAdJJFy4lDXPZuTyvbfrn5l3vT93Sy1HSb5EImEQCgtiiN+G1L5Idth74T2lhrtDUAAAAAAAC1m1nQuBGe2395V7adeWTLrXUdv7RjaLpRciCTCABQSxSGbf0n5cO2fe9RzbRjOl8AAAAAAABdZdJw5HDvX9YmlG0XX9h2NavXYCeaDx1DJhEAoFYQ5t7afjrvwwO7XqNb0L9qHgAAAAAAQLeZBPT/ynXtr6ll2+yr2y6kDRjjpq/pRpFCJhEAoDYQZF7eeqHkwwObnkgkAgAAAAAAaJ5po8G9HH/dk1W2zb+z/UzSyGnetE7W0bpxAABADUH6pd9ufFhrhTAJGdwMiUQAAABQCDv6jxVhnVaN9TfUdEtqpOD2qo1Fk5b3rkPvEh8AraXNIYIu8cG8ydBuNnsO5r9/EL7zVOKkOX50ztbRuW0AAEANQca1P8L4Hx8FDWhhTfdZfAEAAIAOhAV3l/SZsMFky6RvZvpo481jybM/tqw6fMky/Mr8xmaabgyAztHuEEGf+GAZNLCN0cFL5ZUfz//5992MWb40/nPSuGkAAECNskRiaEUisX6fdo7olQcAAAC5eKnHJ/Xb8Ma4864+Hlp652jWbOJw93+2LRiwov3jn9taoi8VgELaHiLoEx8YNi37NyEuhZc/evr3+aT/zaBxZpa+LQMAAGoIMq9XSiS6duvqaaTJ5gAAAIBW4KefmjruaA6jxS+/j6b3nF0kGJYhy7cPOdD3yPqhS796vrmDFXKJABTR/hBBo/ig79y+tz8RHlv+KOLv/1KmTvOi7R+Vtg0DAABqCHPD9t/jfXxk3rZ3PVNNNgcAAAC0gbAw7IfZZ4uJOlM2TQrQ5k5IPcde637pfHr8ja3Tfp0UvqSRsaYbBKATdCNE0Cc+GHl9Fmy7Mjav/NGTQzczp4x21dNYc8ghkwgAoOMKww/dZVc8qt+9oYUGGwMAAABagR21ffpvqYReyMrvgrV9TLCB58Blwxbe+OvF6gUnx50b5oJZXgCUpjMhgjbxwaxBj0DGvjvC9w+EDw/eyx01wIGmf1lkEgEAdFvxsyM3iiseubZr7oDLZwAAACAlzL26Yu1zgjDv8+0ATx24Z7QKnjXB+6+1Cf+t3P366+UoSwRQkk6FCJrEBz3bZt3qEnfelD/ihB54WDCgl42GGiOHtv+TAwAAKebrk1dyKh4ZBn7mZ6LB1gAAAIAW4CedWHOikCDsB87qYk/TmpjqMWk0YVaztXMioreuuzvrr67WOvFLAWiKjoUImsQHI/fgJhbEmw81ICV3jkeW9Opgrpm2yIFMIgCALuMmXbuc8umhf5dGWj36AAAAAFSP/eqPdaECgrDrPbqFpaYbQxFDr37jms2ZEZFzfPP1DV3603XMIIA20LkQQZP4YOrXwY84/uzDo+ybF+PYHZrQsoQamUQAAB0myAo9E/XpoW3Ltq6GmmsNAAAAaIGS8F93lC0gav3FN7qRJXjPwK3boPpExOvSi1svpPUZ5YrZXgBqSAdDBD3ig4FTUJAd8Sz3w8P48zdTVzbxoWPWjo5tAgAAihQ8PvW00sO6neuaaawtAAAAoA2Kn/x5OlP0/4atBwTpSJbgPUPvXv19Fq+J59389VTS8P9541YYoEZ0MkTQIz6Y+rX3I/7+mEkkXpy6nzvdx4mGCzgjfAIA6K7SV+fuMz89dAqqb0PDTyIAAACgj+Inf57JKtsI7NfSVqfGABv7dQ+xWROfT4T/eSFl8jQv3AsD1ICOhghaxAc928at6hCP0j885Eece1EyrAsN07WIngAAOoubdOduVqXHnq08aTnRBgAAANBF8eM/z2aXbXh/0c5Zx0YAmzXo2Zhx4I6QeLL/WsbkcW469usBqIPOhghaxAdT7xB/4rePmUSi4MG1eHYXGk6ViEwiAICuEuZFXIqu9Ni+cX0bXfq4BwAAAKqVvjh6Madsw6RxB28TTbeGYnq2zbvXJe68IYQP993KHjPcGUM1AKpJd0MELeIDw7pBW0/i7ruPj99eeZC1qok77W7hkEkEANBVpa//ey6o9NizladOfdwDAAAAxTgJl6+Wl8PU7VzPXMONoZ6Re3CQJfGmiODf238vb1g/e90ZmgmgFrocImgRH4zdm3kQREUmkXh5PrJ4oru1BlpCCplEAAAdxXl3635upcc2DRvY0a4/CwAAAOiDn3777Jv3W3bNWtSh7F6Rl3Zp44b/UnkyDzBw7jZnQW831d+cmvqG+BBHnxME++HZV6X9OuhYJgRAxVQRIhAfKmNYeDd0IkIzPz4ufXrzLatnM7qVgyCTCACgm4SFkTfiKu/wbO1Ft88gAAAAoBFh3sMTz8s3vdpQeNlQ8mTb9xv+ZZEc0abp3IWUvRwJA8cmgdbE8wKCyLl7PYHToZGROl4VQEeoJEQgPogxdmvqShAVmUQi8dbTXEEzV5pNxYBMIgCAbmLG3oziV3ps7t/AATEfAAAAZCqNuhDBfb9lVa++PXUjGSw6bL1z6ZsnERERTyPKRGdyxA+o06KhrXpulE18gn2Ig09FWzH/Pcha1siNZvfnAHSmkhCB+CBG3y7Az5x4WlKx4/XV6NKxrhbqbwkZ3FUCAKiekBn/34a5M5affivU63o29+pXqp/rgp/15H565R3ODeug2x0AAABk4qY/epRTvunRwpPC1UL1rXxadhd9DX7/qOBCnzq9z4lVIPmHqGvpBgP7eh/v0iP/fVE8zs1KPa8LoANUEyIQH8QZuzd1I068qXhc8DgsmdO5Pr1u5JBJBABQKUHRq2M/zJy9/lq6/GOpVBJ9/Y3Yjjr1nen1AQQAAAC0UvLqWkz5lrF3Q0dDFb0KJyX8tcRARvdW9a3VtbaBsWugC3EiVrRVGnkvifMFxjcDKEoNIQLxgTByDvTQJ958Glv29k50CYFMIgBALcHLefTX0unzdjwsVP9rc1IeRpZU3mHn72GO9QkBAABAFlb87Rfs8k2nes4UliSKK4m9lyi+R69usJfKXk6SoXNDVwYRKxRtxt+JKhI2wvrNAIpRR4hAfCAIU4/GLsS15IrH3NdhCay+trSa8B6ZRAAAFeCk3ti2YMbigy/ZGmpAaWxYgtgODG4GAAAAEoL8yNB3H7ad6jmpqiSRnfQgWmIWNM82AZZqu11nmHk0cCRul61nwI++G88aaG+qrpcG0GrqCBGID0RZYWQTV4L4lEkk3oVFFQqbmdCp0wOZRAAASglL4/5dP2fGinOJ8o9VHXbSwzdin8L6rgEqG6UEAAAA2o+d9ORjlsDU3cuauvVWxAiLY+6/E99lGNCWykkZ5TF09Hf8sDJqyoOX+YKWplh0BUABaggRiA9l9Cw9PMyJh5+Glwlj7rxlDncyU3tLZEMmEQCAKoLCyMMrZ87eeDNL0y0RlsTcF89kOtZzpVVFPAAAANCKsCT+aeqHbQd/R1WNZGAn3ovhi+/yDvE3V9GrSWNg62X/cTspIoU92gVFiQDyqSNEID68Z+hQls6sNFFVRkR0gaCtGY06PZBJBACgAC/7/h+Lps/f87i40k7LBl3b8m5ciRGovTnsdw9ieGJ76jRwRkkiAAAAyMJJefpO+GHb1sNWRfeJwsLoh8niu0zqt3JX5wwsDGNHd2uCKCjbTo98xyRaIpMIIJ8aQgTiQzlDBz8HgkiotCfpcTK9Oj2QSQQAUA47+erW+dMXH4muSN05tRw4ety4MUO7NTR6MMH7Sky22ttUGv9E/FPYwMnLBgEfAAAAZGEmVlw8MGzdrVV02cBKCIsViu/yCfFT76A9Qztvuw+ZAn5SZBrnaztMJQ0glxpCBOJDOX0rj7LRZJXWsE57FlcsbGVKn5kScWMJAKCUvPMju317q2zLyLvT8DHjxo4e0N7b/EPteQnZd6oOO/VpgvjAAFsve1wkAwAAgCzcrNdJ3A/bVm6quncW5EeFp4nvMm/YwlW94yYMbD1sCSL+/XbK02QW0QgXSQDyqCFEID58ZORYVpRYqTBEmBiRwh7qSJ/JqpBJBABQCsPUPaT3/74eO3bEl83rGNOjo4iV+DhJfI+dlx3iPQAAAMjCzYqrGERh7aaqkQys+NA4iV2+7XzVPGRP39zR8uN26bv4Aj5hpaLlZQB0hxpCBOLDR+UTJVYeYpYSkcAkgpBJBADQETY994f21HQjxHHTI9+yxXfZedlimkQAAACQhZP1NufjtoWDhWpunfm5LyIk1qWzbhzkrO57UkNrB/OPI0dy4nO4hAcyiQByqD5EID5U0LfxqmMk+pt/2sOLf5rK6WdLm/ppZBIBAHQNK+mJREmiuWsdM3qUSwIAAAAN8XLjMytmRjF3MFfNrTPrLQ1KjkR36RaOFh8zBbkJOTw5hwOAOkIE4sMnRo5+9gRReah38uNEJo1mYkAmEQBAx/Dz374tFt9l522HkkQAAACQhZv9aeQiw8LOTE8VL8LLev48T3yXfdPGDmov+NG3cLIkiIz320VJ6aVCwgIdrgCkVB8iEB8qMbDzlsgksuIiM7i9rOlyS4dMIgCAjuGkRaZK7LLzskW4BwAAAFl4+cn5H7fN7FQ0uJn1NvStxC5NlBwR+mZ2n1aDzU3I5RJOtKn0AaAn1YcIxIdKDKxdrSR2JT1+xyICkEkEAACVYCa9yhDfo2fvoaqZ0wEAAEAHcAtzSz9um1qbqKQkkZse8aJQfJdz80a2Ml5LyMnPzGEKZP40fXMHRyvDGtUK6RlbGFc8KMos4pMcCwBlVB4iEB8qY5jYO5mKbusq7SqOTygUEJYqCc7Vh1tLAADdwsmISpb4WLVypc/0vAAAAEA7/OLsTzOjGFkYq+Rmlfk2NF5il187HxmLkfJT/+nuPvGR7J/mt+z5y1WNjWUfIBvDxPLT95VklyCTCCCH6kME4oMYfWtXa/FMIpH5JpNDuNFk+WZkEgEAdAsn/VW6xC4rZ0usSQgAAACy8EuyPqUJjM2NVJFJ5KSGR5WI73JrVd9axksJeGZN27pF3E+Rut6BQ+BXY/v41ihNIMIwMDUVXRmVJwhKcoqRSQSQQ+UhAvFBnMH7TKLYTV1mdAaHIJBJBAAA6glLkuMlRgYQlnWQSQQAAACZxAqOjC2MVbHAADMuTKLkSM8/2FvWbbGh1/Dd94b/nh9z58CykdOPfJwC2mfErzsWDfmsoaORMk3Ue190VD5Wk1eYzxIS1lhyBYCEykME4oM4A6uyTKIYVnJiAZ+wosddHTKJAAA6hZMVkyW5z9KZJp85AAAAQEcCZgGr4oGhmSpqEtlJD6PZ4rs82gRYkt+hM7gJ/+449iFNwGgw498bm3o5K39RwzA0+bRuQWleKR/3xQCkVB0iEB8k6Jk72olawa28LzM6k0t40OOuDhETAECncDPfZErsMrS1M6XJ5LwAAABAQ0Ie+9MoQX1DVdyqlsbeTxTfY1C3rRfZSD1+xoVZnXpvjy5vVNDCy1d/6mJPyRUNQ6/Sr8hl8YRU/FAAHabqEIH4IMnAxsWKIHIq78p6Q5/hzcgkAgDoEkFxcmKRxD4rlCQCAAAACbE0gZ6BHvVj+ViJ999wxXd5Bfubyzyel3p6Wsf+u+PePzAOXnnjwtJgG8o6RvUNPv0oPhuZRAA5VBwiEB+qKJ8oUSyTyE5NyKPL8GZkEgEAdAk3Oy5bcp8lFlwBANBxQk5xQQlXdLvD0DextDJF1IdqEvIrpwn0qc8kCotjHrwT32Vcr7WHjDURuElHJ7Yf8nf5N5h3Xnf7zPzmcsY5VgtDz+DTm4TH4SOTCEBOtSEC8aEqA6uymkRxmdGZHMLLVBPNkYRMIgCALuHlJuRK7rOsY4VgDwCgq7gZd3Z8O33hP8+Z7x/WmXY/bnsbMw03CrSNZMER5S/ASgiLFYjv8g7xk3qicuL3j2n/zaHyyc9se227c2xaIzNq8xaMyr8iDzWJAPKoNkQgPlSlZ25fpSYz8/3wZmQSAQCAYuzspHzJfZZOqEkEANBBQmb8fxvnzVx+Kk4g/2AAMkI+/9NZpKeCksTC6EfJ4rvMGrR0M6pyICtm78j240+Uz/nsNOCPu/vH1VXBtGB6+p9+RQEfbyAAOVQaIhAfpGAYWVlJLrnCzUwq4BPWdLixQyYRAECH8PLfZUt+3BlaWRtTP90RAABokKDo1fEfZ81adzVd0y0B3cAwKFtigF/+QMCj/NaZGR8aJ7HLp52vRGmNkBm1c0j7qefKR1d4jDx4549hXlWTCVSo/CsaGOnjOgmAnEpDBOKDNHpmtmYEUSC2Lz+1gEcQyCQCAACluFIGN5vaYOVmAADdwc999OeSGfN3PCiQfyyAghj6RgYVaQI+T0DxcD5B/qvHEllvy8BmLoaVHgtLIn8d0H7WpcL3j/wnnbq5vZ+bqm5WhZXrjAyMDZBJBCCnyhCB+CCVvpldlUxiQUpZJlHG/JFqhUwiAIAO4eUl5UnuQyYRAEBHcFJvbFswY/HBl2xNtwR0DcPA6FOZi4DHp/jHM+PD3krs8m3n+2lUorDoyYa+HRfcKHnflkazLlzf0MNJhXU3QrGaI2QSAeRRZYhAfJCqvCZRXEFKHk/aseqHTCIAaCV+0u6OAZPCWGp9UbMuh+KvDnWi8dWmkJ2TUSq509QamUQAAC0nLI09t27OzJX/Jmq6JaCbyguOPhBQXZPIz42MyBbfZdu0qdOHVxQUPFzTu9PS0PKrOquvj1/b2MNJxZcufFpkCgC0hgpDBOKDdOU1ieJ4uRnFAsKaBrd2yCQCgHYS8pjqTSOKlDKp7qKnGr8wvbDKTlMbUzrMpgEAADUiKHh+aOXMOZtuZWm6JaDDGIZmn4YSUj66mfU2VFbJkSAvdGWPLqsecj4+UfjwTiLra2fVLj8u5HM+FfYgkwgglwpDBOKDdNJqEomCsokSpaxFo3bIJAIA6A5eQZq0TKIZDTquAACg2nhZ93Yvmv7tH0+KNd0S0HX65nbmBJFT/oBTwqY0k8jLfPo8X3yXY/NAO31CkHNzSbfP10aI9dQm71p1ftHZQSqtOhJwSipSE4SZnTkulADIqS5EID7IoGdiYyF6afHFbQqS83kEgUwiAABQiF+YWnUCfsyTCACgfdhJV7bMn77k6BuaTIkEOk7f3MG84gG7iE3pyqzMt6HxErv8QnwMsy7P79xj08sqGYnS8yv/eNN3UX0V3iwL2cUVmQJjWxsj1CQCkFNdiEB8kEXfvKwoUbwnMT8lnx5XBcgkAoBW0ncbdTHpS2p7zOViGNs70PtSk1uQXiS5z8DCwpDerQYAgEqEJdGnfpo986eLKZpuCdQieub2ldIExZRmErnpT15KXJ64BNnendNh8Pbo948sLIhisbvllxt/vjttbxdrVV2/CLmln35DC0cLzAIDIIfKQgTig0z6ZramkplETk5WiYCw0nyVCDKJAKCd9M2d3M3lH1a7CJh5RVWmcjS1McMFMgCAVuDnRez7fsa8X0NzNd0SqG3E5vZnFVHaV8uMq1JylHNm9OC098MoTIJXXjvy2b7WnXakV3o+e/+KY6s6TfBQ0RWMkF1p8CIyiQDyqSxEID7IxDAyq1p5WZBSwCNcND+8GZlEAACdwS/JLqmy08TSWPPdVgAAQI6bcWfHt9MX/vOcKesIhkubIaPHjQxJnNvnpzfqbBrUCkY2dSwJorw0iF3EorAmkZMSHiV5WnPK0wRW3TbeOjk7yILnOD9ox/ynlQ7g3Vm97dmIn5ubUteOSvjMvNKKB8gkAihARSEC8UE2PSPzqhnD4uwSWiwBikwi1Bq8lP+2/H4r6/28AoYu3adP7+KMqwbQMYKS7KqT8huaYvYfAAAaEzLj/9s4b+byU3HS78xM/LqOGDt23Kivgz1MGQQ3Zh2u30EFDOy97T6mCZi5hRw5h1dDaWxYgrT9jv133zkwoV5ZLsDQb9SyPt8POFu5PzThtx8uLTjRz0EV3aH84kpdr/ZetnhPAcijohCB+CAbw1BKTWJpTgml09jWFKIm1BbF938cN7+iLNrXYPAUZBJB5/BLcqrWJBqaYppEAACa4qVfXPnN2B+vpkt5zrZJ31Hjxo4d3rOpo+bHMYHOM7TzsSeIxPIH76te7Km5UmYnPYyumnTwHHXo9u6hXh9PbT3HHksmup/dnFzpkOLTK/+K6z2/riElzRAjqHTBZOfjbIILJQB5VBMiEB9I6Ekb3VySW4qaRAC14aec+H6vtKt0AF0i1oX2kZGZIUY3AwDQEyvq760SaUR9t5ChY8aNHT3os7pW6PMEtdG3dncS3ZNz3z8oziybd5mS809YEnP/ncS+OmNP39/V10XsTtSs+cyFrTfPeFh539Nf1t+bvKujJRXtEFN5OhgHP0cV5CIAdI1KQgTiAxmG6C6uyk52fiFXA22pAplEqBVYkdtWXadwlAYAPfGZBawqO1GTCACgDcwCuo8cO3bsN/3auKFCCjTA0KGs4qg8r12UWcwjCEpqYdmJ92N44rscv5rQzaXKbaiB9/Dlg5Z+eayg0r6Mv1ee+v7yKDeqc+qc/JyKedAc/OyRSQSQTxUhAvGBjNSaRKI0V9Q6e/W3RgIyiVALCLIvrtr+VtOtAFA5IaeYWXXiDMyTCAC1ATPip9Hf3cgTD4LmLZf/s6aDlYaapBB9K/9WX382auzYYV8EIp8BmmTsEuhSkSZIL6Ro/Jyw6M1DyZIj//a+JlIOZdh1XTzV59jayuu4cq6v+v3F4B+bSju+5ngFqfkft629Xc1wnQQgnwpCBOIDKalrNxOsQpkLs6kTMomg+zgxe78/VaTpVgConoBVWLUksawmEaObAUDncTMfnLt8VTIIMsdzhKKLcY20SCEWHXc+fij/MADV07cL8LMgIt4v3VaSllEqJCwpeOuwEsJiheK73Fo3tJZ+ZWLSeNriDusn3qmcoojbtvra3CO97ah8G/PykioyBe5BbsYU/mgAnaWCEIH4QE7P2MRA1CDxnawitmZaIw6ZRNB1woK7a9c/13QrANRBeibRCKObAQAAQB5jtyA34nj0++3chFwu4az82EVBwevwFPFd+gHtvGWVEOm7D1o2fGH3fbmV9hUcW7F/TfeZfhSW7PLyk/I+bJr4BTqjGBhAEZSHCMQHOcqHN0tkEtlFUu731E9LM4lCXmleRqpIStl/0nLYJg4ubq6uLq4ubh6eLtYYyQcVeO+OLN+XrelWAKiFgFUopY8K8yQCAACAXEZ1GnkaENHv71pzytIEFMyCxooPjZPY5RlcT3YlE8O648KZ9fatiK68M/znTeHjtwWbK92aD4TMzNTiD9seLbyoHRkJoLMoDxGID3JIXXJF6v2e+mlTJpGXH/foxuVLZa7cTyiVeZx13Y69Bo6ePHloRy9MelHrlUZs+TGUFuukA6iegF1S9ZPFwMQYg5sBAABAHjOflh7ElffTkOUlZlOxPKgg7+WTDPFdxg3aepINFzSuP3FJ159GXau8VGLqHyvOLPlvuAtFFzTcrJisD5sG3k1cKFlYBqAWoDhEID7IwzAwkbJ4M2oSFSQojru+b/vWnfv/fZYllH84QRTE3D60RvQ1q8XEjb+vHdfKroaL+XAT948buPpRkewXNfQZ8/fxhc3Nka+kK0HGvyt2Jmm6FQDqIuQyq36mGxjpI0YBAACAPMZewQ2MifiyXkl+Wkw2l7BRdlwf822Y5KKHPu3qmpF+j75rv+WjnK7tyay0j3V51a6oAd83ombGMk5m9Mf0hWcrX/LWAEAFikME4oM8DD39qvlRTikV3TxKo3MmkZf34vwfWzdv/eNmUtXFSBVQ/Hj3pNZnzm06v29mSxmzdpJgR/06bOz+cB7JIR5Tt08KQhqRxthRO7+/ILt6FUDXCHmsqp8sDH09hCkAAACQyzyggy9xIapsM+1FGofwVzKTyM958TRH4iUatXKTV+Rj2Xb+nMA9i15U3he9Zc3NWfu+sKHgmkZYkhxfUL5p1ri9F9ZbAVAUpSEC8UE+PSkFITw2Moky8bIe7F0+d+mOsCz5x8qReW5Oux4loZcXt6zOykLCkvDVg+bdI0sjEg0Xn1jXxQ6DBulLmHdj9ebXmm4FgBpJrUmU1pcFAAAAIMnQtVVjSyKqSLSZ+yaxWNhByZoJ5tu7kiVHfu39TOV+n1Hdsct6rRpygVlpX96hFYd+7DrVW/nbV05GVPqHzbpdG1A2uxqA7qM0RCA+yMXQM6h6HyfgcKQcqnZ0yyQK2UlXtyyYseRINGkWr1o495f2mNzo1b5+TgoOcxbm3/pu4A8vyQ4xCP7l+LJWFij0oTFu/P7lh/LkH6c6QnZu4usXkS+i3sTGxsXFJyanpqWnZ+bkFxQWFrPE5m40tLB3cKzj4e3rF9CgcVCL1u06tQt0NqHt6SVkZby4e/XqzdAH4RGRUTEJyTml5WXDeqb2bl4+9Rq3aNO+S4/ePYL9rGo4tYDWEXAKs9JSU1OqSk6Mk1zwR3BtSICvj4fbB66uru7u7h8fOFkrM6mhgMuqGjr19Bm0PZcAAACoJ2SmRd69cfte+OOIZ69i4t8lpWQUcj7OV8QwNLdzdHJydnH18Pbz9/evW79Rk6ZBjQNcLel2X6QJZgFd6xFHw8s2016mswlnpVYb4GVERBaI77Jt2sxZgT+0nnPvpeNdL2xLrbRPcH/5rHW2c/p1bttAuctk5ruID8vFOge3dMI/ey2EEFFjFIYIxAcFSK0I4WGeRHGC4tcn18ye/dOlFPLj7Jv1H/XNgM5B/j5e3p4uFtzs5KSkpMS4p1cO7vrjYoz0v2rOoXEzh7Y72MdRgVt0fubZ6YO3JZIdYtFz16GZDbDMF40JOSkXf1z9SPYBJe+ehIUWyp1AVc/Ms2mQh4Ir9whK014/CX/06OHDR+ERzyIjX6UUy/+m97jFOWmir/iXD2+cO1S+yzLg86FjJ02d2L+Zfc3epcKi54f2/JdUjR4LfduWI8Z1dZH1ckJW2pOLxw4fPnryfOhb6b+ZgJmT9Fr0FX712M7Vswj7lsNmL10xp0+Abs8BwI5cEdRkZbWqX5mZ8a9EX4+lPef+v3vR29rWcEoOqaObKa1J5Lz6oXGj5W+q901m/S+mnfzCSvkXf726SYOl0TKf91sW+XJVIAYpwUc4XQFqGV7ui0uH9x88dPTU3XimzKOE3JKc1HjRV1RE2LVK+01cGwe379ipc9du3bu09rWWd/mloxFG3ym4hy8RXlYolPIkgUk0VeqGh/k2NF6yaR38FPuR5i1nL2i+bc6Tyvuyzy4ZdnaJ6N/Kvd30Q/+tb29Zo1Zx0p+9Lb9A1m/Y2V9+ARToDPWFCB2NDwSlIQLxQT6pNYkEF5nET3iZt9aPHbr4QjrZQaZB49atXzS6i7+l2J/To569R72gkM/7fjPvl5Swf1ZMnb4nsuq9dN6Rb7cv+WJFY3lvGV7SgfHfHCAdVe04fN+fo7yUnX8YVIFfGBd67vixY8eOn32cTro+T8a+MV32KfATvb97GrVGgQjJfvVTSNMlT6grpS16c3X3ItGXxxffbfp12dd1q70OuSAv9Je530VU51uMejYY0rW3tcReIfNd6LG9O3fsPnAvVaE1jyrkhB9a1u/Qps+WHti/rIfcKS+0llDApjKas1j86v2ZxQj4VWeVZVCZSSyNDUuo9jf5BPtS8jnMjLtH9uLG9Vq7Iy8DleB0BagteNnhR7b8snH7kSdKjEZhpUbeOCr62r6CIAzdW3/19aAhw4f1ae0mo7pFVyOMsc/n7Wx/fCv6Q3JjHiax+9oqEaq4aU9eSXQ+O7cIVHQxTEOfkcv7L+93qqjqU6zkuBKDGg98Yb97kly+1ahvS1ud7u6GD9QeInQ1PhAUhgjEB0VIrQjhY57EcuzEs8uGj1wfJuUsqGDYYOTGPzZNCXYgbS/DxK3dpN0PO7cdHjLhlOSAQiL611/C5v3dmTQ3zY7+bfjEf8laQnhPP7q9j3NtGbOpHYSs1CeXTpblD0/djtPQAitCdl42dWnESpIurR0YcHDQjn/3Tmqs6uH0nJTYHB5R0cMmZCbc+GvTz+t/uxyvzK+We/PHnoGPNl4/NrtZdSYr1R4mTdfEC9douhXlhHwpaUgqRzdzs+MLqv3DLBs2r0NF3ws76WE0m+R5r2A/LL8IleB0BagF+HkRB374dsmmq8mU/lhu8sOTW0VfC1wmh8buCJHydtXdCGPeqE8Lg31XRdd+7x7EFAubGNf8IsIwYOEr4cIaf7ueQ9+ThUp0r8rATX38quT9lk/vz9xocDMMqqSZEKG78YGgLkQgPiiAIbUiRMivuk/9NPzHYSeenNdn6PbnpFlVv3FHrv422FvRbLdJ3fH7r6SGNFv+TOKJ3DM77xV07i5ZcfVJScTawbPuko4Gbbz8+NpONli+gEb4SXs/rzv+Jlm4pBt9cztHe3t7OxtLI0FJXlp8TKq8UdDvjk1pHp96++qKYGuFQ7WeXce5308+ffPu3bCXGQr2W2S8zuQQvgaiz9xnxzetXLn+VBRFxXb5l+Z2HGT25MzkuqjBUSmhQMoHKpWjmw39Z4WVTEh5+SD0bmho2f/CHifKHcTv086Hkh7W0rj7ZPNOmDZoqbuVr1ATOF0BdBs/98Gu+ZPn/flM9ijFCgwTKwd7OysjAaukMDszX/HLRltfB+m39robYRi2rb4OIq6Gi/7CMQ/esQfY69qETkVRt+Lebzh07umPC1MdpsEQobvxgdD1EEG3+CB1dLOg6hg0DdBgJlGQd2/doB6LrhWSHWTWfsXFM0s7KFrl+vG7ghb8vWx/0A8SUxMU3Dz5qrR7sPQcvLDgztKBK56T/Vij9puPLW6h21O+aR8htzCH/mlEq3qdv+rdrWNw2zatWzTytBJ/3/EL34ad3rvxhzWnY2VHBV74qm5DPCLPTfBRsK+KYdFo5IodI4myms3M1+FhoXfu3Ll7987Nh/Gyyzaz36RkR53Ys/Dbn869pbqro/jSlP5r2jxcEYQyHBUSSMskMvT1KI1a+uZuTboMFn1NK3vEK3h7bfUXPdbHyjzepnFTSmYrZr97EEOWE6dqSAjoFJyuADpJyIw7tWz02A2hpLcRji0HjRn5dfdO7do09rCsfC/BK0p59ejO9QsnD+4/9iiD7EeYN2jmIvvCS0cjjL5b9xFNiHDRXdG7W09y+M3cdGssFiv+zqv3fz3TkP6BWLdZR9EhROhofCB0O0TQLT4wpFaE1O6aRFbcwandR/wluey3ONs+u+4dnlDPtAY3wSaNp6/u9cugC+I9EBm3bydzgwOkvNsFWRdmDdpM2hzLL3cf/F89GiSmQYtYNhk4Y9a0cYM7+VnILgvTt/LtMOrHDkOnnFv45debn8kcSVxyadqonZ2vT/erZt07w8SpQft+oq8JBP/d7628psmcPJF/fYRPQ7bKOjlerhzz69CHC+ujEEdVhEIp0ySWjW5W4WsaWNexLiKdEsKnHSUpE2FxzIN3JM9bNGxBcrcHUAanK4AOEDJjj87tP3LHC9lTr5gGDvv+55XTetS1lH71ZWApusMfKvqavTYn4ui6hfPWXZExV7tPsI/C5Ta6E2EMPHsOazDneZTo0u3Ci5LxbsqvAEEj/Kzw20llGyadR7e10XRrQAXoGSJ0Jz4Quhwi6BcfpGYSBbU2kygsffXbgODpF0m7CAiTDutvHqxZGrGMnmPXaT0tLpwULyNOvB/PJKpmEnnJhycO/5u0v8HpmwN/jPDQ+Eh5qMLAd/Zz4ewquznRa5rWXyx7PV3fJc9f/Sh3AR5l2PZec2T77M+9FF6F3sj9qw3XL3JbfL49QdYh3LtLFl4YcrSvIouQ14yUNKKpg6e3l4i3t7eXu4uTo4O9tYWJiZE+n1Wcm54Y+/Jx6LVLd+NKFPrxz35a+t/4o30dMEGAigiFUqcLUWkhtSA/KoIseto3DbSnoquSnXg/huxj0yeEmiEhoNNwugJoOV76xUW9+/7yROZkRMZBU3b/8/OIxlaKXWoY2Dcb/vOlfuMOzh4wevfLKm9by4ZBzorfc+tOhDH0+WpI3UUrYoiSx9fiWF8006HBi8L88FPvx6CZdp3Q0R4jzXQOfUOE7sQHQndDBA3jg/TZ7qmfH7IG1J4aEzKjdgxqJy+NSDSYf+nM3CbKDCRm2LQe3Er/5A2xN1Lp2+gc3hcSY0s5sbu+GXeGtEG+s479+qWTDtXtgsr5TFk9p5tXNVOVenZd1h6Yebbd1iRZRxSeWPJHTM/v6qmurE/PPqBtSLvgtq1aNm8e1KSBn4uVodz3IS8n4viGRfPWXEqVd2ThyZ9PJn85yRNvJtVg6EktgFfpXBqshHuk5dw+7RSv5yAhLHrziGyubOvAIGf09YA8OF0BtJiwNGr3N10mn5RRG0QQFh2WHDu4vId7dS+SGGb1Ruy8V9+3e/Ci++KDAn2Cq3PPrUMRxihg2ITAFQtfEIn/3Uhe3cxfd4qoS16eeVSWZDLtQpdEAVCG3iFCh+IDobMhgobxQSBlNU2CQYtbaTVfyTJf7xwUMu1CPvlRFj33nF/d0VbJsiWGdVC3usQN8aq0/KR8nvhvzXy2fvB08vU6mq48/lNHxVe6ACAIl159A2pS8ciwaLNgRcffxt+WWY//cs+B6DmrVFRO6Tj+9ts9HSyq+20G9s2G/nSh18Bfh30++0Ie6aHCe7+dTBg32w830arAkDqQWcCXNnsiVfh5r55mkTzv1LxhNSe6lY6VEBZL9mv4tPPVlf5QUB2crgBaS1j8dHO/jnOvyRwd6D1q/7WdI2r83mJYNhnwdd1F919V3mkdWJ15y3Qqwhj6DZsZ8t2kMOGLw9fSZvnrTBcw89XxK7lE2d3mlI52uLnTJXQPEToVHwgdDRE0jA9CgfSpq9TfkqrUeTvPSzs56bOp5+WkEQmf6af3j/WhoOTKyLmRlyHxWqzjoCSnpHKRorAwbPnApRFk7zbjTr8e+66Z+haJKLo62L3bMTklm9rAfcaDN1tb19bhW3bdBjWq4e+u7/rltM8Mb1+VOVNu3KnLScsaq6brh6EvbXkoxehZNZ917Ba7S/OFD2RPSyLy7MjN9Bl+7rQIgDpHak2i1L4syrDiw0h7WH1DKOlhFRS8fkxW8mrXtLED0tMgD05XAO0kLH2xuU+7uTdkrhlXf9blOxu6OSh1bWFg62knsas6syTqWoTRd+s7+4uZYRdZjw/eypz4jYtuTEzDfHnoVNkfz3XMgs40SRQAFbQgROhWfCB0MkTQMj7ImARf/Q2pSm2XssKSiHV9h+wnnYtQhNHsx9PrutpRcyYaOfnaE4RYfTOXyf10Ty3IvjR34C+yF1ASse63d/+UuupdIIIeM2gqTaXJC7qz6DwsqNqFfR/p2bftF0hclbksChF9ObJonr/kRxktmDWes2/9yQZzHpCdxM/ORhaPd7dWW6NqE4a0VZpVWpPIz335LIfkeZeWDWyoCOii6684sud9QlDjBXLhdAXQStzEA6M7k+QI3EYdv/aLkjkComyBOkc3S4KoVNFkE9jYsRoliToWYfQcv/h2mMPFP7Pv7vwvdfg4negCLo3cd6xs4GfjWTNa0GBVVqCINoQIXYsPhA6GCHrGB6k1ibVqdDM/7dSUnksekVYqiRi133x4fhPKytj0zWwlawn1DStutHmpx6YM+yON7AfUGXto91B3FA5ANRm1G9ZSiTWs9B2btXQkImQWwHPjIlLY/e3ouY64Yd3x6yes7biTpNOA+fJeErunNT3br+UY+mXre0l84Ej9BKKK6IIlnux5v2BvSnpY86KekHVEOTYPpGRICOg2nK4A2kdYeG95r2+OZ8t63qjdxis7B7hScbVuYOtlJ5Ym8KlWkZDORRiGVbv5s+r/uex16LYTCaNm6cDENAVhv+5LIQiTLxaN0pVp3UBbQoTOxQdC50IEPeODUOrYslpUk8h+vXXgULnliIRZt9/2T6vR3HIyMAxNJX8/A2OD8kwi9+0fo8aeIB1p7T/v+OYeWGQWqk2vzfAQpSqijVwbuxKE7Kk0Mt9kcQmCrpk4y1ZTx3rvXJsg+4jU5ykcIpCu7ddqDFGIIwiJ5epUueIKP/tFJNnMmO6t6llRMTqAGR8qZ0gIJddfoNtwugJoHX7aySl9176S+bx1vz8Pz2hA0TvK0K4sTZBY8diuWkup6mKEMao/8ce+6waeidiwPWLixlbqm+xJJfgpZ34+Jvonarhoff86uMHTEdoSInQxPhA6FSJoGx+kVoQY0OI+Wg2ZRObzX4bPC5M56dtHxp9t2jnKi9L2CHksySpIyzpWZe935ouNQ/53jUnyvXrNV5/4oR0l72ioDRjGTn7erryyFI5Zy/GdHZUKQAY2HvZVK8s+Kc4okPuG0iCTun17OK/dIbvvgJmaXCggLOkUpHUFw8DEsEomUcBT3ehmJnkPq55/cHUXMJeKn/viqczOZpE6LRoou0YX1AI4XQG0DC9p//jRh2T3rDqMPEDl4CF9a/ey8Y8VE7RUb5ZEnYwwes5frVvR4sy8x9sXHpx1eQK1N2pqVvJ4w7KrbMJ54rZZgejN0RHaEyJ0Mj4QOhQiaBsfhFIrQgxp0UZV/2sLS8JXDyVf0qS8HcHrdo3xobiOVMAqllyT2drV2kBY9GDlwO/CySZyM+my7SiFw6xB9xk3XHA9fgFVP03f3FZ09pXIelrIeT/fJ23z3Kb+XRro7ciQXQhXlFnMIwj1zj9aOzAMTKoGdRWObuZlPX9BVtrt2aauBRXnKeutnCEhqPEC+XC6AmgXXuJf46b+J/NiiLD++vf11A4eMrTzsCWIj/fhDkGNbBUvSdTVCGMUMGXPir+arbgxf/65Pkf6O2lrPwgn5o9ZW98Rln23rOxoTdsraKgWLQoRuhofCB0JEXSOD9Lu4xiGtaAmUVh07/uhq6PkH9h45e7J1K9rwitIKRDfY+jkbpF/dcHAn6PJvs/m67/+meiHNAdoDMPAiPStKeAL6ZxJZJh51HckbsouSuSUsGvzgjwqJPpgkZpJVNWfmxV/j+yCxaBuG08qLlh4mc+fq2NICOg2nK4A2oSfdnzGnKuyxw+ZfL5pc7861M4VZWjnVSlN4BPsXY2iAt2NMGZBCw+uOdd00fHpK+503d5JKwMY793+aQvv813HHdo9yIUWE4yB0rQqROhufCB0IETQOj5InSfRwIQWmSqVZhKZT9eN20C6elA5t2nbpzekPrEqZGWnFYvvcmmgd2Ha0J3JZN/mOuHwrkFuGivNtfz8eDGSLLUeQ+tisBgDyzpWBCE7k8hl8XCSqwTD0LRqabfUmXopwct49rKQ5Hmvtv6ULH3GIp/0Rc+vrRdqvEAenK4AWkSYd23xzHPFsg/wn7t+qAfVV+sGtp52FQ+cmlVnGKBORxiTwHkn/rwXNCnybZGgkxXdbrQVwc2MjBY2XnZ6Sy/l5h8C2tCuEKHT8YHQ+hBB7/gg4FUdSWtoQoslYVSYMOPG7p62hrT2r5xlv83LVTIhISfjVbrELvbjxRPv5JJ9U71vj2/sbk/DkwhAe0jNZ4Ea6BlZVO2U4XNUlbhlkvewGgW08qCij4ibHvGyiOR5jzYBltqdewd1wOkKoD3YL7fO+kv25GeERd+1s1QwC5GehYuz6D6b9f6BbzVnSdTpCGPoNfLvqzZvvGlXr6Mg08Yzdp2f06UVJQNIgQa0LEToeHwgtDxE0Do+CLjMqssjGJnR4k5bZZlEfurx2Yvvk81F+EGz5T/3cVZJ5o6T+iJNYlfGnedk36Hfau3xFcG4xgdQEt5DGqJnIiWTKOCwJdeeooboguUVSW8w4R3sR8kibnImfTGo24aSWapBt+F0BdAagoxzS355TXKAz/QVvVUyG5dp4+kb1rTOE92/6FkFda3GBGu6H2H0bFr0aa2aH60Oxr49umq6DUAZbQsRuh8fCO0OEXSOD2XLI1TZaWJFi9EtKsokCvOuL511XvYEqBUcRv88gfoJEt/jZkTGlFbnG8y6/X5kbiCWWQEAbaVnbCnlEoFTyhGInqP81Vjx9xNInjat39KNiujOTX38iuzTxLNNXXPkrkEenK4A2oITtXPpWbLb7pZzJ6locU0D127TvutWg29EhAFQG60LEYgPUGNCbqmUTKI1LVJWqskkct7snv8nScHxR4xWy5Z9ZqOiM5oZRzpRgCS7wX//PY7q1aMBANRIz9hSypUTp5SriuHN3NQnUWQXLN4h1PSwlsbdSyB52iigNSVDQkC34XQF0BZF9zZtI5sdybTXwsFeGpvPXDpEGAC10boQgfgANSfgsGpVTaIw7/qqtaSjiD+w/+an0b6qyt1xUh9HKV6S6DHlyO9fa+XAfgCAjxgmUmsSS8pqEimPb0zyHlbzhs1dqIjvnJTw1yyS572C/Sm5/tJqQlZWUlqR1i9kxDCwdPFwNFFJ9yJOVwDtIMi8tO4gWTWCZe8Zn6tk2KIyEGGAKvhAl0MLQwTiA9SYkMfiVI0GuptJ5MbsXXSQbP3xj+rP/LaDtcpKbEtj7ipckthg8fH1Xe1oFXIAAKqNYWhpZSS6lhDfyymV8hmktLILFibJ8z4hvpRU3pfE3kskedqkfitKhoRot+K7Uxt2O6HAjCI0ZzHoaurRrpYq+Mk4XemDn7yrjcfkx+p7wdBhjnrDVPKTG6yNfrYwAKNZKCVIv7jtEtmb1arnhGAbtTVHQYgwQBl8oJPTwhCB+AA1J+RIGdyss5lEYf7NH9c8VeBA48+XTqyvugpb9rv7rznyDxMxaLv++LLWtFyrBwCgWvTN7M2rZBK57+dJpBrzLWkPq1VgM2cqPmDYSQ/fkMVy0fUXelhBLpyuAFqBn3J+x22y9Rqteo5va6225igKEQZAPbQxRCA+QM0Jucyq/6r6ljY6mUnkJ59YdTBHgQMdRyzpo8LRxMKi12FkWfkK5j12HprVkBb/FqDT+KU5aWmZObm5uXn5hcVMNkeEy+MLpNaKsV690f7OSNAEPTM70WWCRFG4SmoSOcnhb9gkz/u286EisApLYu+TxXLzhi1cUREE8uB0BdAK/PTLf94j+8Ay6/xNK5plCQhEGAB10cYQgfgAShBwpSzdbOFgQYtJ+SjOJHJi9m24S9ZP8JH3+BltVTGA6SNWfGiMAkU4DsP2/TXaG+8qoB43J/rB7Tt3Q++G3n/y4k1sQhZZWTsARfTN7ap2OHJKudTXJJa+Jb1gsW3SxJGSHtbE+7Fknyk+Ib7oCQK5cLoCaANBzt1Dj8gO0Gs1uCXNsgRlEGEA1EIrQwTiAyhByJGSSTR3MNfBTGJpxG+/RSlyYNMZ4xup8mQW5L98mCL3KK//Hd3e15kW/w6gK/iFry/9vWvP3wdPP87Q9smSQQvpmZeNbpbAKaG+JpGd9CiGbAyFbwg1PaxFbx4mkTxvFRjkjL4gkAenK4BWKHh48B6P7IAGvVvRcFpzRBgA9dDGEIH4AMoQcIqrVrSa62BNojDv1sZ/5OfvRC/aac4QH5Wey8y3d2PlHdNo2fGfP7OlWbAB7cXPefTP6sXfb7pKFsYBVMvA0rlqX6wqRjeXxj14R/K0Q1CgPRWfcazEe7Fk9ZToYQVF4HQF0AalUeful5Id4BTSzo2G98KIMABqoZUhAvEBlCFgFlQd12hur3M1iYL0C7+cKlDgQOOu/+upwikSRfjZz55kkx5h2G7T8SUtzbHMClBBWPxq39zhk3c/Y2m6JVDrGdnVsSSIIrF97CKmIpNOVAf73cMYKUuJVaCoh1VQ+DqcrHuKqiEhWk/PtI5vHacMFSyso1Z6dZxNVdG9h9OVZhi60omrj6tISnFTQu9mkh3AqPeZPyVLnFILEQaohA90mbQyRCA+gFIEzPyqmUQrZ12rSeSnX955k+yN8pFptyldHFV5FSnIvvLDjxFkR1j23nNwugoXjobahJt8elb3r3+PklP0Ze7b7ovPO7RpGdSorq+3Rx0HO1srM2MjI0OpNyLFN0e4dz6oSF4eQJyBtZuNZCZRWJJXKiBsKAy7wpK4h2Q9rHVaNKTk5VgJ9+LInvdphx7W98zbbXuetk3TraArnK70ou8+8aFwokp+dOGlvs49zkr26bU7lHVnqAOSfvRX8voG+YAitxYBlvT7h0SEAUrhA10mbQwRiA+gHH5p1UyihbMtPfJYlGUS+WkXd91VpPvEoueUTnYqfJPzUo5NHvZHGskRTt/s3zvCE2l5oAAv9eSk4AF/JZMcYhI47PsfFk/+MtAW5xyonr61qzVBSAyxL80t5RMEhZlEduID0mmdqephzX/1OJ3keYdmgXa06JMDWsPpCqAN2EkP35DNJkYQHi08aHgvjAgDoBZaGSIQH0ApQm5xcZWpQUX3evT416Qqt8FP/W93mCIzcVl0n9DOVnWJRE7cnlFjTuaTHOEz69jWr5zo8dcHLVf6fH3fwWRpRMtOK04fXdLFCTlEUBeD95lECaVlNYkUEhbHkk7r7NaqnhUlPazxYW/Jnhddf9FtFAvQD05XAK3ASoog65clCFt/Dwua1RsRiDAA6qKNIQLxAZQjkFKSSFi7WtEjt0BRKwQZV/96oMiBpp+NaqO6tdmZkRuH/u862Vx1TVecWN3RhmZBBrQTK3LjyMXhsvuZTDptundhViMznG6gRgwTeyczghCfkLq8JpE67MT7cSSpSYZfW28qelj5uS8jskied25OzZAQ0G04XQG0AS/nzbuqK1RW5ljXiW5rKRCIMABqopUhAvEBlCN1mkRrV2tdyiQK8+4ffaxIRaJRh1EhqqpIFBbdXzFwUTjJu9Wow9aj3zUzV83LQy3DTz0+98dI2c9bfLX34AykEUHtDGzcrKtkEqmtSRQWxYSTdQt7tK5HyTw1rLeh8WTP+4VQcv0Fug2nK4BW4GbHkS+WSNh42NDj5qkyRBgA9dDGEIH4AEriS8kkmjo50iTDQM37rSji2D3yToJyjNYj29ur5hcX5FyZN3DdG5IjrPrsPTg1gB7TU5IoujrYvduxQk03Q3nuMx682dpaZyup2a93/XCV5KRv8v0vA10xiB7Ur3yiRPGpYimuSWQl3o8j6TrSr9vWk4pIy8uOfJ5L8rxby/rW6GEFeXC6AmgFXn4y2eREZZ9uDmb0exMhwgCohzaGCMQHUJK0mkQ7bzuapMwpaQYz6vQthZaZDfw6RDWrNvPTTkwdupts7fM6Yw7uGeZOk786OQGlwxA1hq9IkarWYr3Yu5ckb23w2YIR/nQrsIfaQdpEibziQrboDUlRN46wMDqcLNp6tqlLyTw1cnpYGX7B6GEFuXC6AmgHTkFO1TFclZnZmtKvgxYRBkBNtDBEID6AsgSleaWS++y87GiSZaAitcZLf3CXbK3kCt69OrupIpfHjd87esyxPLJDfMbN+Vw1SUyojdixZ86QzZ/bcmRnJ5xuoBF6Zs5OousF8fliy4sSKQq/rIR7ZNM6Gwa09qCkhzXj6QuyLiqP1gGUDAkB3YbTFUArCFiFZPOcixiaGNLvTYQIA6Ae2hgiEB9AWdzCrGKJXQx7T1uaVMdR0YyS19fJRhVXsG3fw18FCXFm5IbBU69UydaK0fNu5mZE/UtDLcXPun8xjuR5366tHGjWKwa1h5FTgCNBiGe6S3OpmyhRkB/1mKzvyKuNnxkVr8Mk72HV92/rRfvZKkDjcLoCaAcBj8UlP0LPUJ92N8OIMABqooUhAvEBlMUvziqUHOZp4+lIl39PCjKJ7MS7z8mLjT9o2L0+JW+XyoQFd5d+vYhk/dxybs19zekVW0Cbsd7eJUskGvi1oqSLCaAmDJ0CnCQziUWZRZTNmsCKDyM7/Y0DWrlTcfpz0568kuyFq8yzLTVDQkC34XQF0BJCeZPi8Ln0mzcHEQZAXbQvRCA+gLL4RelFkvvsfexpMriZikxiafwjsnGeFXw/C7KleMAnP+Ps9AEbY+Uf6FzfmS5/cdB+wpKkN2Tz2tr5OiGRCBqjb+3lYUo8FuvfKUgp4FH04wV5r55mkTzv2caXii4jXsq1s2TF7lQNCQHdhtMVQEvoGZnLGTzEKeFQVlxPEUQYAHXRvhCB+ABK4xdlVFmH1ynAkS55LeUzidycmFRFblFNA9tRsjpRpVdO+HvMiP2ZChzJsLQ3U3CwKS/p8NSx21+zRX8aj2E7/pxWD289kMTNTSSdldOqjhVNZi+AWsnQuawoMbHyrtKsHJaQoGSWFFbio0SSpw39glyVn0qCl7R/6vwwsjJK72B/c6VfBnQeTlcALaFnbCHnirskK4+jnrYoDBEGQF20L0QgPoDSeEUZkjWJNr5uZnSpMaUgk5jxOkOR4zxaepkq/WKVlD77ZdCkiyUKHWvhaKVg6rY0YtO3e669r7H0mLuJ4tSnQiw/P15Mr9JskCRvzl8jMyO6vMGhNjJyqieZSSQK0gp5BBVdWIKCmOdk/TceLbyVjvSc2J3fTLlIOvmtSb1W7pj7FuTB6QqgNYwd3K1FH1YkR+Qk5nIJ2ozqIhBhANRJ20IE4gMoj5ufJZntcgpwpM0/qPKZRF5+Ctl7+iND7yYu1P3W/Ixz03stljs94kd6BopVJAoyzq/a9WGoduD0yU0pTX2CzhDKmfOXoYdEImiQnqWnpznxSOyTpyC1QBQvKbi6Yic/eUf22p5BSq5uJSx6sLLf9Fts8qO8g30Rn0EunK4AWsPQsa4jeZog+Ukym6hLlzQBgQgDoE7aFiIQH0Bp/KLMKtMkOtWlzeBmCjKJAg5TzkpK7znVd6Vs3Wbmi80DBv6Zqvg3sApZisybUPLo5wX/lt99G3ScN8KPNv9KQC8MA2PSNw67mI2yUtAgI8ey4c1i67gVpFI0USIr+SVZFbpTA3dTZRLp3KSDY3v/9FLeYWYNWlAwJAR0Hk5XAK1h5BrkY0DEknxUFUQ+Sed29qfP1TkiDID6aFuIQHwApfGK0iWnSbTzp8/gZuUziUKuvCXZy9m421AzdRw/8/yMnvNDZc+DUKd7P+PLp8VG9rELiuQ3khOzZ+aWD99m2Wf+V64KzqwItY6esSVpWrwgJV/0MYewDZpSvnqzWCaxKC1PoUgtDyfjVTJZMbhTPeean/mC7Kvfdh95Ikf+kT4hfuhhBblwugJoD4ZFvfa+xBWylQOi/n2UN9ffiS43UYgwAGqkZSEC8QGUxy9Ik8wkugZSOMxXWUpn9xgGJsai96vcEiwrV2sKMonC0uebBgz4I1nmAZY9fr+8Jnfw5dPiu5MjktmD7MlmPeS+3Ttp4cMPlYseE77rak+LKAR0ZGDlYkX2fNbrd8XCdvTpL4DaRs/S09uSeFC5Hl5YkF7IJ2yV7h/hZkSTTfrCsPOoaZ+RIO/O8i96bn6tyLGWjZo506TLGegMpyuAFjHy7BRsR7zJlX0E//4/d7KHDnCkyfUVIgyAOmlXiEB8AOVxciRXeTXyrF/zwc1CPpevZ2hA3ftD+eyeoa2rNUHkyztM31Bf6Vaz4/4c/tmCuzKnAzBoueLqkcl1337HlHwm8f6bImFTY5kt4MTuGjf75ocfzGi9cEYzKlZlBxrjc3g1HoGsZ+nuakoQVU6zCtE3YpnDnHAOgaYYuTZ2JY5EV95VPrxZ6Uwir7BK55jYC5ub1ugleBmXFnbvtfF5xTQU5gRBsp6WTztM+gIKwOkKUHNCZuKtfb/tPnrx9qOo5EIuQZjaezcM/qLf4FHjBoe4qmJJQoumgzqY/X2GZPUA1tVfz6f2G+NGj1FDiDAAaqVVIQLxAZTGL0jOlhjO7xLoVs2PXyEz4eqeLTv2n7j0MOn9qWLq2rxb/xGTZk7qFWChZHqOikyih40CmUTifd2iEq3lpRyf2Gn8mTyZB/hOPXt+aWsrBpPLqjKDguDR4Qf5A3vbSn19YWHY8j6f5iu1HrR8mDc1I7FBcxh6hqQBurCsQqumjMvyNGfiZD6fdeVcDCukKWUzgwJUj5FzoJcBEV05EuYllY25V/7ej0EaxdlFRdzqRnphyas/xnWfeDSlYo//1N+/vj51XbSs77Bp3MQRMRoUgNMVoEZ4mTd+Hj106UWxkhpmTsLjf3eKvpYt6v3TgT+/7eRI9d26ddsxn5udOUuSJ+DdWv175NAfg6i9wBKyEi/t+dd82NQO9nrV+T5EGAC10qoQgfgAyuLmJkqW4FZvcLOg8PG2Mf1mnRIbz8tMfXJ2u+jrp66rThxe3MlBiU9y5U8uY4829YyIBNnzFpYrySkREPY1bSk/69KczoP2pcg8wH/SyRtbejqV/XyGoUnV36r4wrarWT0HOVV5+wuZUTuG9fo5qmJHvdlLu9rRoSgalKJnbEGaNMmLepPH72ReszPS2KN1PWMiTvZiWQn/7IlY+muweY1+OoDSTD2buBKXK68Zl5eQzhIS5srGNj0TKxOy3s/4BwnswfYKX8AJS6MPzx34zc4Xn/L65t1+/++HgGUHSL7LFz2soBCcrgA1IMi9Pq9d162xso9IOb/4sxbRx+7tGehG6U0qw77zjP62Zw/IrhogiNifp+8dd2OaL0UD9oTM+P82zJ667Ow7wva286tDA+sofmGICAOgXtoUIhAfQGm83ASJTKJDAx8LRbPZwpKna7sHL3kga6L8nGvLP+uQfyNs/We21epDq4SCKwDLRl38iUuv5ByVHZfNJTxrlLfhJJ34X5eBe2Re0ugHLbh4ec3nH7tGy9+4klgXZy252nVnd7vKfylBQfiWIZ/PvfRpQXnbYRtmNEIpmQ7Qt3KxE50RsusOX5wOz5/gXsPpMC0afh5AXIiUfUDqzoX75l2fUsPiVl5BWq683DwACWPXpm4EUTmTSGS9zeYR9speWBnaeduTXRglnTj6anWL5ooEUV526NbJI+adFFseq8Hcc4cn+ZTuiSEZEmLftHGNe6WgVsHpClB9xfe/H0WWRvwg6e8hfQKe3l3cmNL7VOv2C6bVPbA6huQQXujMoRva3/yuibJzyHAz7/+9av5320M/rFqQd2zMuF6tz47xVPTSDREGQN20J0QgPoCyhMzM5CLxXR4tPRVNVJWErxwoO434weuNQ+Z+8Xpvd+kDd+WiIJNo6PF5T0/i1Tvyo5IfvMwTNHepbsZTWBq1e0SnyaezZB1g2mH1jXPftbH+9IP1jKVlEgkibc+A/q4nDy/t5lJ2Ly0sibu4de7ExWcr1zkyWn+/qnv1RjYAXRm7NqxDXJVdxsq6svlsyldj3WsUYA3cu3zpQ0TGyz6Ce2fm8I0hVxc0qdbCK4LCqPM716/95c8wskl6AeRhWPo1cSLuVT6N3vfm1FM2k2jk2tRDIkUpLnHrt/un/jfBm+yFhOzkmzu/X7Bk7+Nisf2+k89dX9fZTq/0zVPZ71zRYSE+6GEFReB0Bai2grub/iI7pT8RPFk2cfeQOzP9qJzP36TxzJ/6bBl0tpjkGP6jRZ2H2t45PKlhzda2EzITbuxdt/KH329niO136vpli+rcdiPCAKid1oQIxAdQFi9Xcr0V6wYN7BQ7AwVppxdvkT0T2yeZf33315LOc/xr9EFOxagEk0bfjPTZ8BNJVkVE+PCf6xkjRlQrlcjLuPbDgD6rQmXOhuD69e+X/pkcKD5gT3pNYpni26u6u/7q36aFn0nWi7BnKZJJ2gZLd0yq2Z8R6MfEO6Su/tYU2UWJ3FsLvj3bc1//agxk+cS4/pChPmvWkJ303HsL2/dinjq8uGsduScVL//19aN//7n3r8MP0mvQGgBJJl6tvYidlTOJOW8z2QShbAetnm2Tjj5EKMmZz7o2sccs24sbB3hLCcT8ophrf2/8YeWOu9mST7mPOnbr1y/L3o7C0sSXGVW/9yPn5o1qXIUPtQtOV4DqYr299pDsFl2M4MGaXx6N/z2Eyrlc9Jz6bl7f6eLUW6RDM3LPTWka/HTvgXUjAi0Vf4fx8qKuHtixZcvOi7GS89OYtf3u1Kkfutepzn0RIgyA+mlLiEB8AGVxqwxu9mzpoVhJoiDr+q7rCg5wjNh7JnH6vBrlwCiZ38S44Zj/NftpfgTpQZyrK7c97b+6uYI3sryMaz8OG7jyhsylXBx6/HzmwLyQqnlZPXMnR2OCkDWHXV7sg6tSB234Lfjz2yAk7nUGw7Zln4bETZIRyETOoQFd7E5f2dTHrfrvHeOG42Y0WzOX/KQvurXic4/9X86aM2V4n05N3S0qnaxCblFm4puXz58+unvt0oV/b0QXyf4xANWmZ1M/yJF4VKmaW5AZn8slbJXtKzEO6NvLZc32NLJjon8f6HMqZOSYwd3bNvJ2NNfjFGWnxL6MuH/z4vkrLyWnDi7DqD/15JUt/dzLG8dJfZ5EsrK6b4gPZqAAxeB0Bagmbo7knQup9KO7wteHdLKgsgmGPuP2bDzSePpNFulhvOc7RjU+uGnYvPnTR/dt62Uu64ZZwEx7df/OzWv/nTpy9HqstOIE4+azDp38ub9XtdckQ4QB0AAtCRGID6AkTrbE57F53UZOiiXvWG9vvxbIP6xczI03TA1mEglD/wkbJ67vvJskKy4S89PQZd0frO8kLzsuLIk5/eP4MWvvyBz3b/3ZilNHlnSW8ac0cgpwIogk+c2urP53B5a1VnYlbKATA8/eIxvNXfiS7Bhh1Pa+Xpf7f7dwypCebQPqWBnrCfkcZlFeZmpycnLi25g3r1+9fBH57FVpj0N31rUSyzMb+o1Z+83qL/blyGkGL/bfDf8TfZXluG0dLI0JHpvFLC4sIZu2wLDF/N97/TfhB9K2A5AxLitK3F15Xojs2CwuofwoNNOmE8f6bv/prZzD0sP2rw3br8gPtPzsp8unFra1qfhgYCU/S5V9uGvL+tboYQUF4XQFqB6GvkG1Ttnc25fi2J2aVjsJR8rIf8rhI4+a9f2b9B68TGHEoe9HHPqeMHZt3KZFYIC3m4OVmSHBLi0uLi7MSU2Ii415E51cQHI/Zd3hu/37V3zpWbNfABEGQBO0I0QgPoBSeDmxqeL5Au9gXwVzw/zibIVHFxDs/AJ2dRcSL0fRmmsM6w4rfx14fPBxsrWUCCJm4+ed+cdOr+0nrYq3DC/74V/fz/72t3uyf45Lj5V/711UPtmhdEYujVyql0k0aLP+xPdtLJFH1C2GfsPndVo67pacqUb5MadWTzi1mvQY53b8Kl0+DNuuP2/vd2boaZKZbsUISvIyZU+8W8Ft4I6Lf03yfVaw6IeXsuYHjf5n7SZB15CQ4Bb+9kYKn7e8wsSIu0+rFMlXVhwbejfSI7ihu2WNJ+gVsDJjwu9EktY0FEaHPYzxaludxkM16ds2CHIkwiudQtlxWRzlhzcThEng/1b12DTyIlPpnySKvYGT95/ePMSv8icCN+tVgux10YnU/WN7pbYPEZ39wW3bNA9wNMY5BCRwuoK2EnKKstNTU1JSU0X/KVOxIdpKySK/R0j/ra3DYbdKXF1dP224OloZybq/fL9e12FFL2xEkp+8YxIUZxJFH2HOfXbc3F3QbuJp0ouWCuzUyNuir2q9hnHgmM17N0xspeCsU1IhwgBohFaECMQHUAYnI0p80jPLRs2cFawI0bdwsiQImTMEijOxs63hyUFRJlHUXpcBu07MeNzlV/LpEnnPtvT3Pdtr7nezx/Xv2ODDKS3kFCQ9u37ywD//7D8dQVLiZd9pwc7dK76uK2f2VD3bwNauxEOSHL24OiMPn5zdENW/ukffffC6WT+0+YX8nFTi57sM3HV4UkSvXYnyj1WMe78Nx/6Y1Vb0kSX079JAb3eWjE6yvKub51/dXLZlVKdR2+CQkHaij4mQkJZ1JVJzQnbWm/Cwu3fu3L5z587dh/Fy7w1Kry/4oskCgjB3b9KqdevWrVq1btOmVYtGnlYkkULIzo59+ujhgwcP3v/vUWwuSaF9uYJ/Z3T6d4bohqVJuw4dOrRv3659u7aNPWqevQQpTHzb+xF7KmUSeRkJeTzCRvmgr+866Nf1uxpNv63cAuOmrWYfOLKmf5WRF+xk0umjibxXN0+Ivna9f2DgWL9NcNu2HfpMnd7fj+oozst9eePfCxevXLn54FViakZOCa/sFS3r+NRv2qbjF/2GDvuyRR1cl9Hd/9u7E7gas/+B4/e2b0p7KUVZKmuJkJQ9shuh7LsYM5bBGGYIY2dE9n37D2NnLGMZ68+aJbKHKCKD0L79s3fb7o263eXzfj2v19xz7n3qmevpOd/zfc45j4Kfrulv75/eu2vf0TMhFy+F3o58/iou+cMFWE1L39iytI2NbdnyjpWrVqte3bmGi2MpXa6yMig99treHcduPRJJGD6Ojs2ngyiJhBdRdzO3PNZ4Udc3F00wWpev17ZldUNV9bKtuzj8/OtNiX9PyotncemCkoU/8kWrQt8/z+oObuG/4pbYqKKgSroNmB40pXct429uERX8CvMOTSFkkxxcIhT5+kD4UdQy4iNviebJM3t2ki7Ep23vWUlt8dNUiT5csVGFrxxoUmiZxHcJvAYzD2945eW/TsxjnDPu7509IHMTqJYwMddXeRP97E3ej8X4yLDu90FLJvtV1pckVNGyb1RNc8FjiWIwvcbzDi3tUKoQvwfIEN2a49eN2Flv9p0i+vmqps2D/l0f79l1fQFn0+dk0Xj0/ODxHSp8fH6Q0KCyZ1nBcbHPXEqODju+PXNblnnet97/dGcz/U/vpD3Z2NrJf2+eK43mKy4y9Gjmtm35h6JR87Whu7tZ5WwEkq5Nrldz/IX8FyrJU9Lj0CObMrfgdwUVx5FnQ2a6slRpYVEpWam2teBM5JeaJ2HRyYKyhXGxez+t5EKtdqsjxX82N6rl2k9aNH9k41K53FlLjw2/LflZmxpz89Sum6eOJbcc2M7+6w4mF2mvQrfNnzlz3vrzOW9tpb6JvnM+czuwfvbwkrX6z1w8o7czs0dkmoKerqkxp1dMGBO48Hjut01TE18/vR+WuZ0/tnfzp0rTxvNP/T2kvMa3/m4UquR7awb3nCUmdC5sKa+fPsjcblz8XGMR4BQe7KYj0HAcuuT7FZ7zJb5Hmp6WUejd+I807bosC6nm8WOXActDvzGx+klJ1+5jA38b7G33dc90zYWCXmEENIWQfbJ/iVDE6wPhh3SkPLsVLdK4GlarZippL05o0nCQt86RPRKMShS6DWhj85W9w8LNoGmW9Vt5zsSq/XfT/ifJ8yPS3jx/LPZzVg2GjJswupeHteT3u4SGdbq5q+07IjYNa+gTfGLzoErkLhSXUN/99/2r7tfutS2vicLif4SN9+g5w6rmdZZolvVffalMtd6dftqV732hvH++dYNBY34b29fTSmRykKZNvWq6gnAJpkPnJSX2ydelEXN6EfUiOdeOQnrCs8dfmUbM8aOin8VLvDQsJKBVxr286h+RX+7TPAuLiMuoUzihkapl26Vndum3/C7ocsFutOq79p02b0q/unmuGJwUlf8d1lzZuZctpOt42quLa8b0H7okRPRPT8e0tLlOSkxEtMiMwlfnlvZz2XtkzdFV3e0Le24fCpHCna4pkbtHt+s090KuM6ZUVQVpedye/S/N/JsfugSFJzSoP+Pg8iiPvtvyX/38E009zSLMIAl1nXosC/HpvWzs8PHLzohbmjofJat/N+iHYUO61ClV6OPnFO4KQ1MI+SHzlwjFuj4QfkhP8tPropOb7d0lXSVR8O4Z5y2n/lx1z/hQcR+0+X5WV9uvzQgW+lg8NfOmU4/fb7v4xz4j14d9U4rB3NW337DRP/i6mBT4IFXMWoztZnpkVX7JI53ao7Zsndw8txQ/FIqGXc8/L5mN7+I//UTBEmsGlX269e4/sJdPpZL5j8hWNXYfueNOhwPzx4+bviFE0oce6tp7te/i37NnZy97vdyCcN3KnX3rRYRKvLaGilFlQ8bW4gthCYd6ZQT/ZhnXGhX6OLmzaWHF+epWreadvdc6aPSIwA1XxN87MqnZJWDo0IEd3SzzD9FUzRqPmW4dX5AhLplhpI9lIUybSPvvxLRObcYdzrJOr45zz8DAkT2bVTJ+31QkPzu3Zkz3AauyTqSJ/L8ejY1KXwxqIO5hYihOCnS6pkZt7uXWaYPIWABDt54jf+jVrmHNiuba787D9MSY2+f+PbB786olW7P879rWrsCK0JCAVvk+m8McgwJ6jNx8V9wtPm0zE62iPqvUTOoMWnq6z6SzmxYtXLF207H7ko8+0rar36GTX9funRs7GBTh7DoFusLQFEL+yPglQlGuD4Qf0pT+JuKeyLJkpeo4Gxfk306r8k+bFxyrMeRQPsOS1Fwnbp3i/vX/NEWSeVA1dhu87mrPiQdXzJo5f+2huwUZVqViWbNdZz8/P98WNUp9fWgiNPCaurLvoVbLc51zqlnJf/qiWQEeFmQRlYS6VYtpRx/22LVg+pzFG088zOcRLHqlq9d29/Bs2KR5i8bOVtqSh0NC7bLeo9Z7jwi+dXT3nn+OHD9z+cadexHRsZ+H8qnpGluUKv1uyYjqNWvX82zoWd1aJ98fr1qq48oTHSU+gJz72wy6mDHo6/eXiHbNoKiMoCL+JfhKmjb1qouMa318JTKxcBfG17BqNHL95aFzL/+zbcfewyfPXb5+N+JJ7PubrplnvJmZmVV5l3oNGjVq1LC+i61kC2FqlGnz/ag2hXiMksl4e3Vxj2YB27I8BtCgQeDOTT97Zp1JoGFWq9+yo4ZvHDtuyXpf4kFwvxl9rk11Zrld2aYQp2vynYWduorE8UYt5x/aEOAssviLipapQ33fzG3oxNtbxvp1mxfyrlulXsHtK59QKy/0m+1MKKqJtkVHy3lmRMbM4j6K7FSN6w7bdN1v6LJfho5acTGfQN60nKmUomkNc7duEzK35S/vnj9x/MTJU+dDb4Xfu/8g8llsQurHf3ehZkkLa5sy5RyrOddw82jY2NPZWldamS1FuMLQFEKOyfQlQv6vD4Qf0pUcfUNkXoCak1cBhiS+p1kxYMdZzf5t+m3Mdbm0Uq1mb1/7o6veN6R4i24Mk1DXrunQhU2HLoh7FHJo7z8nQq6GhYXduBv5PPZNXNL7ka+qWvqGRoaGhsZmNg7ONd9zda5okX96RVKq5i0XXTxTK3DSwq1HrzyOy7x8aJS0rVKngXf77n39vMoU2vIokBcqJRzb/ry67c/LX0eEnrtw9faDqJjY+OQMNW0d3RJGFta2tnblnRzLmmh92+mnalCxUdfMbUQhHTXwDXQdmzgItoZ8LidF3IhJ8TEo9E6fhmn1lgMyt8L+uVKTERc6r03dYUeydJYtOq05uSbXiVqqFq0DR1TYMv521srwFQtDxi1z1y3qI8W3k+vTNf3ZrhFjT2W9G1Zq0Lb1g53184pphDoVOk6Zs2et59qXAkGZuuU5RVEQ6ubuAcvPde43v0/7YTtyXxJLxa5maSl3ENUNy9Vtnbn1lu6vlZAcX2FoCqEYZPgSIb/XB8IPaUt8FCrS6tp7ORV87KBQt1LfDWHNB6wLXrph+8Fzt57FZwi0TMq7NmrTpe/gXo3KaH9jRqzoZ0Oq6Jau2WZATekPMRGombj1C9rTjwFTyEpN39alceZW3McBFDlVkxoe1oKQL6s8R12JShKUYzC2qMRbi77zEOk76TSa/+/qvNd70rBt6Gk2/vazrHUxp08/SXHnu0WRSovcNnO3yOgwhyE/1DUQEwhqWFayFAheCrQda1qx2jkKTNXI7cfNZy27OXfe9Dznu2XrOTJnTSHQFALIC+GHtCU/vhyeNXFr4FLH+iu/Q02r+n1/z9wK5bhEsa4aACgobfsGVTT/iPy8XMyrW+Gv0z1zXZdTWaW/ODzSe/D+rCuRmHb9v42DHPKbQaCqZ6YnEIh0nwRvn71JEwjoPqEIZbw8+9dFkZqSrnWtxZ506qYO1mqC66ll6trrFNmxQbGpW3eYPtFl0+CL2d8w9mhqx5w1+UdTCCBvhB9Sl/DgvMgifZWaOcrgd0gmEQAUVYlqPk6CfZc+l6MuRyYJSvG4+k/SoncE+AY/yFpl2n313JZm+a9Qk/rq0cvsdSUs9ItwNX8gU1LkhfBUkRodI0kWhNG2a+DlcO9NMw8r+vf4WmrGDuVLCC5me1hACS/fKjLYuUHB0BQCyA/hh7QlP7l8N+uji8s1cTWSwYEgZBIBQFGpmddpZCO49PBT+fGFm7HptQrwKCGFlv5sz499N4k8bV2n+R9Tm5mI+X6S7h08lb37ZFa3tiVhEopW2uvobHmcF+HRmZGmuHsDmpXHHLwxpsgOC8oh5c2LhOx1Bj7965ZkbrOcoykEkD/CD2lLjDj/MEuxpJuXrSwO/yeTCAAKS6tck1p6sx6+/VQOP3kvsbsFQ0gyZbz538TBm0S7QRV/mt6hlLjxFG/OLlie/SFoNl37OfOtoqgJVbIlbRKPLj301KejOTcHUNQSH5y6lZqtrnTv4fUMiuVoUGhoCgGIRfghXSlPr96J/1IUVmkui3ObySQCgCLTq9KqmnDLqYyPxWchV/9Lq6vD5CNByr1VwxdFiVRpNv1tYCVxt/ziQmYMWhotWqffdtZPzswZR1FTN7E3Fgj+y1oVt6df31XOW/qUk8V71VAgiTf+3PxQtEqt3i8/kDaSdzSFAMQi/JCyxIhzEVmKji1ryeLcZjKJAKDIVEzqtnUSnAr7VA4/fjdhQGm94jwkmfD23Kyp5zNEqox8R/lY5N9Qpzza3L/l5OuilZY91i1ub0FyFkVOw8bT3URwW/T5ubF7+tZq83Lfn8PdSspkmAlFkPZk+/jgCNG6CqOCutvSi5BzNIUAxCP8kK7kyLOhb78UrZs2FP94m2JBDAAACkzdupGPrSDsUx8wNvTS09QGekp+6c/478is9dlGU1j4Dqqtn88+6a8vLezR4vsdoruZtFl6dHFrczpPkAZd1yF97FZNv5et+uWBn2pX/Gf8iiU/+5TVZtE6FLaUhxsHDvw7TqTO7scVo6sz/EzO0RQCkAjhhzRlvL525O6Xor67TwUZbW6VvDsJAApOq3wLL6MZaz6tpn7vxN344fb59RMUX/rzI8F734rWmbfpVk03j89nJDzYP2twv1/3ZpsCVmPY5h3TWltrFM1RAjloVx+9PODPhgsjcrzz7OCkVnbLGo/+Y+7YjpX1GR6AwpIavXdYk+67XotUVhm/aZK7Pt1GOUdTCEBChB9SlHD33+tpn0tqru2qlSjGo8kPmUQAUGi6VTt66KzZ+XHl3viws5HJzZyUOeTPeHly1bFk0TqDhh2r5LLgV9qr638vmz11+soz/4m+Yd1i4vKlY5pZKfP3iGKgYthg1r4Fd92G/PMml3ejD03vXCVoiv+kudOGNLJm7SJ8o/RX5+f3avPjjicitUbt1+0Z76pHHlHe0RQCkBjhh9SkxoSczjLq29m3jpGsNrhkEgFAoQlL1vJ3V995MOVDMfzw5VfjncxktVGSgreX//pfkmiVqkubql8Wj0x9/TD05D97dm7b/Oe+sNfZ9jar2/eXKRMHepWi54Rioe0YsOO8Xv/mPdffz/X9hKsbRjbeMM9nwtLFP3szTAhfJ/31tU2Bg4fMPv5CtN7AO+jYOn8b2VyxCQVCUwigIAg/pCPuxqHbX0qVOja0lNmFI8gkAoBiExq7+7sJD578sKp6+tUDN+L9zPKavqT4ku4fORubrU47/eziiRdjHt2/c+tG2JVrj97m3E27XJNuffsP7NvW2ZiGE8VKqF2xx9qrbi3GdO+34Hxc7p959PeE5vbbBqzcPMevoo4S3zdAgaXEXNy6YOqkGVuuJ2Z/y8p3+aHVvR1YDUsh0BQCKCDCDylIenD8Svznkn17bxm+d0crAAAKTsW8gX8NwckLH0ovzxyPSPZU2vnNGa9vnMxxM/Xtsbm/Hsvlw2pmlep5NfJu1batj0dFQxpMyAyhrkOX+ae9+2ycNGLU3CPRuX4mOXRJ16ohNw4eCKxvxNJFECMl5tLfG9euXrFy59Xsw8/eMfCasOOvcV4mMjs0AgVDUwjgaxB+FK3U6FMHvlybrXxalZPhyeK0BgCg6FRLefesIbgQ8qF0++/TMWOdrJS0Q5j0+PLDjOyVpWp4Ohpra2np6BuZmVtYlCptX9HJyamSo52pNiEQZJaqYfVucw77jji2bOLoX5edfZnLR5IvTGnc0iDk8E9VZPTBf5ARSTfnfdduSvYHc35g0WLqn6tGeprRZ1AgNIUAvhrhR1HJeHl2W+jnkmWbLpVk+esjKgAAhadm3bK365CQj6MSr2wLie1tJbPr9xatlOfhz7PXOY/bdniQjZKmViHvNK08hyw93XPYX4GDh8z8NybH+ymnR/lOaRQy2SWXBykA+TP1HD5v4cTOTjxgRdHQFAL4RoQfhe/tle3nUz8VzNv4V5Xp745MIgAoPjUrn96ugy98SCUmnt1+La51fT0x+yimlFdPcyz9pG2gxXgLyDWhnqPvjEPefkv7tRm0+WH2d2/OHLU14EC3UqQIIDHj2r1/Cfx1YGNblkVUSDSFAAoD4UdhSri158TnBUbM2nStJtOJRDKJAKAM1Kxb9q89+MKZ97OZ/vtny/WE+rVkecB8UclIiU/OUammqUZfGfJPRb/6wI0X7Ep5Nvvjhug7yf8uPfTMv7slaQKIo1bao+uAwUP6t69hKrurvONb0RQCKDyEH4Uj+eHBA1GfChYdejrL+PMxySQCgDJQtWoZ4Kl25uj7MfOPd2+7NaNWda3iPqhiIFTNGc0kxyWnZ8ZBxXA0QCFTNW06c9/ya459DyVkrU6/eSw8obuljMekKD4qJV16jAuq2q5jc2cLTdJJio+mEEChIvz4ZikRuzfe/FSw7dbPWbZHJJJJBAAloWLuHdBY8+j+pHeFB9t33w+s7qh8D3AWauqXyGz4UkUqXzx8mSqwUL4vA4pJzbbLpN7jDwU/yVr5Kio2Na8dAIF66fa/Tirug4DU0BQCKHSEH98k9dHf6699KpTv1aOSzA/4IJMIAMpBxaRRgLfu/p1x7wq3N26/N9rRQfm6DOomdiYCQbRIXeTFh4kCJUyrQj5k/Le7k2vPM5Xnn93pJ9kEIR2HZlXVg5+kZKkSqggZaAbgI5pCAOIQfkhT6qO9a698KlQf5F9B9i/GZBIBQEkIjeoPaWe0c/2Ld4WbKzfcGjGpimZxH5S0adm6lREsEu0+xV84eDexmYvM3/uDckq8d/h/D15EpYU8TvazlOwsVdXRz/zTzhrKG1jqs+A5gI9oCgGIQ/ghRamRe1df+vhas+moLnZysFQxmUQAUBoGHj8FlFs/+e671+Fr1lz7ZVYNZeszqBi7epcXnLkjUvlo07qrgS41ZX09Eiil9FfXz75bgPvpjeikzP6/JLtkJMZEx4lWlXYprWx/6wDyRFMIQAzCDylKvrN+QcjH1yadR/tYyMOStWQSAUB5aFYaMNZzWu9j75YsebRu8bnfltUvUdzHJGUa9m07lJkw7YFIZeTiXzYP39uztMRtYvrra39NnXygwu9LesnDXUPIscR7J8Pf/Tc58s5/qQIDSc7Rt9f2hWWI1Ng2cTdnUACAT2gKAeSP8EN64i4GL/r0sBX7AcPd9Yv1aCRFJhEAlIiqVftf/Uc1WvM88/Wz9VP3Tq7XyVwebnsVIi2nPkNdpg2/KFKZeHCgf1CN/cOq6IhbzSXt5dXtQYG/TdtyPVEgKJHarvVfrYxZAQZFJu156MWY96+ir0cnC+zEx21pj3fN+OuFSFX5Ht0cGRMA4AuaQgD5IfyQmoyXx+ase/zhtXazwMGV5GTtKTKJAKBMhAb1xoystmbMu0V9E/dPWXu3/U8VlGwkgbp979kDZzVY/FikNunECDevyLUbJncon2sXKiPpycU96xYHBS0/HvWhxqjxpO2LW9B3QpFKCP8wJkAgiNkwZna37WM9jPO7u58RHxbcvf/+hKx1Jdr+HuAkJ2EpACmhKQSQD8IPaUmL2jF9++sPr8sO/b2dpbwM4iSTCADKRaPioKBB8zwXPcl8fXX27P8NWOypr1xdAKFB/d83/HCwwbxw0fqE83M7Vljq0KxTu8a1K9tZGGgKkuNfv3jy4M6NK+dOHD0aFvNlxoZt+9kbl/5QN9+gCvh2KdEhV2I/vo4/8Wt9+32DZ80Z1722Rc5n+mUkPjq6bNyQ4Wuvp2atNvdbtbCdso08BiAWTSGAPBF+SEt8yNwJxz98czo+U3+spl3MxyM5MokAoGSE+u7j57Rc22VPnEDwdNmoNaNPfq9sCxypGHrNOLThuYf/hsjsb8XdPLBy6oGVee9r4/PbwgVjWpTRUq70K4pHQvip+1nLsaeD+9UJ/sHeo0UTd+eKNqZ6qilxsc+j7l6/cv744UtP0rLtXrrzykPLO8jN7W0A0kRTCCAPhB/SkRa1ZWzww/cvha6T5rSzkKOvjEwiACgdVcv2s35z3jPqkkCQcS4w8Gi3VU1KKltnQKOM35orZVz6dx259X6G+I+/28OuWcDYiWO7u5kqWd4VxUjdzm+Eb+TizRdistbGh5/Ykrnlu6ex++DZC3/vVlWf8QAA8kJTCCA3hB9SER8ye/zhpPcvy41ePLBCzhGfMoxMIgAoIY2KAUt/XlFz6i2B4PnaCVsnN+ljXdyHJH2qRnWHb7npd3rDH7ODV28NeZrHxwwreXfw7dyth6+Hrbay5VtR3LTLdwzc1HHCyojTuzZt2rJ994EzD+Ly3UHTqkbT1t/59+rZ1tVCk/MVgDg0hQByIPyQiiNTlnwYkGjZb8loF51iPpoCIpMIAEpJt8bYtaP+cptxV2BQpqxBcR9N8dGwqNNr2pZe01Je3rty4VLYnQePn7+OTxFqlShpZG5TsVqNGpVtDWgqUbxUdG3du4zK3IIykl/cv3bl2s17D588ffE6ISklXUVdU6eEobGZZWm78g5OjmWMNAjgARQQTSGAnAg/ipiVg6lgV4TArOfKqV5yNz2MNgEAlJNQr+a4tSO21F3o6Ftdr7gPpvipG9q5Nsncivs4gPwINYzsXBpkbsV9IAAUEU0hgNwQfhSJCq2amM7Y4b1yZlNj+ZsMTiYRAJSVsETt39ZNTH7iJnd3wQAAAABAbulW6dJrVLuRzU3kL49IJhEAlJmwRN3x8zKEJBIBAAAAQGoMGkybJpTTjhiZRABQavLafAEAAACAvJLjfhiZRAAAAAAAAADikUkEAAAAAAAAIB6ZRAAAAAAAAADikUkEAAAAAAAAIB6ZRAAAAAAAAADikUkEAAAAAAAAIB6ZRAAAAAAAAADikUkEAAAAAAAAIB6ZRAAAAAAAAADikUkEAAAAAAAAIB6ZRAAAAAAAAADikUkEAAAAAAAAIB6ZRAAAAAAAAADikUkEAAAAAAAAIB6ZRAAAAAAAAADikUkEAAAAAAAAIB6ZRAAAAAAAAADikUkEAAAAAAAAIB6ZRAAAAAAAAADikUkEAAAAAAAAIB6ZRAAAAAAAAADikUkEAAAAAAAAIB6ZRAAAAAAAAADikUkEAAAAAAAAIB6ZRAAAAAAAAADikUkEAAAAAAAAIB6ZRAAAAAAAAADi/T9uZ66yqmDncQAAAABJRU5ErkJggg==" width="214" /> <span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;">The decline angle of a spike is characterized by
<img align="absmiddle" height="21" name="Object37" src="data:image/png;base64,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" width="29" /><img align="absmiddle" height="21" name="Object38" src="data:image/png;base64,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" width="29" />and<img align="absmiddle" height="18" name="Object39" src="data:image/png;base64,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" width="25" />
where
<img align="absmiddle" height="21" name="Object40" src="data:image/png;base64,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" width="23" />and<img align="absmiddle" height="21" name="Object41" src="data:image/png;base64,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" width="24" />are
the abscissae of the beginning and end of the spike’s decline
segment, respectively, when the wavelet coefficients decrease. If
<img align="absmiddle" height="25" name="Object42" src="data:image/png;base64,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" width="36" />and
<img align="absmiddle" height="25" name="Object43" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAqYAAAIDCAIAAABZyEuVAAByEklEQVR4nOzdB0BT1/oA8BtGkL333iBLBGS6V91VW21dtdVatVqtVuuoe2ufu1atrdvWOuqqu1oHqIigyN5TQNkrO3lBWstIQgIn4Z6b7/f4v/fnJh4ChPvd79xzvk9NIBAQAAAAAKA6tc5+AQAAAABQBAj5AAAAgFKAkA8AAAAoBQj5AAAAgFKAkA8AAAAoBQj5AAAAgFKAkA8AAAAoBQj5AAAAgFKAkA8AAAAoBQj5AAAAgFKAkA8AAAAoBQj5AAAAgFKAkA8AAAAoBQj5AAAAgFKAkA8AAAAoBQj5AAAAgFKAkA8AAAAoBQj5AAAAgFKAkA8AAAAoBQj5AAAAgFKAkA8AAAAoBQj5AAAAgFKAkA8AAAAoBQj5AAAAgFKAkA8AAAAoBQj5AAAAgFKAkA8AAAAoBQj5AAAAgFKAkA8AAAAoBQj5AAAAgFKAkA8AAAAoBQj5AAAAgFKAkA8AAAAoBQj5AAAAgFKAkA8AAAAoBQj5AADlxq0t52gZaap09usAcsGvL2doGGmrdvbrIAcI+QAAJcav+HvxgJWOZ+7MdYKzIRWxU3YMmcbee3N1kC6ts18LCcCbHACgtNhZv0wcuSO2xvdi7syvndU7++UA5Fhpp49EP84YNsPn+fEPrCDgwU8AAKCc+JUPlg/7/FqN8P+N/+V8zpxFrhDzqYaV+tuJDOH/vvnt49G+rneX+GkpeaoPIR8AoIw4ucenjPg+5Z/PEo6cz5r/rTvEfGphpfx2Kqvx/+VGLxv6pXfcoRFmSn1XH0I+AED5MJN2j59+uerd55YRPczhbEg56tbhYcZEdlnjZ6+OfPhh9/ibc900OvdVdSZ4kwMAlIyg7tnGcd884b47YDh+//reBko+5UtFKibvbdv3/uXxF6obP2fdnz9hZ7+H33p16dzX1Xkg5AMAlIqg6sHyD9cl/ndAa8iu74eZwh49SlK1HLNrx8Ab024xGj/nP1syYdt7j1f4aXbu6+osEPIBAEpEUHFn0Ue7sv87oBa+Zc9HNkp9f5fa1Owm79vys+dXUf/O6sSvnLBxaPS6AO1OfVmdBEI+AEB51EZv+PynoiYHfFfvnw6786hN3WX6D0v2+q9P+/dA0vqP1w6P3Ryso3z3ciDkAwCUBTNh5+f/a5LhE+Yzds9V3vu6ykPTd/72j34Y/lvFvwfSt362fXLsSm+lW8gHIR8AoBw4WT/PXPOyyQG1iLXLwvWUL9NTQirGg9avCf79qyf8f48kbVpw+rNrU5Ttlg6EfACAMuCXXvt2eSS3yRGrL7ZMsIdToJJQd/50x5dbwvYU/nuAeWvx2vujDvTVV6prPni/AwCUACtx7+KzVU0O0Pus/zZYp9NeD1A4naCvl/bYMyf63YGSn77aOy9muZcyze5DyAcAUB6/5OKy71ObHrGdvWWcrZJN6io7NYePlo9ZOup8zbsjCRu+OffplQlWyvNGgJAPAKA6RtyOJVfqmh4J+GZud6XcpKXUaMYDl35ue357/rsjjOur9yeNXeujNIk+hHwAALXxSy6v2N10nT6hOWzJRw5w8lNCmt2+XOi/fX7cf0fS927+++sTgw2V5I4+vOsBAJTGTv1l7TVG0yPGHy4cZAbV9pSSmv0HcyMWfPbw3cp9ouK3tb9v7P+FkizkVI7vEgCgpATVkdu2JzY7ZPXx7GC9Tno5oLOpWg6dM0Dj4U3WuyP8qE0/xE/Z2l0pSvBCyAcAUBev8NyaE6XNDjlMmean1UkvB3Q+FbOBc4bo3LxQ+9+h3P0bbi0+O9JECSb3IeQDACiLlfLz5nucZoccxo/3gHp7yoxm1PvLUYYXTlb8d6jmj41n84bOVILJfep/hwAAZVUXu+9AWvNDtmM+dIeIr+T0enw6xODkqcr/jgie7Dqe/tl3nvTOe1GKASEfAEBNgor7O08WNT9m9f74rkpxzxZIohc4eYDuqbM1TQ6l7D/wfMHOHlS/5QMhHwBASfziq/+7UNX8mMXIj70h4gNhnj+lr9bZS/VNDhUe2x255vhAitffhZAPAKAibu65HX+xmx8zHT7Rl+ppHJAGzTB0cgT90s2mb5CK87vu7BwwmtqL+CDkAwAoiJN97sCzFscMB0/wg5J7oAHNMGScP3HzSdNjjFv7br8e9ZE5lUs2QMgHAFAPO+P3QwktjmmEjPWDPjqgkap5r7FdiSdJTY+x7/54vfjDT6hcch9CPgCAclipvx5ObXnQ/4MgA0pP2gJZqNsOHG5PJOU2Pca7v/9K4aQZdtSN+RDyAQBUw0w6fiyz5cGuY3pClV3wny4uQ3sbbT1W3uzg4wOX8j+bQ90GDJT9xgAAyoqZdOp0bsuDVv1726h3xqsBZKXddVg3tWN3uM0Oxh69Vjhrlj1V83wI+QAAamGlnTuX1/KgZsBgN9ieB5qiGQYM8yDutFjzEXP05qsZn9tSNOZDyAcAUAo7448z2a2Oeg331e2EFwPITM2qZz8rIuFV86PRR28Xf/apNTVjPoR8AACVsLMu/pbe6qjDgGAzap7DQQdoug4K0Nz9qllrZULw+Mid159MtqTkwg8I+QAACuHk/flrSqujWt16O2p0wqsBJKfTdaAbcflF84O8R8cflk360JSK2zsg5AMAqINX9NdvLffjC7kN8IQaPKA1NfOgUHPiRUnzo5yoX2OqPhxi0DmvSa4g5AMAKENQ9uj3560PW4QFwrQ+EEXTpZ+X6v4SXvOjdfdOv6gd0puChZsg5AMAKKMq5vQTbqujql59XaBhLhCFpufTz4W407JuU/nt88mM3kHU2+MBIR8AQBV18Wfv17U+7BDmoUPF+7IAAbp1Dx8dIrW2xeHCq1cytwZ5U24BCIR8AABFMFMv3S5rfbiLZ7AN1qdufsWjfdvO5bDbfqYMVE37zF0wHKoTEZouPZ2Jsy9aHs64fK9ohTflyvBR7fsBACgrTsGd6/kijjtGuOK9do+Z9MvaTYfeIB41wHXON4iHxJKaWTc/I+JFecvjCRdiKmc7UK2VLoR8AAAl8MujrySLOK7jFWCJdS7LK0+MQx3vCcLU39sYljQ26OLU04k41irkc2L+eFn7QV+KFXCCkA8AoIS6l5fi+CKOO4Q64r12j5kV1bqaYIc5hWP+Y0FG1cgrwJyIKWl5vPLh1XRm3+7U+ilByAcAUAEz/fqjahHHtd19zLBO8gXMerqdmUb5axbKUS0DPQ0pWV6uHbrYBdkRB1qFfCLvxr3CTd2dKRUlKfXNAACUFbfowa1WvXQa2AfZ452n0YzfOxhXcpBX+yo1/vnzuLi4xv96kVnWejui9JxDHfD+sSCkYuDha0I8LW31QPLVuMr5zpS6nQ8hHwCAP0FV7JUkUQ9ouvpZYJ3k/0tVx6prmPBj6IR/DnCr85Nf/HMNIPzvmOc5NdKPZhPkoU+lSNYxwjTfnvi5dcjnvriRWv+BCd6LP5uDkA8AwB8j/fZLkUmvbQDmSb5Yanq2Pj2FHyMmCz/hl5zoZTE5Utp/q+Iaao/1vkW0VI08vQyJZxWtHngT+bCQE+5GiWvGRhDyAQDY4xY/jmx9L1ZIzc7Hgq7oV9MJmNlRmTI83S7YTReS/P9o2AbaEcdah3wi7Xpc5WI3CjXYgZAPAMBeTcLNNJEPWPraUq9oamv8yqRnxdI/Xd0t2A6S/CbUjN0ctYgX9a0e4MVfS64fb0qdqX0I+QAA3DEy7sSLXs9u5WutDEk+IysyS4an24e6asnttWBJw8bPiriQ0fqB8qePX3F6uVJmah9CPgAAc7w3MfcLRT5i7OmkqwRb0XhlCc9bLz4Tq4tHEN4ViNGjW3jbqhAZIuo6ZNxNrl3saqj4lyQfEPIBAJirT72TLvoRCy9LpUjys2VK8h3CXJThbocsaFp2XhbE3VetH2En3s9mjjSkyhpQCPkAALyxC6NftmyE1kjV0sWYMlOy4nFfP4+vlP7p2l0DlOJCSCZ0Kx9LghAR8on8hy/K+d2tKDJZBCEfAIC3urSHYgrSmrhYKMMEtjDJl6Uir2OYEyT5LanqO9prE89EtF4m0u6k139qpaPwlyQXEPIBAFhj5kYmi+kra+ZupgTpLKf4WaIMVXj0vLtTozgRWnRzT3OCEHV/pOJ5TDGntws1fmYQ8gEAOBNUJ0WJrLQrPL1ZOhkpwSmOkSlT2x3opyMS3dzdTHTIJ7IjsxgLIeQDAECnY2Q9zBCIfsjUTRnm9dmFMckM6Z9u5OtrCuf91mjats4GxGNRayLqkp8VsQfpUWLCCH71AACM8atS48QVoTFzw7uHnnTqM6JyZHi6U4QTJPmi0M09zAlC5DLInKgMBuEOIR8AADoXK+9prpiH6FZOhtQ/w7Hyo9PELGUQxczfy0hVfq8GY+omziYEkSrqIWZqTAF7mD4VYj71/yAAANTFr06PKxLzmKmbMizeq8t4LO6aRxSnMLiTLxpN08Jen4isEvVYzqPMOsKLCu8mCPkAAHyx8qJzxD1mpgwhn5n7KF1kC0HRLAO7GlBkhzly6iZOxgQhMuRzsp8XsUcaUuDtBCEfAIAtQU16nKjyKQ3Uze0NKD+FLahJixazX0EUmkuYAyT5YqgbO5mIWbNP5MfmMYmuEPIBAKDzsPJjcsQ9ZmBrSP3Fe8ycR+L2K4hi08NdjzqNYBFT0bGy1CQIkbsfGBkJrznv6eH/hoKQDwDAFiP/pdiesQY2BpQ/v/GrUp6KbigkkqpriL0SbFtsr8aZ/QKRj+U/y2MRFNibT/k/CQAAZbFLEvPF3shWhpDPzInKlOHpdiFuOpDki6VuYGsoLuRXp6aW8/rpYH+niPJ/EgAAymIVvhB3J5+gm1joUH2hGr8iKbZE+qfT3YNtIckXT014lSj2wYK4AhZhp6XAlyMXEPIBAJjiVaZnii0urwxJPiP7oSxJvn2oi7bcXgsVaJhY6wkTepGPvUnJrxcQWrhPklD+bwIAQFWswnixST5hYEv5kM8re/m8TPqnd/EItKbAmnM5UjOwMxQX8omipGI2YYL7LAnV/yYAAFQlqM9PEj+tbWBD+dJ7jCwZm+Y6Yz8vLV9qhg0z+2IqGxUlFLEJbwj5AADQGThv0orFblCjm5hrU/xWPvf185ciS8KLpt01wAr/FedypaZnZUATXkuKfLAuJ7OSN1AX8wV8EPIBAHjivE59LfZBA1slSPKjRNeNEc0p3ElTbq+FIugG5joEIWZ9SFGiMM23xfxnSPU/CgAARQnqCrMqxD5qSPnVe5yi2MRa6Z+u79PNnOI/kY5T1bPQFRvy36QWswgCQj4AACge5026+CSf0LXQw3wKti3CJF+WO/mQ5EtBVddcjyDErAnllmSXcwnMryTxfvUAAKXFljSvT2gbaVE75LMLniaLrA0rmrGfjwm1fyAoqOlZ6Il/9E1GKYdwwjto4v3qAQDKSlBXkC2y69lbWka6FD+51Wc+ypHh6cIkH/rptElF21Rf+L4RU9GxNOM1G/eZfYr/VQAAKIpTli1hT7q2iTa1c1pW/pNUtvRPN+vuZUjtHwgaqrpmOgQhZh8EpzingkvoYx01sX7xAAClxSnPFb94j9A2pvYWPUFt2mMx+8dFcg5zhCRfCqrCa0WxIb9xZt8B66iJ9YsHACgtTlme5JBP6aSWlfcknSf9062CPPUpfQmEiqrwjSP+0fLccrFdnDABIR8AgCFuZX6phJhH8Yl9QU3qk3zpn05zCXWAJF8akkM+o7ikXkDo4lxnH0I+AABD3IrccvGPqugYalI5q2XmPMoQW3iwNdse7ljHKcVR0TaSVJS4Mr+CQ5jj3KgAQj4AAEPcckkhX8tYh8rnNn5VSoz4hkKtqLqG2OFeG15BaHR9A+GPiiXm4Yq8Ci5BQMgHAABFEjBLiySUnqP46j1mdqRMTXND3HQgyZeOqlZDmi825OdXYH4zH0I+AAA/vJoSMT1O39Kh9K18fkVirPgWgq3Q3YNtIcmXkoqmvoRVD+w3RTV8Qg/jy0kI+QAA/PCqi8VUQn9Li9K192Tsp+MQCk1zpabSRU9SrZ3q4mouYY3xzD6EfAAAfrjCc6+Eh+naGtSdyeaVJTyXUIWoJU2PQBQxqjpq9YzNsfUdH+hfmr4LD6zrbUCy35NKF0lZPlFTUivD3kgSgpAPAMAPT3LI19ChYzz52gZG1kNZknzHMBRJPjPzwpHTl2Wp/tMWI+NF6iSL90RbE/tEzesaCPkAAKBQ/PrSco74h2l0LTr5ogki3NfPX4pvLtCKjleApXqHv2hDIYC8Do/SjBMpCwK2MbFf+7pKwvsOAxDyAQDY4VWXSLqVT9fRoHCSnxkpU9PcMBRNc5nZUbIUApCCmb+XEQnXW9DoOprClyUulRdUv6njERi3K4CQDwDADq++rE7Cw3Rt6oZ8TlFsooTtiS0Z+HQzQ3Ca56ua+LrqvkqXdKElA2OvoZ9P8CBhki9M8zV06MLrKnEPN87sQ8gHAACF4ddXSOoVr6FN3Xn9+syoHBme7hiOIskntANWXktbwSiMvX3l0qVLFy9de/Fa5qS/i33o0BEjRo4cMbS3lylpf0ENN4UkhHzhtSbWN/Mh5AMAsMOrr5C0dpzCWT678GmKpKudFoy7+RgjS0lpmtYBI74Qfqz5iVOW/OCqMPRfuvRnVI7k16MbOHHO1LEjhw8MstfBIDtWUdeStL+hvpLBV9hrkQMI+QB0Jm7x7b17bxeTsKSXikGPGQvGOJBzCzJfeOaV8DBdm7IL9uszHuXI8HTnCEcUSX4r6sae/SZ79ps4c8LG93qteMwW9zyzsT8/PPGZKymn8EWjCd88Eh5mQMgHALRb3bNdSzdcYXb2yxDFc/PUhZ39GsQQMKslTq9q6JB23riDWHlP0sTG19bMu3c1lNvFD78ics17/dZGi309NhNPPfjlY5JeNYqjQpeY5TMr60h4fS49CPkAdCJWfnQKKeM9Qeh4o9jcJR9tzOtTd2JfUJv+RJa98c7h8toIxy/7e/nAAZvjxF55OU0/f3/faGuyvoXEotG1JL1mAaOaKUzzsX17QcgHoBPVZzxGWd0EJSc0677kgs+sknj/mLLL91i5j9NlWD1mHeQhl3rwvDe3Fvd7b3uCuClumufcP+/uGGKOwa37VmjqmhKnJRgVDAj5AID2YOY+TiNpZQ8DHz8Um7vkQ8Cukzi7ra5FzXv5gpq06Hzpn67iEmqPPsnnlVyd13vYD6niHlft9u3N2xv7GWP6G6Cp0SVeqTBrmDjfzCft3zQA1NcwTYu4pBkyThHkTfIJPrteYshXVcM03rSBmSNTQRzbYHddxLMd3FcXv+z1/kGxrXs1QlbfubYizADfnz9NlS4xLHIYHLQ1iRQLQj4AnabhDE7SjMHE38eEvNOyAna9xMkRFVUVKk7s86uSY15J/3Q11xA7pEk+J//MjIhxR8RepWr32XLv0qIA1JcZitVWli9865H0b1YqEPIB6DQ8rpant21NUn4V6U4i8lv3hUJbWb4KNbN8ZnaU2PRaBPtQF210X5ydc+rTiImnCsU9bvDe7gdn53hrYx3vCSmy/Ho2ZPkAgHbQCdlw8+UGguDWFmUmJyUlJSYmJv3zPznlnboVyDJQjpu7Ok7AkRjyKZrk8yoSY19L/3QN9x62Goi+NDPjyOSIT8+WiHvcdPRPD09NdyPxVaLUaGoakrN8mNgHAHSImo6le5Dwo//od4d49a+zU5KSkt5dCCQmZrxhKewVOZOyy9k7fMnL91TUyHtPogOYWZGyJPkOoSia5goxUn/6OHzGxTJxj1t9fOLhkYmOeG2/F09FXVV4wSg2rHMYbNLNyckAQj4AZKSqZebSXfjRZ+S7Q3xmWV5a8r8XAG/nA1KLJDWXaT/bHu56ZM6TBVyOpK1q1MzyeaUvX5RL/3QtzyDrjkdhQX3ivg8i5lyrFPcEx8/O3t8/1ga77ffi0d7eFhL7/oLlewAARVDpYuzgGyH8GPbukIBdWZCenJQYc+bbr37OQfaVVF1DHVBNCcsFnycx0aLmrXxGVmSWDE937HjTXEHti52jey64LbZ9nsecK3d3DrOg2JwKTeIFI5/Lh5APAOgMNLqBrVeorav+kxUoh7ULcdMhc5osEJ52JT0uDPlkfvntwy15/rJK+qfrenW36FDqLah5tnVEryX3xJU5VPVbdOP2pv4k3tfRTrQ2Qj4P54gPIR8A/MnYaqUtdPdgZOu+5EPQRpZPxYl9WZP8DhVP5Fc93jCkz8pH4laP0HusvHN9VTiZl3i2n0obIR/rmA8hHwDcsfKiZWm10iYHpJu75ECghBP7nFfPkmRYuGHg2/7iifyKB6sG9V8fI670gVbvzfcuLQ4k9WqPjpCc5RN8mNgHAHQeQW060kL9mh4o1n3JVRshX5WCE/v1mVHZMjzdKcKpfVsu+GV3lvYftPWFuOVr+oN3PTg31wf77ffitTGxT7RxV4nkIOQDgDlWnkytVtrkGI5oc5f8tHE/laZKuSyfXRgjS8tFE39v43bcZOe9uflN3/d2Jor76ZqMOvDg1xke5K3EjARNReLbR8BrSPNxveSBkA8A3gQ1qbK0WmmTjld30jbN/RcN1xNuu9VlPJJlJsepHXUVuMVX5vUesS9N3OOWHx17eGSyE7lXeaAg4EtM49uYBCA5CPkA4I2Z80iWVittcopwJn0W10YaL8D6bqsorPwnqTIs17AI9JKxsQ238I9ZvcYcErtA0OHT3+8f+NCW7NeCKLS5UgTrxaEQ8gHAGr8qRZZWK23qyLovRaGptBnyqRXzG5ZryNJy0SXMQZbLNk7e79Mjxh8TO1fkNvvy37uGW5L9bYFIW1tA8b5tpCS/RACoipktUxXWNrV73ZciqahKzLMol+Wzch/JslzDJshD+uX07OwTUyMm/yruslHFZ+H1v7YMNKXc9nvxJId8FVXJbz6Sg5APAM74FYmxYpudtINp93at+1KwNrN8nNdUtyaoTo0ukP7pKi6h9lJetjHTf5kUMe2cuGY96oHf/XVjTU8jnNNamQl4Eif2Md8BCiEfAJwxsqJkKdDSJudwDJJ8mpLdy2fmRGXK8B3ZBbtKVTyRkXJgfPjMy+Lq9mv23Pj3lSU9KLv9XhxK38qHkA8AznhlCc/FdjhrB8vArjKu++oUKmoSm53xeZS6l8+vTJZluYa6W0jbSb6gLmHvBxFfXRdXwldv4I775+f5kbrusnxIUc1ZUS9FHiDkA4AxRtZDlEk+zSXMgfxJvvC0S9dSJwixS9j5XJR1CjodM1ummRz7EJc26ioIap/veL/nwr9qxTxuPGL/g9MzPDWVL943aCPkq2vRcY75EPIBwBf3tUytVtpkQ/Kmuf+iqWvSJYR8LhvrMugt8MoTY8XdbBdBw72HxA4Jguqnm4f3XvaAIeZx07GHo05MdcHhyk8u2tqjR9ei4/AnIg6EfADwxciSqQprW1RdQ+2xqLTSmOWLxWNxKRTymdkyNs2VUFeBX/lo/ZC+qx6La5cj1MXOy0pp432DNrJ8ujZk+QCAzsApepYobnK2PexDpVv31emEWb6kkM/ncqizZJ9XGv9C3Ao7EbQ8A6zEdEjgl99fMaj/xmdciQPkH1h7dcnFD8xwjmsdIWjjthBk+QCAziFjq5W20N2D7bBI8v+Z2BePx+ZiXAa9OVmb5opJ8nmlfy3pP+j7+LavheqvrPklbeQSD5K3VpKbNif21XG+GoKQDwCuGlqtiLsj2x4OoW2t+yILFbq2xIDUeDOfEiGfWxL3slr6p+t5d7doPQHCe319QZ8hu5OlHCThf1sezvqlnz4lfoCyEnBZkrN8bcjyAQCdoD7zUQ7C4TQ9Sd80918qmvoSC8pyqXMzX8blGo6t6ypwiy7P7TVyf4YMo5SeWHN2be9ptuQvyoQen10nYaUDQWhoa0CWDwBQOBlbrbTJMZz8/XT+IQz5EleYsevZFAn5nFcxiXXSP93Qz8+02UmdU3BuZs8PfsmR8cty72/4IX7iZn8lXMcnYNVJ/KvSNNSCkA8AUDRBbdpjWfqptkVX5JQwOaloGki8OuHUsymyfk/GmRynZkk+O/e3aREfn5ChVu9/svetv/HNmVEmOIe3dmkjy1fX04OJfQCAwrHynsjSaqVNThFOuCT5BE1dR1d4ecIR9zi7jiJZPrvgaQpT+qebdvc2+ncynpV1/JPwKaeL2/ula86vOZY5dIErLpeBqAhDvqQsXwvvJB9CPgB4EtSkPhHb7bQdDH19Sd809z+Nab74kE+VLL8u41GODE93DnNsTPKZaT9PiJj+x5sOffG4bf97MmN/hE6HBsGOgFUrMeQbaWG9wgGfv3EAQBPMnEeytFppExZNc98RhnwtghC7kp0q9/JZeU/SxF7XtNbYIUFQn7R/fM/ZV2TYzC9G8eHVf6y8MdkK6xgnqzYm9iHLBwAoHr8qJaYQ4Xh4NM19R1XHVFLyya6jRJYvqE1/kif902nOoQ70upe7x0TMvyn6akjVY0hw0bUoqWs0s/9adyBp3BofPKo1oMGXvHxPy1ATo7+T1iDkA4AjZnZUJsrx3k0J40FN10xSyGfVsqiQ5bNyH8uyXMMm0Cpjx4hBi+6KXuKvGb7uzpVvDA/08FjyUuox03dvvDP/1BBDnFesyUTAqZf43tEx04WQDwBQLH5F0rMShONZ4dE09x1V4ZlXwsPMagYFeukJqlOjZVltXx85u9/TZNGz0vqDdt4795WfDo0/dcXQNeOuSl3CqfL06lMbB37pqCyhgi/5Vr6GsXEXrC9/lOX3CAClMGRrtdIWmjMeTXP/Q9c30RIGOTGPChjVTD5B4HQRIwIzJypDlsmKsqdiyuuZjT304Pg0t7cbMlTMh66YZnV17ytpRxVEb9oRM3V3iLYMrwRjAskL9vUs9fAOmni/egCUE6/s5fMyhOPZBuPRNPc/qroNab64kE8wqvAP+fzKpJiijg9j/8np+wfH2f1XV1E7YP6i7nu/jpV6hMJDa68svzLeHO8fp5TaWL2nZ4H3vD6EfAAwxMh6iDLJV3UNwaNp7n9Udc2FIV/svQ3m2ywfbyiWa3jOuXJnxzCL5ud5dcdJK0eveP8PqZswMq6t+Sl19HeemJRj7hA+o1pSIQQ9C8jyAQCKxX39/KXUq66lYB/qhkfT3P+oGVjrS3iYWcXAPeTzyhPiOrSvXj1g2c0b6/oYt07OVUwGLZ9p98f30u8GSN65+f7cIwOUoNEOr65UQoFjmp45ZPkAAMWSsdVKW+juPWwxS/KFWb6lsfDsJa71e30l9iGfKVvT3Ba0e2+6e+nbIHG3azT9vlwasn3WY6l/SGUnV59e12eGHeUjBr+uTELI17EwxHyqg/K/QAAoh1P0LFHqSVkpOIbh0jS3CTUjWwOCKBXzaH1ZHeZL9rlv4uPbW0zHaNjee6dne2tLyMnV7MevHLd06G+V0o7Ji9y458XkbQHYFGVuJ05NuYTdDEb2RpjHTMxfPgBKqD4TaZKvhU/T3CbUDWwNJYT88hpxEwCYYLZ3T4bl+KMPjk5xbmvahmbYd8ls5982Sr9cIHf/uuuLz482pfQqPp7EJJ8wcjDCvOcAhHwAMMMujEmRelu1FBzD8emn8x81AxsD8Y8K6irq+YQhvtGJUxybILaesHhO08/d2zfGRqqw1MV71rLeW6fdk/raqPbi6iMZwxe5YR70JJJ8K1/N1EYP71v5EPIBwI2M/VTbouvtb4nhSVxFx8KELrz+EfNw3duZfXxDfjuWa6j4fH319rbBZlLHJFXrsSsmLr53VPrtnvHfb4ua+VNvSVWQMCf5Vr6hvTF+82HNQcgHAC+s/CepkoqFyMop3BmvKjz/oJs6GxOEuI3rdWX1wpCP4aVMI3bRsyRJE8ytaISs+uvqynDZ5jVo+j0Xz/M4ujJF6n/x+uia86tvfWKNeaornuSJffxv5UPIBwAvgjqZWq20ydDPzxTL04C6ibOphJBfWovz+j1GRlSODE/XHXv2z1Xh7SiET3ef/t3ADZNuSao+0wzn7rp9CeM3+GF5lSgFyRP7+N/Kh5APAF5YOVFpKFemOWPVNLcJNSNHc/Hb9KqLqzEO+ayCpymSCsK05DrAr51b5lUtR674xPzWQekbNmTu3XB7wenhxpTcoi9gVVWJn0LTd7DSwv3bhpAPAE74VUmPUSb5Zt29jDCdpaWbORsTt8TEKnZ5GUNAYFZF+J36jEe5MjzdNMC3/Z2PdUMWLPA5+K30zfWqz6w5sWnwPGfc811RJCf5Zu5muN/Kh5APAFaQN80NxzTJJwh1U2cT8TV3a4qruYQ5nmGJlfc4jSPD853DO9L5WN116opha8b9KbZhQSsxW7Y/nfZDmKT2xZgShnwJFS/M3MzwfEM1ASEfAIzwq1LjihGOZxXoqY/rsnZ1IydzFSJRTAG5xpl9LM/Qgpo0mZZrWPfoWOdjFbOh302z/nNPodT/oujnNZe+uzrBEtP5IfF4lYXiK1kbOltjP68PIR8AnDBzn+QgHI7mglvT3Ka6WHuYEXfEXAFVF2NbjIeV+zhDhnLBKq4dSvIbaAfMWxywZ94zqf8B6+bagyljV3nhVqe5LZyKAvH1CM3d8U/yIeQDgBFBTeYLlEm+bbC7Lr55i4aFlyVBiPl51BRXyjI3TiKC6tTofBmebxfS8V+iutPElWO+G3W+Rup/kbpr09/zjg82wPftIwKvtrhU7LuGZu5qCiEfAKA4zPwYlGv31Nywa5rblKqRs70mESe6EiG/4lU1jzDEcOpZxuUa6u4hdh3/JdKMBy77wv7899KvGqz4dc2v6/vPcqBSDOFW5ItP8s08bDTxv8Ch0q8LAIoT1GU/f4VwPPsQV0mtV0iPbilM8y+IKUVfkVfBIezxC/n8yuRn4qoNiOIY7qqN4utq+s1ZErp91iOpbynwH23aHffJ9iD8WjKJxa2UMK9v5WeN8fXxvyDkA4ANdmFsDsKesBruwdg1zW2GbuFpQRDiQn5+JZY385lZkbIk+Vpde9ig2TmmZjd+5filQ36VurkekX9g7dUlFz8ww3UBaCtcCbfydZxdcZwzaglCPgDYqM+JlX5VddsccGya2xRN297DhIgS3U6vurAMZV1iReGVJca9keH5ThHOqJoiNTTXm+Py6/oMqf9F/ZU1v6SNXOKB/W71RryaojKxl4nWlEjyIeQDgA1WYWwWwiVpWl0DrTA/V3exDbAlfhEd8gUVBVVcArua6DI2zdX36W6Bbk2ZhtcXy/ts+fRv6d9lCf/bGjn757641jxqTtK8vqqNlznmfy1v4fb3AIDyYuTEyLKSuy2OYcjyw86iauzhpkfEie4yW55bziUcMTvFcd+8eFEhw/OdeiL9Japaj14xYdHfR0VfRYlSenz12TW9PrOlwJy3xJBv6WOL+1/LW5j9PQCgvNiv4jKkbn/SNj2k+WEn0bANtCVOJ4p8rCyzlE0QmJUdYGZFytI016R7B0rtikLTj1g8z/PoimSp/wX3/vof4ids9sfsBy0Kp1x8yLf1t6HCvD6EfABwwch9inKHnhO+pXb/o27uLcxyE0Xu02MUFdTwCT2s1pZximMTRM9ZiOYS4YQ696R7TPtu0PqJN6W/uszet/7GN2dGmWD1kxaBV1VQKq4Xk4W/O17vJHEg5AOAB07xiwxZuqu1wcjPF8+muc11sQuwIS6li3ysNKuMQ+C15oqRJVPTXKugjpXaFUnFcuR3U81vHpC+uV7N+TXHMocucMV80oj9Ju21uMccetjhf4HcgAJ/8wAoBWYeJPmt0a38XehEusi1+aWZDaXUcAr57FcxyRI6ubVEcwnraKldkXRCFiz0PbA4Xvp/Ebftf09m7I/Au9EOuyRN3F4Jcz83bHtRNAchHwAscF+/TJMhGrTFrLs3rk1zm9NyCXMgrqWJeqgmr6heQOhgtJickRkly518uxAP+dRLVnf5ZMXw1R9ekb65XvHh1X+svDHZCuP3FLci65W4bZ12PeypcIFMQMgHABPMPKTL9TvWb5VE6FYBHppEmsi7+W/SXrMJM3zSfFZ+dKoMCzTV3UPlFYgamutNt76yW/oyEOy/1h1IGrfGB5+fdkuc12Ln9U27eaC/gdI5IOQDgANeZXqa+LaeMrMOwrdpbgtazsI0/5LIFeYlKSUcwhufIFSf8Vj6GvcE4RDuhqTUrkhaAfMWB+6eFyP9v0jfvfHO/FNDDDGaVWmGVSx2Xt8J54aTzUHIBwAH7MIXCAvv4d00tzl1C39PbULkLfCanNxqPqGDy7UNM/dxmgylljQ9g6zlWBxGzXHiyrHfjTwnfXO9ytOrT20c+CVupRD+wS3PKhJTes86xNsQlzdRW/D85QCgZAR1uYnSr6Buk12wG8ZNc1vQcunpRJx/KeohYZrPJqwwubgR1KY/kWWBplOEfOsl04wHLJvpcG5bjtT/QhC9aUfM1N0h8pt7kCN2SaqYeX1V9wiK3AUjIOQDgAV2cUKBANloaq4hVFmNJKRmHhhoTLwsE/FQSUoxPtV4mLmPMmRomqTnE2Ap511xmr5fLgn738wo6V9V4aG1V5ZfGW+OYU7MKk4XU3PQsacnTmtAJYOQTz58dn1dXX3jfxow2XwVNfWG/9A1tbS1dYR0dbXpGP5RgXZjFyUVoxvNPhRNv1WS0HTp60EcjhTxCDMvo5xL6GFxmhNUpzwtkOH5CPvpiKVmN27lR0vfOyV9CWDGtbWHUkcv98SuHD2nNLNYdB0eTa9gahTeewuLvwWqErDLcxKex8bGxadk5ub9q6hKutt5qpoGxiYmZhZW1lZWVtbW1rb2jm85OTnZmmjCBYHc8FkVr3LeyhVq/N+CkoraJpdpTG6zjJympiG8VtPW0dPXNzA0MjY1MzOzsBT+xmztHRwdnV1cne1MtSRvbuJVZueg26Gn4d6DQucwglAx8O3pQETmiHjoVXwhm3DA4jTHzImSvoUdQRj7+5nIf0cczbDPki9dTsnQXI9I2rH5/pwjA/Qxy4vZJeIuql16y3GVpMJh8bdAHQLW6+Sov27e+jsy+llsXFxWeQean/MYla/zhR8ZCa0fU9GzdnN3c/fw8vbx9vb28fH1cbfWhd91O/Hri1Pjnkb/4+mzrAoZp9gFXFZdlfCj/LW4FXh0E2dvXyH/wOCQkJAgXweD5lO27JJkhHfyHcMxb5rbUhf7CO8uRI6I2oRvknNqBeFaGIQffkXSM1kmcuRQalckja4zZWyuV3Z80ZYxh78c4GutjU/mwa/JShZ1a4ggTEOCLSl07qTQt0Ja/Lq86Jt/Xr9569at21GZ0q9/7ciXrC5MeSr8uHvx3SENc4/uAQGBQcEhoaGhPfwcDTEvjilvnPLUyOtXLl++dOX6/TSxvTZQYZdmxt4RfvxxpPFzTdvAfgMGDBg4cNCACE9TOo3zJl2WHuqSaXti3zS3JR3P/q7EFVEr+AriX7EmmmFwN5+ZHSVL01zLQC8FLSJXtRqzctKivw9L31xP8HzT+/6bCFUzr569+/TpI/y/XsGe5l1Ifd3FfhUv+npc1XuAGyVa6P0DQr7c8OtyH1367dSpU79diS/v7BdDEKySlEdXhR8n97z9VNO2e89evXr37t23X58gZwN4H7wlYBXH3bx48dKlS5evPy/pwBRMRzHyY/48LPzYTBA0s25DR/bSfI6uh55juGLyQwVSswiJsCBeisiSi14WMIlu5A/5vLKEOBmu6mguiiulRNMLXzTP87AMzfUa8V4n/n1G+PFDwyddrLv1Ekb/voPHjBvkoUu+7J+RH18k8gHXgX56pL5YkRGc6pHjViRcPbz/4JFTf76Upe+1gjHyY2+eFH7sbPjEuGvfQYOHDhs+bHCEpwnF8j+p8KrT7/5+9MiRY6cj88Vsze00gtfP/zz0HOGAet4UaJrbkqbb4G70H6+3rpfKzkko4Qw3IP03zMyKlCXJtw3xUGAgortPXzFow4SbHejqxCx8fvOk8OOOTr8BJAz57JKEPJF/+UY9wm0odUqEkI8Ouzj67IHdu344GY1uDlYxypLu/ir82LGIIEx8h7w/esyYMSP7+5jRqXRxK5KAkR915tC+fQdOPUF4q5zknCIo0U+nOZqe7xBP4vqL1o/kxeQxCXeyh3zu6/h4GTIENfmV2hVJxWLEik8sbh7o8K4RQz8/MzIGHVbeM5HlrGleg9ypNSVGxp8+djivn5z836bv911MrO3sl9JhpfHXDgk/1nyuatXj/fETJk36aIi/uQblYr+AWRB5ave2bXsvpYgszk5hRt18TSj4Z69mEdrbmhBRobAuNb6EM1CX5DFfxiTfIUzRi8h1ghcu9DuwSMQ1lUxI2r+RUxKfJrKFkOvA7pSpu9eIgn/7isQuijyyacXqPXdF3wbCGe9V9Lkdwo/5dIfeE6fN+OKzsT2sqBD6+dXJl/asW73l1xcKWUhJPs7kPOl2mKbw7Nxld2Hruefc6Fwm4ULukM8pjkuQ4f3YxVPxuyzVnT9ZOWL12Msd2itq2t3HmIy99pg50SKbG5j27mdPqWl9CPntJWAV3Du0YcWa/Q9xm8SXGTvn3uEV947eVi2+O94U55jPr048v23Zsi2X0mWoY0455t29DMl40u04Xf9RfsTlJ62O16QklnL7k3uPqrrLNwmCbzr7VUimYjrmUi26CpBkwn2TkCJqhlYjaHhXak3rQ8hvB0Fd6vmN877aeONVZ78SRbIJdMW3KLuAmXtzz7JFq069VLZZ/NYo0zS3FVXT8JEexJOUVg/kPMpmfuWo0wkvCeCBmfNEZJLvM8qfUqv1G0DIlwWv8vnJVXO/3v2QBJvuFEvVOcQey3ptgtqUs+u/mrflFvVuvbQLhZrmtkK3HzDAcnlKq9909cvYYk4/kk/tg87DKY59WS3iuPOQMDPKzYhByJcSr+zJwcUzv/nluchFHpRn28NFG7fLXUFt8ukVn8/eGUnivZKKpuKi2JXeiqXpPjxMZ++5VlO0WQ/S679x0e+MlwQwUJ/+QNTaSeNeAx2xzHMkgpDfNkF9xrkVn0zbHiXqQhAZmpFzQHd/IV9PZ3tbIRtzIx1tLS1NTQ1VPofNYTNrqysrysveFL8qKMjLTk9NSU6Mj42Jy5Xrq/qHmksPO5wihYCRdWn9jBkb/xLTDRMVDTNXHx8vd3tzQ/1GejpdVAVcLoddX1tTW1NV9rq4uPhVfk52VkZeORlWENgGu+N7f6Ztut3GBKieu9eyOwojObqAPUSfYuuwACLswqfJIu74aUWM9aFQbf1/QciXjFsauXvmpIXncuQzPM0i6P0PRg0dNHBgnwB7XbFzSCr0Lmr0Lpo6BqZWDm7eAU0f4tUVvLh36+aNqxfPX3hcIK8yMnbCJF9OQyPHK4/+8csJc3/LlM/weu59R4wcOXxgRIBfV2czLaknyXl1xRkJsdGPoiLv/XXjxuOcTllVoOYWgtWlm6xUTMLHdyPuPWt5PDsyrZbwMuqMlwRIrzb1YU7ro6o9xgfqKfy1yB+EfLEE9elnlk2etuuJHDbba7oP+3zmtCnjh3S37GDlaVVtm+5DPxV+LNnFfhP357Gf9u87dDMLcUKp7trDFosZLnbB1TWTJm28h34qX893zMyZn44f1d/fSrNdvzFVbQv34KHCj8nz1xP82uyoy6eP/3zwyF/ZrQvGyY8DtZrmtqZq1f9DT+JZy9Kw3KR7WYzRRlRbfA1QYGTeSxJxwuw2LsyEiqteIOSLJGCk/zrv/Sk/JYluoNx+ml4fLPx2waxxIXLY40439R+9cN/or7dl3vpp85r1hx6JbgzVDvbBzuTvvMbM+WPphxN2xnSgKKgoRoEfz/3661kfBJkjnBdW0XGM+HhJxMff7ip4dPbQ3h27fo2Ve+ceoS4emFy6tZ+6/ZDRjkuSs1scLnz4rJQXaEu5tVigw3ilsQ9FNNTxGNPXkpJvFwj5rQgYGb8vGD1pfwLaWXLdbhOXrVs1d5irvJfBqWg7D57/06BZK+/sXTLvu1OJHQ+BdLcgkrdXZ+Wc/+b9j/e+QJox6wVO27h9/YyecixIT+tiEzZpddjEpdsij/1v/cZdN3Lk2srHIcyF8omuhsvIIZYb97Vctp96O7nuC1sqTtSCjqlLuZ3a+qjdsPccqLn2A0J+c8ysM9+MnvhDPNKZcYv+i3buWvGhlyKbSdA0bPsvPPli6twDX0+bf1zUxJX0HIKdSJzkcwqvLh/zwbZohDfHaY4jvvt+2+LR7jqKWepG07CO+Hz79U+XPT22duGSPQ/kVN5Ju2sA1ZrmiqDlNW6Q8b6jLaa4auMe5rEGeZP7yhUoHivvQVzrW7eWIz7woOiiFwj5/+GW3Fw+fOTWGHRdSgnCbNDKXw4sGerQvvu/HaZqHDL7WNyIj9ZMnrjxXnunjru4BVqTNFLwKx5t/XDI0r+q0A1p8d6ao4eWDOqM71jNJOiz3fcmLLy54+tZy/5oOTfdcY7hzpRP8oV0uk8ZYnj0RIv1HJl/xZav9rak4t1Z0H78sqe3Wi/0NRv+sQ+Js5wOgZDfSFCXdOiTATPOISzYotl91oGjWyZ5d/qmKLrt0A23U/qu+XDM+gftqSvvEErK9uoCRvqJLwZPOY4uNGr6z9x/bOvkzv2N0brYD156Pnni9a1ffr7ySgHCkfV9/M2V4u9dN/CTIQYnTrW4xH15JaF2iiVM7YOmal5eednqoNF7E/wou8xVKU4BbeG9vv3d8OGbn6JL7w36rPz91HcDLUlT8EvNfMC6Wy+8vxz00c8ZMv5TLQ8STgfzKx6uHzl41UNkhZEM+q09f2ppX7LERA2791acuyHw9lqVjmxMpwhSXrrJgV7QJ4P1Tp1uXrGi5smNDObA7hSdrgXtwsy4+bRVnyD9QZO7U7c8M0nOcJ1HUJ/8y6cDp/8uYs1mOxkNWHv25NK+5OsKreE4/uBjM9OBgzbHybIy0SHEkWSRglPwx9wBYw6IWHTTPtphS8+dXTOYPBdojeqznuQhHM64m48JJZcgi6DfY+pg3dNnms9p5f0VVczt7kC6v0vQabivHt7Ob3lQd9AnlNyQ/w/lfv8LamK/H9lr8d8d6gfZlEbgoguXN75nQdYfq4px32VbR+0ZeE7671jbszupYiEz4/DkiM/OliAaju4/7/cLW0fZkW4eg2DlPU5BuazEOVxZknwhg9AZIwzOtJjbT7wUU/mlg0ln32gDZMEvfXQ+oeVBgxEzwgw649UoCFljkwLwq55sHNpnRRSyfdz2E4/c+GmKeyet1JOWuqG9EUFIH/IdQ8nTeU1Qn7jvw55zrqKqtGMyYt/fv870ImX3AEFNapTI7l7t1NA0V4nWrumHzPzA9NShZnsfOE/OxNV8MJDCGRyQSfWzMzEtd8Uavz8jmNLvEGUN+fyKB6sG9V8fg2oznlq3RddubhpgSv6ZUzWjhpDfajZLHN2u3czJkeQL6hP2vB8271Z7ViCK4vjp6bv7x9mTL71vxMyJTENZCMqFsk1zRdMJmP6R1aE9zTpcV9//I6l+YAhV12ID2dQlnI9suRjIfOz0QN1OeTWKopQhn1d6Z+mAQdteoDqj6vTZfOfioiA9LJIoNQM7Y+ELlbbkizDJJ8V0MCP5xw8ikMV7Nf/F125sJPMVGr8y8Qm69SUEYRPkgcf7Exktv88mO+zZktP0WPHNq1msENidD4QYSWdulLY4ZjVuWnfKrtVvpHwhn19xb3m/AdteChCNp91ve9Sl+T6knBwWiW5sa0AQ5dI9Wd/bjwTrENlZhz+O+PIaot33Kr5L/vprQy9yT3Mzsx7IurVCEhWXUAelSvKFunSdOqPrlmVJTY9l/nEjf4W3CznmrUBnYiT99kfLi2rHqdP8SJHhyFHnn84VSlDzbPOwQVuQxXvNnlvuX8Qp3gupvb2ZL2XIJ8GdfG7RxVl9Prso5Qtuk8vsK7fWkzzeN0xExce2zEA6wi7YTUGVBEmE7jppQcSK6Q+bzuYlnLhWMG+uo5Kd90ArzNQz51ve3uw297OulJ8BUqq3PivtwId9lz9CVYhd1X/lnSuLuuN2KlV/ezNfOoY+Pqad+hbhVz78btDoX6ReetAGmyln/t41xIy88/n/YmTeR9n8V90txL6zL906garN+9+MmPfwQtPFqs+P3Xg1e6Yd+d8CQJ5Y6efO5DQ/pNbn6/EO1J//UZ6Qzyu5MmfArBuoFn8RNp+eu7oyRA+zeE80dHGzMhNeykq1/6uTk3xW+k8fDdmSgGhORmfwgbsHP7DG4S3PKYp5Wd3206RmH+qqlGvWaMb9F040v3Cw6ZbOmKM3iz6fbgMxX5mxM86fzmp+SGfkguHU7J3XHA7nPwQEdbGbRow+hCpZJLQH/HB73ygLPN8g6kYOwjRfmtLCxr7exp32PfJLb8wfNPNG65YX7ePy1cVT010wmbarz3iY1fazpNbFg+ytEOVGJ+ir2e4HVzUt2/R4/4W8qXNgbl+JsbMu/NqirKXFpAV9jfBL4GSnFO97XvGFmUNXPEXWDNdu5vnfZrpjO1GqZmgnZch3DOu0JJ+V9uP40ftzEI2mNWDf1a39jEh+A/8dVv7jJISNAQnHcBelTPIbaHhMW9Z3/Sd3m2zHfbb/TNYXi92oP4cLRGOlnTrconan38IFPahbZLcpJQj5jJfbx4w/gapaG6EWvPnK9kHGuEQPERpDvhRMu3U16pQkn195f+nwOXdQRT2HLy+e/sIVnzRXUJcWlYNwvIamucob31StRi2fYHy3aTfdxIMnUuethb16SoqRcPhI85Uy2iNWTHFWkj8Rqod8fsXdxSMXP0JVcYcwGH3s3EIfvPdx0LqYWesRRNv3ijvpTj638PS0UTuQtZPxWXV+6wBsEvwGrJyoVGRTUkJOylRqtzWafsSiue5HVzfJ6zKPHE5Y+r8AZf6pKK+ap/tPNL/FazN9+RAznM4QHUHtkM99dWbG2L05yMazmHry4Hgs1n9J1LhNr82Qb+7vaaD4vwNWyt6Ppp6vbPuJUlEP3f77Un+8ZrX5VcmPka06IZSoaa5YGh7Tl/bdMLXJ5H7+0T1RKw/311eGm7egKf6bW9+fet30iEro0nkBeJ0iOoLKpwJ2xoEJn5xFVY9dmPTO+33nEBMKXAw2btPLaetpjoqv3iKoebJ6zNcPUW2j1B7846k5HrjN3yKuwqNETXPFUrUa/d2kb+4e/q/UQdmpDRc39JlijecKXNBe3LyzW680q7JrNXPrZGVay0ndb5WZuOPjr+6ha0XmtuT0hp7UyApU9W1MhL/4NuaOLQM8FJzkCyr/XvLh5mRUw+mPPXx4Kn4bbXnlL58hW3lCvG2a23nbLsiCptdr5fqex2c+ePem59zd+HPK+JVeuF0Qgo6oi9mx8UnTTb8a/TcuDaV2Uf0WqBry655tHL+kVZek9nNZdGx5IGWKL6sb2xsSxBvJT3IKcVDo6ZBfenX+x/uQzWjrDN+3awyO+2wZmWiTfOcIcnRJ6GRqDpN3LNwWuOW/dVupe/4XNf/nvhiW1gDtw8s/vfTHgqZHnOZvHadkJRqoGfLrYjZOXJeIbjznhcdX9sCtyp4EjTfzJYd86wB3RfZh4ZVcnDPlKLLstsuAnXvHYTlryy2JfYFqJUMDi4CuZK8urCBa/t/s/OjgiN/e3eorPbr0yPIHXynLUm2lVxf9/cq/m67k1h/7/YJuynY9TMWQLwz4kzemtv08aVnP/mVlMIUCvlQ1d2nCJF9xd/J5ry/Pm34aVRl9Qj3i+/1T7PF8b9dnPEBZapdw7rzaCmSjYjJ4w/qwM19G/Vt0n/9k9Xc3Jp4cjvOWWyCltyl+0z46XQbs2D5CaRbqv4PnaVESxvOtn2xMQTee4fh9qyMoNvlH0zK30BJGFwlPsQly01XUN81/fWXeNHQBnxaw8afPcU3d2IXRiZJ+L7JSvqa5kqg7Td2zdE/A+nfnh4rfFuz4tv96pUv1lI6g5vGWFfeapPiqIZv3TbSjXvxrE9W+ZVbK3unrktp+nrS6DPjftqGmlDtnNs7sSwgtKs7B9gq6k88vv7Vkxm/IAj7h9M2PszzoyIZTsLq0yGyEw6m4hild01yJtLovPbXyQve1Cf8eSN+24NSMm9OU8eSvRBgvt3/xw6smB3xWHfzCFduzREdQ643OzT78xXfPUHXGFfJdtXuiLbV+Rm81zuwXiH+CbZCrYm5lCKojV39++HXbT5SS8eQflgTgu86SmRuVgqxuFPG2aa7CJmswoeW/5OS6i34rXvzzOfvugvl/DDvzIaYdM0Db2OkHZjRd20XrtvbYQh8lvRSmUjjjFf/x9eL7qPZ0C5lP34lxviiJmoFdw/1LsTsaVF2C7RSS5NfHbZm+B13dGfVem9bhVWmvOUFNyuM8hOOpu4Uo5veIFU3fb05uvuC75Nk/7//qP2YtvNbn+HDqzeYBomEr/snZS5/w3n1O77nr9OJuylN7pwXqhHxB9cM18y8i640rfGf027SSIhvxW9MwsdUnCLFliux6uCgiyedkHvpySxq68ZwX7piE6aq9Rsysh+kIJ6kIhzAXfGc85KiL1/yT31/0XvDon236Zac+X/Zp0sEBhhT9c1divJKLX399m/nuc51hB0/MclPi62Ccz4/NMBN3fbn/VdvPk5rzgu8/ouKcfqPGm/niQr6aSw9b+f9R8IrOf738Ma/tJ0pJd/Q2zLfc8MsTn0rT4VBaDU1zKTlL1XEa7nN+O3zfd/KFqsbPiw/N+3Fh3DJqTuopMWb8/xaer3r3qemE4z9PUu51GxT55nmFZxduRLgRn+gyeN1XvliHD8kab+aL2w1mH+ws9+RQUB257uvLtegG9Pp2/TDMp2YZWfeRVuFxDHNW2vnLNqnbTTh8KTax9z8NnHS7+ltgussDiEe3CfLQIHIbq7B6Lbv04yhzJV+zQY2QX/t485KbzLafJzW7L9eNwrFym9RUdK3MhHm86HrEdNcguSf5nPSDX/+IMKPV/3DTTE/MUzTu6+fP0e1cIAgdpW6a2zYVg16bLu953m3uXSahN3R6mAFM61OOiknfz/t1uXGNSegMOXR5VQjFtlu3AxVCPifr8MJ9hW0/T2r0vmvmd6d4eqRm1FBzt1jkY/Yh8k4O+a8vL1kbi3BAjwWrBhnj/tfMyLyPtAqPY4QzhSeqkNBwn/Xb78+6jbzQZ3qofme/GCAHNOM+MwZoXUv89MKJTx0xzwmQwD/kC6ojN65/gq6aPkGYTl41lvJ1lzXsR8yaycwVtb9By3eUnP82mPG7vv0D4UpLrWFrv/DEfkUO+9XTBIQ3Ogh9n25m+P99y5uq2fC914+EsEP0OvuVALmgGfVZuu2k0af9Md7JgxL2pwRu7sllCLd1C3l+tUAJWiupWry38sf3OuVL84svLN+J8p619fQVw8zx/3uuT3+IsgoPNM2VEk3b95MvOvtFALmhGYTNntDZL4I8cA/5tdHb1j1CmeLT+y39zB3mf+SI8WLX8qsoa8oGfjsvgAK3YVh5j1LQ9XomCBN/aJoLAGgO75DPL76y9heUu5oIo3FLR1J63V5n47+5vmZvFsIBtUYs/cgB77fxW4Ka1Ee5KAd0CockHwDQHNbnSnba4fU3UC7UJ2ymfBVO1eo7pMBO/2XVRZQ3rC2mfDsI8615jZjZkWnoahQIfzCBXgZU+LkAABDCOeTXPN6+E+VefILwmDnDDzIjOaqO3PK/lygHdJs5J1AH5YCdhV+Z9ATlrhPCJcwB3soAgObwDfn8N7e/P4l03R4teN4k5WyupCC8ossbT75BOWLQV1PcsV+p/xYz6wHSKjw2QR4wXQUAaAHbkM8tOL/tCspFYIRan7nvU7fCLgmw049suo2w6xGh3n/+WKxL6v+H9+ZFbCnC8VRcQxXV/BgAgA9cT5jstKM7HqFsQEJoDJg9yAxufspP3bM9e5Deh9EeMncwBfbmvcXIfIC0Co99CDTNBQC0gmnIZyb8cigV6Yhag2f1NaFI/CAjQcW9HSeQbq4wGDmnD/YF9/7BKXoWX41wPHU3BTU/BgBgBc+QX/fswAmUbcUJQnfozF5GFIkfZMQvvrr9AsqgRhiPmhFCmRKp9ekPUG5cJBzCXKFpLgCgFSxDfvWjH8+UIB1Rd9C0UGiqIT/c3LM7/uKgHNF09PQgytRIZOU/SUa52VTTM8ga1qECAFrBMeRXRh28LK7Te/to95saTJmMkYQ4mb/vf4Z0RLP3p/pTJo8V1KZF5qAc0AGa5gIARMEv5Asqow5dQzpFTGj2/RRyfDlipZz8KQnpiCbDJ3ejTMQnWLlRaVyE4+l4B1hC01wAQGvYhXxBZeShGyjLtxGERq+p4XAfX36YiUePIl2OThgNnUydHJ/gVyU/zkc5IJTaBQCIhl3Ir3py+BbaiE8L+jgMIr78MBNPnEa71lJvwER/SpTca8TMepCOcjwDHz9omgsAEAW3U0NN7Im/0EZ8wvfDnpQo0k5SjIQTZwqQjqjZa2IghZqb88pexiCtIglNcwEAYmAW8utenLpZiXZIl/f722D2U8AJI/HkWbQRXzV4QjCVVl4wMu8jve1h4u9jAr0gAQCi4BXsGElnriGt0U4QVu8NdYL9THLDTD17AW3EJ7p9GEalmkncktgXSK9incMdu6AcDwBAHViFfHbW1Wuv0A6pHTzMHWZB5Yaddel8Dtoh3d/va0mlJLY+A20VHsvAroYUuiICAKCEU8jnvrp7Eek6JyGfEb6UKehCPpzcP39H/Buz6DfAnkqzMuyC6CSk3aGcwyDJBwCIgVHI55dFnn2BeEyXwT2oNElMMrySv88ibaRDENqhIzwpVWWmLj0yG+V4tj3c9Si00AEAgBRGIb82/mIsH+2QRuH9HKiUMpKLoPzR73GIx/QZ4UepWRlmblQKykLEqq6hDtBPBwAgBj4hn5l+/XEN4jG7DoQb+fJTHff7E6R19QnCZVCQMZVmZQTVyY+R1iywC3HTgSQfACAGNiGfWxT5F9ISZUIO4V76VAog5MJIvRyF+BrNIKQvtXJYZnZkugDheHT3YFtK/YAAAEjhEvIF1S+uoi3TThAaXhEOsNJJXjgF9+4g3l5BdB3gTqkb+fzyhKdFKAd0CHWhTiFiAAByuIR8ZubdBMSTxIRLH3c4P8oLvzz6SgriMR17dzOi1KwMI/NBBsrxND2gaS4AQAJMQj6vNC6qEPGYej7dod+Y3NQn/vkC8WLLLt4R1JrW575+/rwc5YCO4dA0FwAgASYhvz71r1TUY9oF2lEqgJAKK/f+0yrEYzr3cqVWQGNkPEBaalfHCy5iAQCS4BHyOUXPXqJera/l6mMO50c54VfG/YW2Xy5B6PtSrAs8u/BpAtIWUU4RzrABBQAgAR4hn5H9OBf1mJDkyxEj7XYSypXoDRxCKVZWrj4DbRUeA19omgsAkAiLUwSnKDYFaVFSIbqTnyWsdJITbklsHNKb1EL6Xj4mWLxbpcXKe5TMQjmgU4QTta6JAACoYXESZeZGI61X0sDcwwKSfHmpz0DbD7aBXZAdpQKaoCYlCunUlWl3b2Mq9RsCAKCHQ8jnlqZkoU7yhSEf7uTLC7vwaWId4jG1nLua4vBmlVpDFR6kWxqcwyHJBwBIhsNZlPUqHnVNF0LbzkEfUiI5kcesjJWfNaVmZfiVSdFIt51aBnY1oFTRAgAAehiEfEFdTkop6kHNPMzhTr6ccIpfZDAQj0mz6kqtWRlGFtoqPDSXMCglCQBoAwYhn12SUox8UGNHY0pFEDJh5sUgT/KNXa21qNQuhlf6IhbpdawNNM0FALQJg5DPKc18g3pMdRNLHZgFlQ9eRXom0u3mDczdzSh1icbIRLvAUdU11J5SNz4AAPJA/pAvYBTnVaMeVN/agPzfOabYRYnIZ2VoJo5GVAr5nKKYl0jf1PYhrtA0FwDQFvIHPmGSj/xOPmFgAyFfXhiFySWoxzSwN6PUjer69IdZKMeju4dAYSkAQJvIH/i4lQUVyAfVt9In/3eOJ05ZRjHifjoEYUitSzRW/uMkJsoBHUJdqNV+AAAgF+Q/kfKqi1GX1ycILSMt2KInH5zS7DLkg+pbU+kSTVCbhrYKj6YnNM0FAEiB9CdSAbO8FPWOL0JDX5v03ziuOGXZqGvtEjQ9C10KXaKxciLTuCgHdAyHfjoAACmQPvLxakqQL94jNA0gyZcTXlXBGw7qQTUNdSi0eI9flfwkH+WAut7dLSj08wEAyA35Q359BfIkn9Ay0IQtevLBrS5Cf4mmZaxNoUs0ZtaDdKQDOoU7QZIPAJAC6UM+n1mFPuRr6GpAyJcPuczKdNHrQp3fF68s/tlrlAMaQtNcAIB0SH+q4DOrka5tfktVnUJJI7kIQz761ZYaOnTqbDpnZD5A22YQmuYCAKSEQcivQdpU/C1Vuip1Qgi5cOsq0V+i0bXolMnyOSWxLypRDghNcwEA0iJ9yBfw2EgXN78lzPIh5MsFn1XDFCAfVUWNOjGNkfEAaRUewjnMEZJ8AIBUSB/yCR6Hh3xMVboahHy5kMt9GGHIV6HK74td8CSpHuWAVtA0FwAgLdKHfAGPg7yWm3BU9JkoaCDg1LPlMSxlfl916VHZKMejOUPTXACAtEgf8gk+D33IF15GUCaGkItAHpMyBI9Lld8XMycqBWnZAttgaJoLAJAW+UO+qpqK8JyPdkxhXKJICCEdYXSWw6AsLjV+X4LqlEd5KAdUdQ2BprkAAGmRPuTTVOmqyEM+q4Yph8AEhDFNHpMyBLOaIr8vZvbDdKQXL/YhbtA0FwAgLfKHfDUN4WtEfH+YMiGEdGhvJ2VQY1QxKPH74pcnxBSjHJDuHmwLST4AQFqkD/kqmvqaBIF0jTNB1JXXUyKEkJBcqhzVvK6VwwoBxWNkPshAOqBjGDTNBQBIj/QhX1XLSHhSQ9yOtbakCnnrF9CApkqXw1uK8bqMKSB0cZ/B5r5+Hoe0y6AWNM0FAMiC/CFf21gb+aCCqqJqHmFInfoupKGiqS+PLWMVueVcwhT3bnHIq/A4Qj8dAIAsyB/yDWwM0I9amlXGIewh5COnqmkgjyD0Ou0Nm3DHPOSzC58m1KIcUNfb3xLznwkAQKFIH/JVtMwthEEEcTe90oyGpu5QwgQ9NR19DYJA3RahLD2/XkBo4z2zX5/+EG2S7xTuDG9hAIAMSB/yCTUjB2OCKEA7KCM3o5w3WBfSfOTU9Kz0hVk56mHznxewPjbFOsCx8h6nIN15YujnZ0r+v18AAImQ/5RBt/A0Rx7yicIXhSzCHlY7I6dmYG0gh5Bf+Cy7TuDfBeM0X1CTEpWLdERnaJoLAJAN+UO+qr6Tow7xDOlNUIJ48zKtih+mBf1IUFMztJPD2guCm/ogmznGGOPFaszsyDSkO0PN/L2MYJoKACAL8od8QsPaz4o4m4Z41IyHWYyplug3Ayg7FR1bex0iGvEVGkEURD4v4wXaYBvj+JWJ0a+QjugUDk1zAQCywSDk0638XTWINMQrwkpjYt9ww7Ux+P4xQzf3MCcI5CGfSLwSXzvdRh/5uAqCvAqPVRA0zQUAyAiHkKfpFGxP/Ik6zU+58bJmroMh4lEB3dzTiiAykY9b//hycv3QEDyXX7Ayf//+fCnKEWku0DQXACArHEI+3TrYW5tIq0M7KuvZtdT6EZiGEBKj6Tj5WhIPipAPXHL9QhozpBt+cY6Tf/qznp9drEQ6qG2wO/bVCAEAioZDyCe0PQZ6EOefIR61+Na1LFaIN3QlQUzDLtCOINCHfCLnzNn0Nd188PqFcYsuzu710SnUPw41N2iaCwCQGRYhX9U0MMKaeFaIeNiMC7cLVng7Y/EjwIiKvmeABfEEace4RlnHjyd9t9UfnzyfU3h+Vs+xP+egH9k+xBXzwkQAgE6AR7zTdB0SorPrHOo1YfHHrxXMmeOAx88AH5rOvT1V9xXLofdd3qkjL9f4B+GxVY+dd3p6xEfH8+UxtgY0zQUAtAMm4U7Xb7S/yrkHqDvexh6+nD9zriMmPwRc0HS9ejkSd9EuUG9U+OuB6PVBvXXlMDRSAkbKz5P7fH6uRE7jO0DTXABAO2AS7VRMQkZ7Ew/iUY8bu/905hdL3KEBKVIa9n2CDdZkoF2v1ujNiQ2X1/WcYEnm7Wn8ysebRw1Yfh/xetMmtLoGWsF7FgAgM0xCPqFm+96HbgviUe/UI5J+/OnlvO8D8Jgqxoa21wh/1ZN35TC1T7Bubfgl9YPlnmSNeJyCiwveG7M3EfWEVDOOYc7wjgUAyA6XkE/QnUaMdVyxKRv1uHmHtv29/NchhrAWCiGaYeAIL+Iu8kmZt5J2bv579pFBJPyN8Sujt49/b9HNCjl/HT2f7hbQNBcAIDtsQj6h4T5unMOmLTmox606vfLYhgHznKl7DuVWZOWrOjjqKXAyXM1m4ChnIh59QZ4Gpcfm71oYu9qXVCv3BYz0U18Om3Q4XQFfyykc+ukAANoDn5BPdPGcNMVly1r0q8JiNmy498nPAwzIlzZ2GL8q7vCiz+b+lDXgeOL5STaK+21rOI8YZrVuN9qq8u8kb5p/8rOb0+zI8u5l5Zz/5v2P9r7gKOSrGfn5QtNcAEB74HTq0HCbMK3r2qVJyAd+c3je7gXPVnpTKnXiV788tWLmnN1RVQ2fXf58yqGwGzOdFDaXodl1/HDz3QfltGSdfXfh1+eG/D7eqvPb7LByLy0f99H/ohkK+4qQ5AMA2gmnkE/QXSZ+Hb7880j0S6OS1n3x04S/57pQY3afX/XixHczv9r7uOq/Y8y7cz7e2eveoq6KihbaflNGmR08+FpOw1ednzb9ROilTzoz0xfUpZxaOP7TA/GKye7/YdbdG5rmAgDaBauQT6javL9oxPzIi+i3P3GjFn1+aNjNWYpLg+WDU/xg/5K5S46+qG/1EC968fhN/R6vCVBQx2Bt/6ljLQ7+KIcqfI3qrn0xaV/wza88OiXl5ZZG7pk9ZcGZLIV/ZWdomgsAaCe8Qj5BMxm4bLrNxV0F6Idm/T334x297i32wvR8yq9J/mPbt9+sv5wjEPuchLXjvhsYuz1CXyHLFrT8P59i/+PWXLl9AdaDeQNn2z/9aZSFQrNeQW3iqSVTv/ghRporT71eU0MTj9woQ/bVrYM89clclQAAQGKYhXxhHOn+9fKwPbOi5LDvmRf97fAF/jF7BxrjdUoVMHJu/rBi8aoT8a1T+5aydo7/5r34A4MV8i128Zr6ucfW71Lk+CUKDo8ZYnXv7toIxfSO51e//HXV7K92PiyX6uk6/XfcP2A42+UIulcATXMBAO2HXcgn1OwmbPhsdd9DclkYlvPjiPcdHl9f1A2PniWC+uybP675bt3RmKq2n/yPV3f/TKgZ1FshiT7dbco3EaumP5RHTZ5/8Z9v6BVedfHWjhFWcn0zc0qifln19eID0dVS/gPN3tseXJjn+mIG0n17dsFu0DQXANBO+IV8gqYXsXJj32PT7rLlMTrr4be9x2g8OP+VL6mjPq8q8eKeDeu2/vq8RpZ/Rg9YfOXqRsXE+waqNqOXjlkw7Iy0YbJ9BEl7RwYU7Lp0eE6QPJJ9bvnz37cuXbrlep70/0ar1+b7lxd20+HnxT97g/C1qLmG2EOSDwBoJwxDfkP13Y+3L9rivwF5+d1G1TfnhwyuuH5xZS8SzvALGLn3ju3ctGn3zVxZ721Yjd1/4+gMb4VeytCM+i370vnMJvkU5Wmi+MK8HpF/rv316JL+yCrTCZj59w5vXbdx7x3Z1o7oDdzx4I95b68ZGRn3kH7r9qGuClp9CQCgICxDPkFo+i06OPNwn/1yKvVCMCLX9PZP/vHSTzO6KbJonSQCRv7DU3u+/37vpZR2bAHXDl9x6Y9V/UwVv7uri8+cNQN3TLrFlP+XenNz5QDrw8OXbt60+APvjvzeeFUpN4/u2/PDT9fSZH7ZRiN+fHj6C0/NtxdWnFdPX6Kc4dBw72EDTXMBAO2FacgnaPo9/9/efcdFca5tHN+lNykCGgFRKXZRsGDBhopYsHcJtliwxS4aSyKWqAfFGkWxYOwtWIlYsYuKLYJdsBsbKBGp76rJeWNOTHZgZ5dlft8zf5xN5mGfD2H3mnLP/UxZ0m1zq3WqK4X+q3ubAt1P7pv945Jh9Ypo8teUlRwftWrR/AXL9t3K3a0M3YoDN+6c076khrJC167t9KGlomepfHmEv5V9Z9e0zrtmOzXpPWBAv54t3W2VX38nJ/1Z/NHdWzesW7dxX4Kg+yX/Zdd51ZFVPVz+e+k99cZRlZ7kl6rDorkAck9bI18m07FtMXdFt32t1z0T8U3ubR9df++agFkLZw6oq+6VTDKeX45auyJ8xerIi3lYp8UlYOWOxT3KabQwwcRj1Jz2S9tuVb7GMK/Sb0cvGaPY9O08fJo1923sVa1yxfIudub6n/wactKTHyfdvnY57uzZ2DPHDkXHXMvLer/ycoMiD4T6FfvTR+pd0sn4d3n4kX9lWo5FcwHkgfZGviL0i7ScF9HzQPNVInV1/V3apYih9SJmNBg0YcLIHt6lRA7P7DeJp/du27Jly9bIE4l5jItSXcMiw76qZKbxOkTF4dnM4Fo/DT0pZun+38l4eH53uGL7/aWeiYWFuXkhI1n6b7+lvn6erLomucZ1puzf+U1tq0/uJuS8Tjh+V2VvIXt/ku/EorkAck+bI18RJTa+87aOPuE1W6RCvj95dHjRoMOLvi7R4MvevQK6tfZysVDdry4zJenymWNH9kfv27fvQNxDlTyJ4NQtbPuSr9zyywNd+s59l04Oc5t0RaOzyPwt+bliU/WP/aLd0gNr+pY3+evvOu3O8euq7B9hXpFFcwHkhXZH/vsn9upM+WnuKffhR1V5AfWzMhMPr5ys2GQGDtV8fBo3rF/Hs3rVKqWLmQooi8v67dmDOzcTrv6icOXyhbNnTl+6/+89dATQLdc7fMu8gPKaP7v/M6NKI1aOW1t9xjVNT0S1DKuN2bFrmk/Rv/kgZb+8clql9aVOXqynAyAvtD3yZe8X1R2ydXt89eZh4nV2/V/p98/uWqHYPr7SsXAo7VzCwd7uCxsrS4tCJoYGenry7Iz09IyMjHdpqa9fvXzx3rMnD+4lPU7JFHFeZp7DV6+b3tbJKF/F/Uem1SasmxhZNVj1SyFqin3HZdGr+pT7n9P7j97eilHpSs+Fq7jZFIDPKwDNKRBfIbq2zeZH/5BUNTAqd3XWeZadfD/hvGLTzLv/wbHNrDVhw+vl47XUTTzGbZy5z33saTGPetSkUL3JkVsmNvz8Y4+ZTy/EqfQegjOL5gLIm/wbD8IYuvbfHPO6Re0xMepbtzwfsao7aln4d+1cP3O+mX8YVxyxKfxYpR47xe3HJzID92Gbd8xs5fCP1fNvb8ao9AE9PVni6bM3G3i4FOZ+PoDcKSiRL5PJzaqM2nkk06/B+BiV3hnP78w9By4Im+Hvll9aBv0bPUf/iF2Xa9f7T7ymZ5I78jJ9fty5oKur8b8cXaU/OHP5jSrfODN2avuaUxVHTQ5V6ni9V7euV40K9mbq764EQFsVnMiXva/lqx60N9aqa/3AHWI+rJ9vWNUeEro42L+yli2mqmNZd/reNXeqfblV2/4r6VXou2praLcyylxMSb1+TJzmQ2/vX9i/QbEt/PDKyrWW1+9qV3O1Mcjvl3kAaFKBinwFuUn5AVsu2I9p2T70QoamJyMiB9/xoXPHtSubv6rylaZfwn9NTPIbz8E/a6j6QjiDKoPWbJnd0fnfzu5/l5Z4IkGUdZ/+4uWNkzsV28rZ718Y2rl9vADgVderZqXihbgAAOATBS3y39O395tz/KJbv5a9197W9FxUz7xqr6kh0/rXL6blbdiMyw3cejynY/0he/PQW1BNbBpNjFg5oVlxAc17U+JPqvMJko/ePbx0cJNiW/zhlYWTp5d3x/Gzhv+lQ5B0ZL15cDX25InT565cu3nr1u3bd5Iev3z9JvXdHx2hdPSNC1kVKWZvb+9QwqW8WxV396rVPd2dLAvityLwQQH945ablOu15qJnk6Hte69MUGU3FE0yqdj5mxlTv27hkq+X9VWe3LTS4G1nzHt791h/T9Nz+SzdsgGL1s7v6yHw5snbO8eu54g0JWUl3z69+6Ft4H9Gangeapadmngm6qdtW7dHRh25/s+Hk9kZb5OfJiq2hLgTB3au//gP5TYVvH1btOnYtZNvlSJaflwN/FUBjfz35Gble4TH1WszpU+fGYe07a7xpyw8ugd9N2lwi9Jaeh3/84xcAtbElSzTtsW3R1Va66YSjn7BYYtGNy0ufD2irBeXYx+LMCPBStZylkqL3qzka9E/Lv1hyYodV/K0mEPOs18O/KjYZg0xLt28//DRw3vWd8yPbS6A3CjAkf+e3KhUq+n7b3VZM77/sEWn8rJoimboOzUdOHb8qIC6DgX3S0fXut7k/fFVJ3TsMvtUqqYn8weH5t8uWTS2eclc/trTVNyFJ7dMy0tgHZ7s1wm7Fk2fFrLmjIoP7N9e3xMauCd0XPWvps2d1rdOER6OhPYr4JH/gY65W4+FJ9oP3jZjxIjpe5M0PR2lGLn69h06/OtejZ1NpXAf1sCh5ayY601m9AmYHKXhs2Ojit2C534/pFFxw9wfZGU+Pn8hX1QolKpToE/ys15d3PD9hG/n7LopZqnuq9jlg7wifuj9w9q5PbXmWVjg70kh8j+Qm5VtP21P6+Fn182cOHlO1N38eoO/WC3/foGBX3WsVYDP6/+evl2TSXuut18/acCQ0GMvNDABuaPPyOmzvula2TKvX+u/qbgLT26ZV3IvWkBPTdMfHVkSNDQo4pKaWm+lX1nRp/KB6GW7l/epUEBqaSBJkon8j/RsqgXM3us/MWHv8jmz5yw/8kDTJVZ/MCzVoGuPnr0COniVksRp/WfIC1XoNjem1YDts8aMnbHjprr68hqVazd68qThHSpbqeSxtvT7p3/JF+2gnArkYruZvx6dF9hz9Nbbav/wJm7o63Hzzr6o4PrWEv6QQqtJLPI/0jEv22JEWIthc28f2bhi+bIV60890lD0m7o0aNupS7euHRpXtC6gp2PCyc3KtJsS2XrE5W3zp8+YuyFOxBKMQpXaDBgydGD3BiVV2ao4K92gWvNmLpo+nNSxblyvaMF6ND/nzdW1YwP6Lz4n5IjK3Ll2o8beXh6u9kWLFLW1Msp5m/Lrg1vx508c3BO5P0FgY4j0s9MbNdGJOTSltgXn+tBCkoz83+mYOjXsPbVh7+AVTy4diNy6dVvk7v2XnmT9+8A8MrT3aOTT1Me3RatmNUvRLuUzdC0rdZy0vmNQ6NmfVi0LD/9x3w0VnjgX8WjT1f/LAH8/D1sRjrSMqwSt2x2k+p8rbdkpF5b2bT1wk9LFOGYV2w8dM2pwJ89if1eW0aZ74LiQzOfn1k8fOXzOESHrH2XFTfXt7nx5e88SHKVD60g58v8gNyxauXk/xTZFlvU6KS7mwKGjJ06diY2NvXhPRQ+O6Vg5VXF3d69aw6th48b1qziYcFlQWQZFq3Uaq9gWJd84vmv79h17ow/FXP01V5UYxiU8fXx9fZu18POpZq9kEz3kC4q4D+vXJnCjst2NHFtPXzZ/eJN/fbhOz7rqlyEH/TqFdGo6JlrAo32vd/fturDWoeFlhD+/CWgUkf8J3UKO1Vr0UmwfXmWnPU+6nhCfEH/txp3Ee/cVHjx6+uLlq/eS37z7JHd0DYyNjU1MTEwtbIrZFy/uWPyDEk5lKlauXL6EFb3P80jPwrV+9zGKTXGWlfooIe7s+fMXLsVf/9BS7eHTX589e/7mT/1t9YzMLGzsijuWKFHSqXSFyh7VqlXzcHO2yUMRPjQmPXHLYJ+Oy64rt3fhhuNXhk/wK6X8MZ2Opeeon47pNa8+4kia0pPKPDm236q2B/qX5BsUWoU/2H+gY2Rd0q2OYmum6ZngT3RNi1Xw8lNsmp4IRJedfCakg8+Y/cqdgZvUHLd9+xSfLwR/q8lNKg5dH3GsXKdtyp/qZ8R8M/lQ51VNLDmOhBYh8gHkS1lP9o7wbjH/qnJ1kK59N/68oFOp3F5q1y3WNnROg519Div/iP/ztd9tDvbu60g5DrQHkQ8g/8l8GDmoXpsw5fob6FYe/fP+GY1s8hS+esU7BfcaXzfsidIjso4v3HKn5wgXyvigNYh8APlM5oOt/ep0WKlctZ5BjcmHfp5UO88NlGQys6r9ujmEzb2v/IhLa39+MNSFG/rQGvytAshPsp/vH+WtbN7LXIbs2qOSvH/PuEzrhlZz1wholnw5Mi5lYMnC3M+HliDyAeQbOa/PzmjRfJ6y5fltV0eHNFFhKzyT0t6lZWtOKz8g49qJxHdtCxupbAaAqIh8APlERmKEf+MJp5WsoCs3bs/qL0uq9Ea6TqESzhay0wIe0X8c/zhdJiPyoSWIfAD5Qc7rM1P8eu5QMm4NvEK3T/YspOor6rpmtmYymYDIT3/x/G2OzJwr+9AORD4Azct6tLVfy6mXldzbou2qDYPE6H0n19EVeJsgKzM7RzFO9VMBREDkA9C09FtLu/lv+FXJvS3aLV/cyV6U766sty8FruVgaGZI/2xoDSIfgGal/RLadejhd0rubd566YK2X4jU/+bdk0QB9foKFg7WBuJMBRABkQ9Ak1LPTe88NlbZFSxNmy1c2MFOrIZ3affO3ha2ZpOdmx1r60B7EPkANOftxdkBwb8ou7e86nehnR1E63Cb9Sz24F1BIyzcPe1pvgftQeQD0JR3CQv7TLmq9O4lhi0cUFq86+jZz49vjBM0Qr9Gm4qmIs0GEAGRD0AzMu6s6PfNOeVWzVGw6BA6roaIAZv9ZN/SI8qvqqOgV/tLL2uK9aFFiHwAmpD9dOfIoKPKR2z5Ud81txWxOD7j1vqQQ4IS36jJYN+ilOtDmxD5ADQg9eyskdtTlN7dvN30AWVFrI3PST42c+YFQUO+6DneV8xjEED1iHwAapd5Z/Xw0LvK719m+He+NiLG67v4xcPDnwoZoVdn0piaZmLNBxAHkQ9AzXJeHf520glln8tTfE3VD+pbTsRn4TJuLus/+aKgIa6j5/UoxdcntA1/swDUK+POmvFrniu/v2WHoNaiPYr/oRNQ92HHBN3FLzls5TgPE7EmBIiGyAegVqln534fq3Sdvkzm2GdUfSux6uKzn0eP8htzRvkrDgrlx28Mrq3yFX0ANSDyAahR9tM9U8MfChhQcVA/N2Nx5pLz5vzsVn6L7ggZY+y9YNukGmYEPrQSkQ9AfTITN83a81bAAM9BnZ1E6W+Xk3Judut6QSeU7e3/gevQnZsGirGEH6AWRD4AtXkXv3LeWQH769YNbOUgwrdU5uOooOZ+IXGZQgY59NhyKKSRNc/lQXsR+QDU5bcLy8JvCthfr96ApipfNC/rxYmQ7q3HRj0TNMql77ZDi9qKs2QvoC78AQNQkzfnlm0Qchtfz6uPdxGVnlRnPD44q1fXCVGCHsGXmdSetHvHpAbW4j01AKgHkQ9APV6fXb79VwH7y2v2bKi6xM9+FbdqbJ/BYXFCKglkMp1yfdfunN/F2UhV8wA0iMgHoBZvzq3a9ULIgKrdGqimhX3Gk+PLvvl6bPi5N8LG6Zbvs2Lr/C/LmlCfjwKCyAegDqkX1+4RlPjl2nvnuQFP+uNTa2dNnDh3/wOhIy3rjlkdMaVVSarzUZAQ+QDU4G38lighV/VlxZv7lMj903mZzy9Ghs2dHbL6tIA2f78zrvLV/PDZvT0sqc1HQUPkAxBf+p09e+4LGWBep5lrLu6fZ71K2L8+PCwsfNuFl8JHy6xqDQpZGBzgYUWlHgokIh+A6LKeHN15XcgAeWW/iqbK757+65VDO7dt2bBuQ/Q1gTfsf2dcscukmVOHNnPmxj0KMCIfgNhyks/9dEnQCNfGVaz+5bp6ZsrdC8djDh+M/jkq6sCVZwK69n/KpmavoInjBzRzMSXsUdAR+QDE9vZaVFy6kAHm7l6OBp/+o+y0F/duXL1y+fKlixfOn42NjY1LfJ23WdlU7z5k5IjAdh62onT0BfIfIh+AyDIfnTrxRNAI4+yTK+acev7k8cP795KSkhLv3rp5P1nQcnf/wLxCy179AwcENC1rwS17SAuRD0BkqdcOCWmzq/Bk84SvN6t4FkZO9Tp08Q8I6ORdhqiHRBH5AMT1LunUVWEt71TIoHiN5q1at23XoVW90pZ830Hi+AgAENfbO7FJ6n1HS5faDZv4+Ci2RtWdzPmWA37HhwGAqNIfXrydIe5bGBUtU7lKlcqVq3hU96xdq0Z5e1Ou3AN/g8gHIKr0R5eFLJ/393QMTC0KW9tYW1vb2BYpZl/cQfG/4iVKObu4lnZ1srM04Pk6QAlEPgAxZack3hXWHce01eZLy+qb6+rq6ukZGBobG+nT+RZQCSIfgJgynt16JmyEdRlnuyK2rFYLqByRD0BMGS8SBXa7t7SntB4QBZ8sAGLKTHkisEuema0Z1XeAGIh8ACLKfvs8RVjbPL1CFlTjAaIg8gGIKPttcpqwEfpGepTrAaIg8gGIKDs99Z2wEbr6XNYHxEHkAxBRTlaGwOVwcnK9DC6Af0bkAxBTTrbACM9MyyD0AVEQ+QBEJNfRE3idPv23NFUtkwvgE0Q+ABHJDUz0hY3ISX76JktmxQ19QOWIfAAi0jW2NBY4JOVhcqasOJEPqByRD0BEOqa2For0FnKp/un1pxkymaFoUwIki8gHICZ9KwcLmeyFgBEptxNTsmVmPJwPqBqRD0BM+kVcbYVFviwpNimtl52JWDMCJIvIByAmgyLl7HVl14Rc2X98Pv5Vdk0TTvMBFSPyAYjKpKS7vexgkpAhCdEJqb3sCok1I0CqiHwAojIsUdNVV5Yk5DQ/+XjUzTRvdyPR5gRIE5EPQFTyQhUausgOXBMyJmnn3rtT3csaiDUnQJqIfADiMnCsX8dGdu2ZkDEJqzfdHDWpPJkPqBKRD0BkJuVbexqt2C1oEd3ry5dfHDWnOmX7gAoR+QBEJrf07FZTd/dhQa3z74VNjRq3vZ0tdfuAyhD5AMSmY9uwt5fu4SOCMj91x7jQi82muQvt16tCOWl3o0JGjt3iuPDwnHoWcs1NBFANIh+A6HSK+gzwNjgSnS5o1PWZA5f1ihnqInBdHpXITrmyedrwYbP2P37/qvvYlpcWN7LiigO0HJEPQHw6RXxHtLWI3pgsaFTWqVG9fvDdP7S0Ohvu56Te3D1vQlDwxl/+v/jg/lL/UW2vLGtqTehDqxH5ANRAbtlgbGCpjd/fETYs49jXfkGVToY0LKyGsM1+c2PvD1MnBUecf/0//+7xioBRneLDm6pjHoBYiHwAamHkNniKT+iX+wQV7itcD/VtZn4wanIdEa+rZz47v2nulCkhkdfefWYPM6/AHlUtyHtoNyIfgHro2neYPXb6vu/ihQ5MPzPFq+aDdbsXdHExVnENXebziz8tnRMyL+LU08/vpF958IbI/7QrwXq+0HZEPgB1Mao0Yumg8HqL7gsfej28W9kTUYsiQr+qZqWb95lkpdyM2bomfMnitWf+uUWQXoV+EdtDu7iq+lgD0AQiH4DayM29pkYE7vD+4V4uBmfFRwyovmlhlwnBEwb5VbDMRfDnpD1NOHVg5+a1a9buvvLvlYSG7oPXbJ7dwdmIuEcBQeQDUCO5ZYOZm8fH1Jz+S+7Gp13ZMKHthglWbi07t/fz8faq6V6mmOnn0j/73cuHt2/euHEj4crZEzGHDx+Ju69sJYFVwwnrIib6OtDyFwUJkQ9AreSFPCfvCL/k0WeXsCf2PvHy0q4lim3y+/+vZ17M0aGojZW5iaG+PDPtt9Q3H7x++eRpSmYufrZuWf/5q+f1r1FYBTcQgHyFyAegbgZOvdYdeOJbZ/yJzxXIC5GZ8uj21Ue3VfCTZDJHv+CwxaObOlCphwKJyAegfvJCVYP2HtVp7R10+I2m5/KRjnO74EVzRzZ1JO1RcBH5ADRCbl597N44h8Bm/qtuanYm1nUGzgj5tpenLd+HKOD4EwegMUYu3Vecr+Q1pHO/1QnZGnj/Il4DJgV/81V9B0OK8iEFRD4ATZIXcuuz6kKTTjMG9Ptu7wN1vatZpQ7Dxo4Z0ql6EU2s2QNoCJEPQOMMHZt/u+fWVwd/mDRuysozL8V7Ix2HugH9AwP7tKtejBN7SA+RDyB/MHTwHrbiVODUk+sXhi4I23z+uQp/trVbyy7+/v5dWnkWp48epIvIB5CPyA3tavecXrtn8OtbRyM3b90WuTv61J1cFvVbuNRq0Mi3ZatWLb0rf0ELPYDIB5Af6RZybuAfpNgW5KS/uH0xNvZc3KVfEq5dv5V4/+GjJ7++ePU6Lev/99bRN7GwLWZvb2df3LlMhYqVKrm5V69RuaQFX3DAn/GJAJCvyQ0KO1dvqti6aHomgLYj8gEAkAQiHwAASSDyAQCQBCIfAABJIPIBAJAEIh8AAEkg8gEAkAQiHwAASSDyAQCQBCIfAABJIPIBAJAEIh8AAEkg8gEAkAQiHwAASSDyAQCQBCIfAABJIPIBAJAEIh8AAEkg8gEAkAQiHwAASSDyAQCQBCIfAABJIPIBAJAEIh8AAEkg8gEAkAQiHwAASSDyAQCQBCIfAABJIPIBAJAEIh8AAEkg8gEAkAQiHwAASSDyAQCQBCIfAABJIPIBAJAEIh8AAEkg8gEAkAQiHwAASSDyAQCQBCIfAABJIPIBAJAEIh8AAEkg8gEAkAQiHwAASSDyAQCQBCIfAABJIPIBAJAEIh8AAEkg8gEAkAQiHwAASSDyAQCQBCIfAABJIPIBAJAEIh8AAEkg8gEAkAQiHwAASSDyAQCQBCIfAABJIPIBAJAEIh8AAEkg8gEAkAQiHwAASSDyAQCQBCIfAABJIPIBAJAEIh8AAEkg8gEAkAQiHwAASSDyAQCQBCIfAABJIPIBAJAEIh8AAEkg8gEAkAQiHwAASSDyAQCQBCIfAABJIPIBAJAEIh8AAEn4P8vdmW9Blo9EAAAAAElFTkSuQmCC" width="36" />
are the <i>k</i>-th scale wavelet coefficient ordinates at
<img align="absmiddle" height="21" name="Object44" src="data:image/png;base64,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" width="23" />and<img align="absmiddle" height="21" name="Object45" src="data:image/png;base64,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" width="29" />
respectively, then the decline segment of the spike is measured by
the angle<img align="absmiddle" height="27" name="Object46" src="data:image/png;base64,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" width="211" /> .</span></span></span></div>
<div style="line-height: 105%; orphans: 0; text-indent: 0.14in; widows: 0;">
<span style="font-size: xx-small;">
<style type="text/css">p { text-indent: 0.2in; margin-bottom: 0in; direction: ltr; color: rgb(0, 0, 0); line-height: 95%; text-align: justify; }p.western { }p.cjk { font-family: "SimSun","宋体"; }p.ctl { }a:visited { color: rgb(128, 0, 128); }a.western:visited { }a.cjk:visited { }a.ctl:visited { }a:link { color: rgb(0, 0, 25</style><span style="font-family: "arial" , "helvetica" , sans-serif;">For a trapezoid up-down spike, the flat segment
is characterized by<img align="absmiddle" height="21" name="Object47" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAJACAIAAADq+E5hAAA6BElEQVR4nO3dB3RU5brG8UlCCmmEUBJInTQIgQAJqXRFUFEQCyqigkqxYsVjQSygqNhQUFEUBCkKig0VUXo6vaRXWuiQOqlzg3rOtVCmfbPnm/n/1tyzFlznzV5hZj/73fsrrbRarQoAANm0UvoAAAAwBAEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQYAkBIBBgCQEgEGAJASAQbr06w5UZKzPzu3sKSsrOzAgQNlBw8fO3Hq9O/OVNbWNTb/6y32ji6ubu7uHp5eXm29vNt37NjRp1NnP/+AoGB1SGh4RLja14PvCmBh+FJCftr6k4U70lNTU9PS0tKzdu4pPFGvb4nmBk3VmZbXifID5/8P7NoEdo/u2TsmNrZPXHx8fO/w9s52xh43AKMQYJCUtvbw9l9/WPPTz2vXrtuSf1b4jztbtmdzy+u7z/74s2PHqL4DBw2+/PIhQy6LD23DFwkwP753kEtzVdHmr5Yt/+KLL3/YfVLB42g4tm/Dly2vudNVKgff3sNvf+bdmTcEOip4RIDNIcAgh+bq4k3LP/5w/sfLM44pfSz/1FS+49ufyt58WenjAGwMAQYLp9WUbVr01quvz/2xsEHpY7mwNj16+fBlAsyL7xwslra6YM2caU/NXL6nWulDuaSQfqGtlT4GwNYQYLBEdQd/nfvME89/tqNS6SPRTbtePdo5KH0QgK0hwGBZtLXFa16fcv/070qVPhJ9hPYLoQEDzI0Ag+WoP/zLaxPGT1tzSOkD0Zdvnygve6UPArA5BBgsQnPF7kWP3T754916T0G2BGHJwTRggNkRYFBc85nM9+4aNeVr6Rqv/wqI79qGZTkAsyPAoKjmMxnvjh/18OrDSh+IERzCk4KdlT4IwAYRYFCMtjZ/yaRhdywuVvpAjBSYGOFOAwaYHwEGZTQd/3X6iGtnptUqfSBGc+qSEEADBiiAAIMC6ktXTBhwy2dlJi7bOjhp6JCBfRN694iMUPt38mnXxrW1cyttfV1dfV1t5enjx44dKz9QnJ+Xm7N3R0ZaWlaxSZYADk4OczNFHQB6IsBgbrW5H9/Wf8LXx01X0a37DQ9Mue+e0QPDPM83m9i5dSvn1m4eXu07qyNVCQOv/O/fN5zO3brmm1XLFi38YX+VwT+8dWScv5PB7wZgOAIMZlWbPe/6xPt/qjBROTv1dS++O/vRq0NdDXgI5di2y6Dbpra83jy+7Ys3nnv29TUl/97p8pJC+rKIFKAMAgzmU1e48LYBJkuvVj0mL1715s3hrY0eQOHYIfa2WT+MfmTj2/feOfVr/ZYA8YiK8WUTFUARBBjMpPHQynsGjP/6hGmqRUxYvmbO6FAXE47+c/QZ+MSi+Wlrh32lz9rBrOILKIYAgzloK1Kfv3r0EtPM9rKLeuTn9a9f0UHA6rku6oQg1Vf7dX+Dd8+eHfgSAcrguwfx6os+HXvVzN1akxTr9ti6ja9d1k7M0oOOvr26uqn2696ChfQLcRFyJAAuiQCDYC3N17Thd39nkhHrKvcrP/7+FVHpdY6eLVjHmO7ebKMCKIQAg1BN5avvHflajmmKBU5etWS8WuiQCT1bsNC+ahowQCkEGASqz/9gzJilJprxFTb1y9lDBTZff3BRJ+regvnFR7ZhGxVAKQQYhKnd88YtD67XmKZY4IOfPhNnhhUvWlqwSF1bMPuwpGAaMEAxBBgEqd7+yq1PbzfNwA2V74RPXujraZYVc12CE4JUq3RqwQISuniwii+gGAIMImir0l+85aV9JqrmMmz284PamikqdG/BHCOSAmnAAOUQYBCgZvsrd76Wb6pqYY/Our6z+cb66dyCBSWHs4ovoCACDCan2fPm+JdzTVXNfeSsKdHmXOxC1xbMpWucP9uoAAoiwGBi9blz756+x2TlQh58YXhH8470a2nBglWrLnn/U903zNUchwPgAggwmFTTweUPTcs0YFH387OLf2xilLmfM/0xF2zfJVow926xnVnFF1ASAQYT0p5a9+xja023ybLbtf8ZHWj+z6hOLZiaVXwBhRFgMJ2a7a8/sMhEy82f43v71KHtFZgorEsL5hXdqyPfHkBRfAVhKo2lnz8yu8CEBYPumBirzDA/l+DES7VgIf1CaMAAZRFgMA1txZaZ0zY3mrBi6O1juyk0zcrRt+clWrD2vXu0ZxVfQFkEGEyioeDjxz86asqKXcaN6aLYKPVLtmCh/VjFF1AaAQYT0J7+9fkZ20xaMuqu0WFOJq2oj0u1YJ36RLZlFV9AYQQYjNdQ9Nm0padNWrLrmBHBSg5Sv3gLZhfGNiqA8ggwGK0y7fVZWaYtqR41XK1c/6W6VAsWEN/FPCsLA7gIAgxGajq4avon5aat2Xn4dREKr9LklvjyDz+MqzzvlOxW7XopNbwEwP8jwGCcuv3zZ65vMG3NdkNv6qb0GHV7j4iBV0cofBAALoYAg1Eqtr7xvinnfp3jPujmnu4mrgnA+hBgMELzke9fWW7CpTd+Zx8zqreHiWsCsEIEGAzXULB41ro6U1ftNjKxHUPUAVwSAQaDafZ8NNd0+6b8V+CVg/z4WAK4NM4UMFRVxrxFZSav6tX/6ghG+AHQAQEGw2hPbXhnxXGTl20VO7KHMgv4ApANAQaDNB/98e3vqkxft+tVvdswRRiALggwGKLp8Jr3TT376xzfAf382OYYgE4IMBig8eB3H2w97yIVxnGJvTJC6RnMAGRBgEF/jWWr52eKKNxteLSniLoArBEBBr01FK/6eKeIwoGXJfiwSyQAHRFg0FdDyTef7RVRuHWvwaGMoAegKwIMemoo+36xkPxSdbmiGyPoAeiMAIN+Gg/88NluIZV9k+N8+DwC0BknDOil8eCPnwl5/qVy7HF5GDcQAeiOAIM+mo7+9vk2MaXDLu/OLscA9ECAQQ/ak1uWZokp7R2XxBRmAPogwKA77ZmMpakC1t84J+KycKYwA9AHAQbdVW1ftqlGTGn/pO5t2QQMgD4IMOisZt/KX8+IKe0Y2V/tLKY0AGtFgEFXdUU/rjsqqHbIwK7ujOAAoBcCDDpqKt/0fYGg2h7RCf5OgmoDsFYEGHSjPZX+lZgJzC3CBke4iqoNwFoRYNBN5c5VmY2Canfs07M9i/gC0BMBBp3U5q1JqRBVPKx/CGtwANAXAQZdNJanrD8oqnhAUpQXQ+gB6IsAgw60Z7d/v19U8VZd+wYzhB6A3ggw6KAm+4ftglbgUKnUfSMYQg9AfwQYLq2+9LetJ0UVb90tIYAh9AD0R4DhkppP71yXL6x66AAWQQRgCAIMl1Sb98s+rajiXj1jfFiFHoABCDBcSsOhlPRTwqqHDQijAQNgCAIMl6Ct2CPwBqJPn2hv5jADMAQBhkuozf91r6glOFR2Ef1DaMAAGIQAw8U1ndiRXi6semBSpCdD6AEYhADDxdUWbBS1Br1K5dg1OZhFpAAYhgDDRTUcSt8lbA1ElbpfhJuw4gCsHAGGi6rK3VwkrLhb93g/5jADMBABhovRlKZk1wurHjogjG3AABiKAMNFaCuyU0uFVffu1duHDyAAQ3H+wEVoirfmC1uDQxU2IJQh9AAMRoDhwppP7886Iqx6p/ge3mwDBsBgBBgurLZws7gh9PYR/dQMoQdgOAIMF9R4YvcOYbuoqIKSuzKHGYARCDBckKZQ4BB6p65JQezDDMAIBBgupOFI1h5xc5hD+kcwhB6AMQgwXEhNwdZiYcXde8R1Zg4zAGMQYLiAuoPp+2uFVWcbMADGIsBwAdV5KSXCirfr3asDnz0ARuEkgvPTlKbmCtsGTBXOHGYAxiLAcF7aipy0A8Kq+yVEeTGHGYBxCDD8TVPlgd2pmzZt2vDj0i3CFpFyiOjLHGYAxiLA0FhRuiulJbM2bdy0afPWvFPif2LT+tEdzN6A2fVfdnTjLR2YOw1YDQLMJjWeKd6Rci6wzv1fWsFZpY/HHPz6hLuTXoA1IcBsRcPpwm1bN/3eaG3clFFcqfTxmJudOj6Q25aAVSHArJe2/mRB1tZNfzZaWaXVSh+QomjAAKtDgFkVbd2JvMzNm/5otDZtPyBuIrJsaMAA60OAyU6rOZaTsfn3O4MbN23ZdUij9AFZJhowwPoQYJLSVu78aPqsFes2bdlzpF7pg7F8NGCAFSLAJKXJXfjiWysOKX0YsqABA6wQASYnbVXB9sNKH4Q8aMAAa0SAyamuLKNY2EIZ1ocGDLBGBJiUzjVg3D7UGQ0YYJUIMCnVlWXSgOmOBgywSgSYjLTVhdsPKn0Q8qABA6wTASajlgasqFnpg5AHDRhgnQgwCWmri7bRgOmMBgywUgSYhBorKn0TYmPrBJRurirckXtGQOE/tA7t1c3LQVj583IMvD7akwYMsEIEmIQc1eM+3zpOSOmzP47wvfo7UctRqR/5Km1mtLOg6gBsDAGGv6g/lJkrbjFFx4j4ANILgKkQYPiLmsK0EnHVgxLDXMVVB2BrCDD8v7oDGXniVgZ27hLnTwMGwGQIMPy/6oL0UnHVg5NCW4urDsDmEGD4H01Zen6jsOqtu8Z2dhJWHYDtIcDwX9qq/IwyceXVySE0YABMiADDf9WVphWIW9/DvVtMJ0dh1QHYIAIMf9JW5GUKXN9DnaymAQNgSgQY/qQpTS0Ut8K9Z/dePnzYAJgS5xT8oflszjaBezyHJKtZjxCASRFg+IOmJKVQXPW20dEd+KwBMClOKvhd85n924+KK08DBsDkCDD8TlOcUiSuevte3b3NvAg9AKtHgOGcppP7dp4QVz4kOZghiABMjADDOZrirQIbMJ+YyLb24soDsE0EGFo0ntiz+7S48iFJPAEDYHIEGFpoirYWi6veuU/XNjRgAEyNAENLA3Zs196zwqrbhSYF04ABMDkCDCpVbVGKwAbMPy7C005ceQC2igCDqqF8+74qYdXtQxOD2McSgOkRYGhpwFJLxFUPTAh3pwEDYHoEGOoPZ2XXCKveKiwhkCdgAAQgwFBbmFYqrnpgYpibuOoAbBgBZvPqD2bmaIRVd4qIC+AJGAARCDCbV12YXiauelBSmKu46gBsGQFm6+oOpOfVC6vu0rWPn5Ow6gBsGgFm47TVBekCn4AFJ4Wyii8AMQgwG1dXmlbQJKy6W2RsJxowAGIQYLZNW5WfeUBc+eDkEBowAIIQYLZNU5Ja0CysukdUbx9HYdUB2DgCzKZpK3KzDoorr05W04ABEIUAs2ktDVihuOptuvfsyAcMgCicX2xZ85mcbUfElQ/pSwMGQBwCzJZpSlKKxFX3ju7R3kFceQC2jgCzYc2n9+04Jq58SwPGKr4AxCHAbFhtscgGrEPvKG8aMADiEGC2q+nk3l0nxZUPSQqmAQMgEAFmuzTFKcXiqvvGRHrZiysPAASYzWo8tnv3aXHlQ5J5AgZAKALMZmmKtwpswPziunjSgAEQiQCzVQ1Hd+6rEFbdLjSRJ2AAxCLAbJWmSOQTsIC4CA87ceUBgACzWQ1Htu+vFlbdISwxyFlYdQA4hwCzUTWFKSXiqgcmhLvTgAEQiwCzTfWHt+XUCqvuGB4fSAMGQDACzDbVFKaWiqsemBDmKq46APyOALNJdQczcuuEVXfuEu9PAwZANALMJtUUpJeJqx6UFEoDBkA4AswW1ZVl5DcIq966a2xnJ2HVAeBPBJgN0lbli2zAgpNpwACYAQFmg+pK0wqahFV36xbTyVFYdQD4LwLM9mgr8zIPiCuvTg5hESkAZkCA2R5NSVqhVlh1z6hePjRgAMyAALM5zRW5WYfElVf3ZRsVAGZBgNkcTXFKobjqXj2iO/KhAmAOnGtsTfOZ7O3l4sqH0IABMBMCzNZoSlKLxFVv17N7Owdx5QHg/xFgNqbp1L4dx8WVD0lWtxZXHQD+ggCzMZrirQIbsI69o9raiysPAH9BgNmWphN7dp8SVz4kOZgnYADMhACzLbXFKcXiqneK7epFAwbATAgwm9J4bNeeM+LKhybRgAEwGwLMpohtwPz7dPG0E1ceAP6GALMlDUd37KsUVt0+NDGIBgyA2RBgtqS2KKVEXPWA+AgPGjAAZkOA2ZD6I9uyq4VVdwhLDHIWVh0A/okAsyG1hakl4qoHJYS50YABMB8CzHbUH8rK0Qir7hgeH0ADBsCMCDDbUVOYViquelBimJu46gDwLwSYzag7kJFbL6y6S9c4fydh1QHg3wgwm1FdkFYmrnpQYiir+AIwKwLMVmjK0gsahVV3jezTmQYMgFkRYDZCW5WfIbABC04KoQEDYF4EmI2oK00raBZW3T0qxtdRWHUAOB8CzDZoK/IyD4orr06mAQNgbgSYbdCUpBZqhVVv071nRz5JAMyM045NaD6bk3VYXHl1sppVfAGYGwFmEzTFqUXiqreNju7ABwmAuXHesQXNp7O3HxVXPqQvDRgA8yPAbEFtSYrABqx9r6h2DuLKA8D5EWA2oOnU3p0nxJUP4QkYACUQYDZAUyyyAfOJ6eZlL648AFwAAWb9Go/v3n1aXPnQ5GAaMAAKIMCsn9gGrHNs1zY0YAAUQIBZvcajO/dWCKtuF5oURAMGQAkEmNWrLU4pFlfdPy7C005ceQC4IALM2jUc2b6/Slh1+7DEIGdh1QHgIggwa1dbJLIBC4wPd6cBA6AIAszK1R/ellMrrHqr8IRAnoABUAYBZuVqC1NLxFUPSghzE1cdAC6GALNudQczc+uEVXeKiA/gCRgAhRBg1q2mIK1UXPXgxFBXcdUB4KIIMKtWdyAjr0FYdZcuffychFUHgIsjwKyZtio/vUxc+eAkGjAAyiHArFldWXp+k7Dqbt1iOzsKqw4Al0CAWTFtZV7GQXHlg5NCGEIPQDkEmBXTlKYVNgur7hHV24cGDIByCDDrpa3IzRTYgKmTQ1qLqw4Al0KAWS9NSarAbVS8evTswKcHgII4BVmt5jPZ246IK6/uSwMGQFEEmNXSFItswLx7dm/nIK48AFwSAWatmk7v33FMXPmQZDVDEAEoigCzVpqiFIENWIfeUd40YAAURYBZqaaTe3edFFc+lAYMgNIIMCulKRbZgPnGRLaxF1ceAHRAgFmnxmO79pwRVz40KZgGDIDCCDDrJLYB8+vT1ZMGDIDCCDCr1FC+Y1+lsOp2YUlBNGAAlEaAWSVNcWqxuOoBceEeduLKA4BOCDBr1HB42/5qYdUdwhKDnIVVBwAdEWDWqKYotURc9cCEMHcaMACKI8CsUP3hrJxaYdUdwxMCacAAKI8As0I1hWml4qoHJYa6iqsOALoiwKxP3cGM3Dph1Z0j4vxpwABYAALM+tQUpJeJqx6cRAMGwCIQYFanriw9r0FY9dZd+/g5CasOALojwKyNtio/44C48sFJ7GMJwDIQYNamrjQtv0lYdfduMZ0chVUHAD0QYFZGW5mXeVBc+eBkGjAAFoIAszKaktRCrbDqnt17+fCRgS1qrjm8e8vGrRlZ23bszSsuLTtw6Ojpqvo/b3a0cvFo094vJKJLl67dY5MHXja4b/fOrqx3LR5nI+vSXJGbdUhceXVyCKv4wpY0VxdvWrHgo4XLv9lceOHl2Ro1lScP5rS8Mn/7Zsm8mS1/46IecNPYO++8/cZB4Z7sXS4MAWZdxG6j0jY6ugOfGNiGhuOZS1+dNv2tn0ubDXi3pnjT4pdaXnf7XfbAM9Omjh8Y4ML6a6bH6ciqNJ/J3l4urjwNGGxCw9HN7025+/EV+YZE1z8c+u29+357b9rAx+d9MP2mrqwialoEmFUR24C169ndm7shsG71Zd8+deMtb2aadjXRkxtn3xy5aP5zny+ZdoUvZ12T4VdpTZpO7dtxXFz5kL5qhiDCijWd3PDCiOEvpdSIKX/81xeHdt30/NcrnhnckTOvSfBrtCaaohSB+1h2jOnWloFVsFZNx356ZMBV7+aK/SlnNzx/WUzeks2f3KZmSVHjEWBWpOnE3t2nxJUPTVbzBAzWSVu9Y9Y114pOrz8dWjo2rqpqy/JJXbmjYSQCzIrUFm8V+ASsU2zXNjRgsEba0+ufGPlsZqP5fuLJbycPvMtr2+Kb/TkFG4PfnvVoPLZz71lx5UOTgmnAYIW0FVum3fm+wAVEz+/Y8jEjIsM3T4txY2SiwQgw61FbLPIJmH9cFw++aLA+9XkfPDhX4PJrF9a8Y/r1T/bfMWcwz5YNRYBZjYbyHfsrhVW3D0sMogGD1dGe3fzya7sU+/Glc8f+Z9TeDy5vy8WhQQgwq1ErdAhiQHw4czBhdZpPrHvji5NKHsHh+Xe/NH7vm4nuSh6EtAgwa1F/eFu2oOkrLVqFJwQx6hfWRnty4/xfNQofROlb9384Oe2xCPYp0h8BZi1qi1JLxFUPTAjjUTOsTuX25Sn1Sh+ESrV9xrSfxy2/ph1fMX0RYFai/lBWrrgrSaeI+AAaMFgbTeGvmVVKH8Q5Z754btGMYY+G04TpiQCzEjUFqaXiqgclhrqJqw4oQluZm2b20fMXsOONd7dPnpPgqvRxSIYAsw51BzLyxN0KcekS5+8krDqgjPrDuw+K2/1VT4c/e2vzi8uGeXEbUR8EmHWozk8vE1c9OCmENW9gdRpOFSs6APHvzn43b+OpoSN5EKYPAswqaMrS88Wtg+MaGduZBgxWp6nqxIU3WTa/ml8Xpp0ZMZwpYXogwKyBtio/Q+C9fBowWKWmuvompY/hr6o3LNtZPXwwM8J0R4BZg7rS1AIT7B17Ae5RvX0ZHQXrY+dgYc3OmS0/FWgG92LJG50RYFZAW5GbKXAtN3UyDRiskUNrD+eWyz+lD+MvSjdsO9ncy4+lEXVFgFkBTUmqwG1U2vToyfaxsEatvPy9VKqjSh/GX+VvLKi92485K7rizCS/5rM52w6LK9/SgHFLA9bIyTeqk4UF2On9uaebBro5KH0csiDA5KcpThHYgHlH92jPpwTWqFWHnr28VTsF7mKuvyN7D9er/LlnryNOTdJrPr1/u8CLSHVfGjBYKdfI4TGOC9c1KH0cf3Gi8ETL4RBgOiLApCd2H8sOvaO8uZ8B62Tn3feOZId1Gy1oMH39qRM1zSpPhnHohgCTXdOpfTtPiCuvTlLTgMFa2fte9fBwt43fWtB85uqT1c0tB6b0YUiCAJOdpmirwAbMJ6abF98lWC279sOenxL27csFSh/I/zTUNoib02l1CDDJNR7fvfu0uPKhycE0YArR1p8uy8vO3p/dIqeg5NCRo0ePlpeXHztVWaOpa/z7Sc6+lYubZ5s/ebXr2Kmzn1/nzi3/ExAcFh4eHhbckYFtF9C61+Pv373gigWWMhixqZH80h0BJjmN0Cdgnft0bUMDZj5azdG9m9f+smFLytatW1P3leu8wUBzo6byVMvr6AUntLv6hHeL6t49Ojq6R4/o6F49e4S0d7awdSgUYtf2slc+uv27EYuPKX0kv3Nw5FJDdwSY3BqP7txXIay6XWhiEA2YeM1VhRu/XLxk+Rer1mafFfQzao7mZ7W8fvv6f3/jGRjdu3dsbFxcfIs+0cFtHW010Ow7XDPni4e2DpojcDqKzlo5WdoCV5aMAJOb2CGI/vFdPPkyCdR4cufX77/55ruL0xS4+q8o272x5fXNp3/80ck3KqnvOf0vGz6kZzvbOjPYeQ187ef5BbET14i7HNSRo6sTNz10ZlsfU6vTcGTbfnFbojuEJQY5C6tu2xpPZi2Z+dS0t9YJXMRSP/Xl+zauannNd7/pl8NfDPFQ+njMzTnsnhWbam4c9PDPZxQ9DjdvVwJMZwSY1GqLUgU2YAEJ4W40YCbXUL7x3UcmPbk8V9wObkax2cWb7dx7TvlmW8f7rhzzSb5iB+Hk6eHEl05nBJjM6g9ty6kVVr1VeHwAT8BMqrlyz2eP3jbp4z06j84wvzY9etnw4s3OIbd+vK1b/MRRk5cLvDS8CM9ObRjEoTvb/aRag5YGrERc9aDEMFbFNh1t5e6PJo6YtLxU6QO5hJB+NtqA/ZedR89JS/cMvPbJ2yfOzTL7DOe2gW3ZfE93BJjE6g5k5IrbzMgpIi6AJ2Am0nDo28euHPXuXtNM8Wnl3r5DW/fWLs5O9k2a6haVp09XmeiGZLtePdrRAti5dR3zXtqw2+dPvfeJT3aYM8W8g9pyUtYdvyuJ1RSmCbycD04KdRVX3ZbUFy8Z1+/2ZYZveeMe1m/okMsG9Yvv3bNHVLh/W+fzPOVvrDp2oKQwe2dGWmpKyqbfft1r4PpioX3Vtt2A/T+Hdgn3Lsi67dGVs5544pUfy8zyMz2DAzwYw6E7AkxeLQ1Yvrh1tF269PFzElbddjQe/mpifwPTy6PHDQ88fN/4GwaGX/q5SCv3juruLa+kq8dOUam0deW71n3z5dKFnyxNK9fnR/rERLXlBPoX9p5Ro19eM+rhlAXPPvzkR5miR9n7dvPlW6cHAkxa2qr8dIFXherkEBowY2mrMl+6+sZFh/R+o1PkLTPeefXBIYEuho1Is3P27TV8Usvrpfdzf/z49RkvL0g7qdMbWTvsvBw7Jk+enz724RXP3//QGxuOC/s5Dv5RPjwC0wMBJq26srR8cdtAuEXGdOabZJzm42seHPHiLq2eb+sw9MWlC/8zpJNJfv32nl2GP/rx1fdN+2XO4/c/tbLgEg/h/OJYO+yC7Ny73TL7t2snrJw+cfIbm4Rsg+kfG8LMFX0QYLLSVuZlCpwE29KAcSVulKbyr+67faFe9+9arvRjpv7w48tXdDTxMAo7l6ChU7/cd+uPL90xZsaGC0/UtQ9LogG7ODu3LjfNXn/Fze/fe8sDy0299JS9moFT+iHAZKUpTb3U5bQRPKJ6+9KAGaGl+3p00ko99wno/p/1v87sK2z/GqeAq176JWfAtGuvnZV5/tGrAQkRHjQAl2bvFXf/5zuSksZeOeU7U95PDEri968fAkxS2orcLP0frehMncw+lsaoSp9x/zL9bjK5XbXwh5fEpdefWvlc8cxrN7w/eOn5Fg1uFZ7A2mG6sveMeWhllu+E/jd/ZqpH0a179Avm968XAkxSmpKUQnHVvXpEd+CjYbDG4kWPvHdAr7e0Hvreh7cFmuV37typeyeV6nwBFpTI2mF6cQoc/dGG6jMxd31rkvUTwy+LZOkA/XCWklPzmeztej5e0Ye6r42vxmCUqozZM9P1u70b9uhrtwSY6cvo2DHS30GV8+8BQE4R8TyB0ZeTetyir7OiB8/T74LlfPwGJftyQtYPvy85aYpTBO5d1K5nd1ZjMJT25PrXPzui11vs+z41ubv5btm6+EX6qNb9e2ZacHIYMyf0Z+c14IU51y8e9VWlcXVc466M4LJRTwSYlJpO7d8hcAcpdV+egBmq+dgvc37Qb4sbh/6TrupsxgsGJ99z9xD/FWCtI5m6bhj79lc8Nsbnqw+PGlPErtd1PW1uDxujEWBS0hRvFbhWdsfe3bxpwAyjPbl54SY910fpfn2/DuacfOXgFaJ2V237Z8qq+4bSABjIrfsN/d0/XGnM3nw9buzXkSl4+iLAZNR0cu8u3RZWMEgIQxANVrlj+VY990rpPCDRzI8+fh/GsfIfe155RMUwc8JgrYPjA1Ur9xteIGTEEH/OxnrjVyaj2uIUgQ2Yb0yk6MHcVqs278d0fS/D/WPMPXTC0adbZztV/t+XCGHgjjEc3Du4G/P+gOuuC2cAjf4IMAk1Ht+1W+C25yyHZ7DmU7u26rs8imdIoLnXH7dz9e/aQbXxb09RvaJ7MXPCCM2Nxiwr4Hf9rd340hmAj6yENEIbML8+XTyZDGSY2qKteg8OdfV2M/sDR6dOUZ1Uqr8FWAjbqBijqeaMEXuj+91wWxS/fUMQYPJpKN+xz8gRuxdhF5YUxLWgYbRVJTl6P5t0dnc2+/VCK++IoNaqXX855bbvxcwJYzSeLtNz3bC/UN95dzT5ZRACTD6aIpENWEAcy7EZqv5Ynv6TGxrrGvVdr954LiFXXpt0qPB/w01cY0YyB8kYtYeyDR5E323iHZE8/zIMASadhsPbs8Xtce4QnhjIl8lAjWcPn2+Fpos7e+hMo4BjuTin8HtXpNxr9h9rtTSG723k0O+R28IY/mkgAkw6NUIbsMCEcHcaMAM1VZ/QfyZQVUHuqaYhHty/k1jTyW0bSg17q+f1T13vzz++oQgw2dQfysrVCKvuGM5yeIbT1tfqOYf5nNy1eyruD2pr+sOBmWjPZKzcZdhbgyY+OdibK0aDEWCyqSlMLRFXPSgxlOXwDGfQWOraDYszzlwzzMv0hwOz0J5O+Wzz+TdYuwSnwc9P6cWzRyMQYJKpO5CZp+dKD3pw7kIDZgQ7R5eWL5TeTVjFN2/+WH7Frb7MHpdS8/Ff5/1k0FNpv4kzb+L2oVEIMMlUF6YZeLNdF8FJrMZgBPvWbVobEGCqurVPv7FtxOtxbAYlocaSFa/9ZMhNfZehr/wnnn9y4xBgctEcSM8XN2atdddY1iM3QiuvgLYtDZUB7yyZPf7VW9NfjOF8Jpuq9DdnZRnyxsj/zL7Jj/bLSASYVLTV+enGb5x3QWoaMKM4+UT6qFSGdcj7Xrr2gT7bPx7hwzlNIg1Fnz7+/r93Vrs0n3venWLGLeCsFgEmlbrStAIDp5vowL1bbCcmpBjBvk1Ej/aqjBOGvfvwwuuu6PjbhlcGefMwTA5Nh1dOeTrNgHE7bW6cN2OwF4MPjUeAyURbmZep71qxelAnsxyecVzDh0TZL9ho6LKu2j2vXT6o8cd1rw3tSB9m8ZqOrHrg3u8N2ALMddg7b47w4SrFFAgwmWhKUgvELTvkGdXLh8+DUeza9rk2SrVxj+EVmve8OSzu6MJfProjojVX6BasofjTceO/1n/hFZXr0Pfm3xbAF800+D1KpPlsTpYh99t1pGYfS6M5Bl51U8Tje/KMKlL2+bieuXtXrn55uB93dC2StjLjxesmrq3R/51uV837+PZATrumwm9SIpqSlEJx1dtGR7MhlNGcwm+ZGP3c47uNLKPJmn1Nly2PL10+Y0QQE/MsTH3RwrHDZuw24F6I9+iFC8bSfZkQv0t5NJ/J3mHwiteXpu4bQgNmPMeQMVOHPjt2rfHLfVWnzR4Z+sOd8xa/fU8sW2RbioYDX9wz4K5vDdlQNvC+Lz+4vhNPN02JAJOHpjhF790Sdde+V5Q33y0TcOg0asYD6rWzTbLiclP2okl9Vi986L0PXxrTw5MUU1hd0ZLxA25fdsiAtzr0mbH6tcFt+Sc0LQJMGk2n9u04Lq48QxBNxjX2qXl3LLrqM1P9a51NnXN79KJ5D733wUtjokkxhTSfSZ9947AnfzVg3EbL5eHoz1c/2duNYTmmRoBJQ1O0VeA2Kj4x3bg6NBV776GzP7n9x2sXm/CC41yK9fzknQlvzH3lrvh2fG/NSludvXDy8LuWGPYFdIh9fs3Ho/34NxOAX6osmk7s2X1KXPkQhiCakn2Hq99Z8cDmy94rMWnZqqyPJiUsevvWGe/MenBIoAsX9Gagrdzz6QM33PNZvoETWIImfrPm2Th2OReDAJNFbbHIfSw7xXZtQwNmSvZtB7/6zatZfZ5MM2CLsIuqz142deiyt4Y88cabz9zcg382gRrK178xYexT3xs8eaXdqE9/e3c409KFIcAk0Xhs5x6D7r7rJjQpmAbM1FyjH1u9Mi9u5AIRy1ceWff6mOh3Z94y/fWZD10Z4soFvok1nkib//g9jyzaZ/jmRV7DP9i6dFwIy2MLRIBJorZIZAPmH9fFk1Og6Tn4jJi74dNTCeO/NnB9xEvQ7Fv+1NXLX0+6d9abL4xPZBqfadQd/HXuk1OeWmpEdqlUba+eu+WLiV24LBSLj7wcGsp37Ddg1TUd2YclMV1WEOeQcUtTmsf2v3uVsDl8p1Lfn5g0/9Xrnntr9uPXhNKMGa7xROaSmf95+u3fjhhXp/PNCzcuvDOM9BKOAJNDbVGqwAYsID7cndOeMC7hdy3LavvQFTd8kCNuJcumwtXTR6z+YOgz8+Y+PTKMFNNT3ZGUxa9Nf+HtdcYvlt118tfr5lzHKmBmQYBJof7wtmwDFl7TUavwhEAuFoVy9B81Nz0r8o7hU74pF/lzjqydOSp8wbDpn3701JUBNNU6aDixY/UHs199Y+k2QxbX+Kc2l8/6edUTCYysMRcCTAotDViJuOqBCeHsBCycvWfMQ6v2xb1z1+jHvhG4J06L8p9fuCrkyzvnLn77nhjWoLoAbe2BrV/Mf+/deSu2mWh2il3XiSt+nHNTMNcNZkSAyaD+YGau8WvrXYhTRLw/XzqzcPBOevSr/UM+ffDmiYtyDN01TCeN+xdNil3z1cwvPps6qCPf8v+nrT2YtnrRgo8+Xry+xJhBGv8QMPrDHxZM6MGdeDPjoy2D6sI0w/ap10lQYigNmPnYe0TfvXDHkJtennD3S78IXJy5xfGfnxkcsfbZFUufG9bZxh/JaOuO7lq7ctmSxYu/TD9i4ieRvtfO/nrRI4msZKMAAkwCdQcy8kx4sfgPLl3i/JmqYmYuQcNf/LnglmXPTLh/ToopHr5c0NmNM66M3PLCt18+M7C9rc6n1Z5cPVI96rtKAaX9R7296pMH47lTqxACzPJpqwvSy8SVD04KYRVfJdi5dxvzzpYRk7986aEpr60TObajYsP0QbG5i9YtuCPcJgfraBsrj5s+vey73P7+snfv6c2IDQURYJavriw9v1FYddfI2M40YIqxc48c/eraEff98t6zT76wZKe4uX5lS++MP3V208oHerAmuvHa9Ju6aPELI1m+RmkEmMXTVuVliFiL6E9qGjDF2bkEDX188RWTn/32rWlPv/zlfkEDds789FC/Gx3Svrovkn9xwzl1v/OdBW9OiGf3PEtAgFk8TWlagbgBax7dYnxt/Pm+pbBz7zJy2hfXPpz9zVvPPfPyyuw6AT+j4qf7B9/TcfuiGzvzzdefffjo1z+e8+AAH74xloKPsaXTVuZmCpw2xD6WFsbeI3LUc1+OnLLni1lTp876yfS999GlN18bmbXpGbZX1Idbr3Gz3p01qR/ZZVkIMEunKUktFFe9TfdezBKyQPZtetzyyo83PLz1o6cfmvrJ9mqTFm/ePm3EYwm75l3hzfADHfgPfeLV15+5JZrBGhaIk5eFaz6bs83IlUUvhgbMkjn69L1vQeZtU5Y+/+Ajb28y5YL2Bz8c89DV+z8b0YGT8kX4DHpwxivP3pnYkbbLUhFgFk5TnCKwAfPu2cNmJwfJwr5N9Ni3Nlw38YvnJ9//xqaTpip74vO7H701e9Hw9kTYvzmGXfPIs88+emuCDwN0LRsBZtmaT+/ffkxceXVyCAOBZWDnHnnz7A3D71r29PiJ72aY5o7iiSX3zbxv31tJ7iapZiU697/7kSenTr4qwp1glwEBZtlqi0XuY9mhdxSDgeVxbubznJQrbnrj7lue/M7gXe7/omzO458/vHFSEGcBVaugyyc8/OhDd13Z1ZPkkggfXYvWdGrvTjF7+f4uJFlNAyYZhw79p67eN/jdcSMeNn5nluaUl9/bdcfrsbb7HNTer+/YCZMmjL+xb2BrRmXKhwCzaJoikQ2Yb0wka7jJyN4rbsqqPT1fHHn1iym1xpUqW/RB1vSP+tvcbUSPrsNuvf2OO8ZelxzI5p8SI8AsWePx3btPiytPAyYxh/aDnv9lm9+YAZO+MapHP7560c63+/ezkf0I2kYNu/6mm28dc/2g8DbcPLcCBJgl0wh9AubXpwv3+2Vm5xo5cUW6822J41YdN7zKibVf52j6xVrzpYxd6y5jXpr71FXXDY3p7EK/ZU0IMAvWeHTH3gph1e1Ck1iLVHrOIXcu3lhxps9Dv9YYWuLA+vSjTbFBVtyQ2HnGP/hsvNJHAQEIMAtWW5RSIq66f1yEB1ejVqB15P1ffJsbM2SuoZue5q/Pr7kvyMOkBwWYAwFmuRqObN8vbnsNh/DEIGdh1WFO9t6Xv/rlk2vjX8036O1V+dknGod4cC6AdPjQWq7aotQScdUD4sPdacCshluf/7w//pMhnxr0MOx43vEGlZpzAaTDh9Zi1R/KyjFyjPRFtApPCKABsyJ2XgOemhr96RO7DXjvmUNnxO2YCohDgFmsmsLUEnHVgxLDbGTktM1wDLn5gYQnJqbr/05NhUbcjnOAOASYpao7mJknYkvDPzh1ifenAbMyDp0uvzVala5/D9bcUN8k4HgA0QgwS1VTmGboqDIdBCeGuoqrbv0aD66e/vzXBxv+/GMrv5HPv3B9gNK7brTyTejrq9qt9wpTdvatmBAIGRFgFqquLD2/4dL/mYFad+3TmY0ijFC1Y/7sBT/W/+/PbtW3PqV8gKlcAmIDVCq9A6yViyMBBhkRYJZJW1WQXiaufHBSCA2YEerK0nLq//oX1aXFZ5tUHkpPBrb38PNxbjk8Pd/m6u1GgEFGBJhlqitNKxD3WMKtW2xnxbsFiWkr81L/cXlRvr+8XuWv+Kru9s4eBgSYh4/i0QsYggCzSNrK/MwD4sqrk1jF1xiakq35/7i8OJrTEmAqxQNM1dyk1f9N7UPacT0DGRFgFklTmlpgwIlIRx5RvX05YRmu+Wx2xsF//F3DwbwTjao2Sn+fmusqNXq/yblzSFulDxwwBJ9bS9RckZN1SFx5tlExjqZ4a8G//vL3e4ihCn+fmquPndR/6I9/TACfB0iJALNEmpLUQnHVvXr07MC/u+GaTu3dduxff3si72CNVqXw5oj1x3L/fWSX4hTehzmBkBMnMgvUfDZ7u9G7xV9YSwOm/LMaiWkKN5/v8qI852iDqr2ykxNqirb9897mpYVfHmVzGzLDShBgFkhTnCKwAWvXs3s7xpwZrvHYzl3n2ya7PPtovSpK0QCrLfhtr96LGvoO7M+QVEiKALM8Taf27TBih91LCUkO4YmHEWoLthSd7+8ri0oqmlXuCk6oqi/55Zcj+r7Jo//ISOYEQlIEmOVpacDOe4Y0jY69u7WlATNcw+Ft+86/S9vRc8M4Oit3cVBf9PXnufq+ye3yO+LYyhKyIsAsTtPJvbtOiSsfwhwwo9QUbC0+///naHZ5nUql2C+3Ztf8D7L1fZP7sHv6erEtHGRFgFmc2qILnSFNoVNspBfLBhmu7kB69gVmWtUdzD+l2FSwpsOrn/tA77nvHUZPGdCW/IK0CDBL03h8154z4sqHJAXTgBlOW5WXcsFNAsqzy+uV2dhYe3r9c4/+pPf2p13ufzSB+4eQGAFmaTTFqQIbMP+4Lp5ccRuurjQl/4Lj/I5t/DmnOjHGzdy/4OaTa5+4c8FRfd/mOvyFSZFMAIPMCDBL437Z8grtcqWPAuelrchJv8h9upwXBl7jsm711IQ2ZrxLW5f/0W03Ljis9/u6P/3adb7cTYbUCDBAZ7XFWy++RmXVhqcS++Qs+nbu7ZFmacTqihaPGzj55/MPi7wY9SPzH6L9guwIMEBXzaf3ZV16iZSCRXd227zmnSVz708SOmO88dj6maNHPr+xUv+3qqcsmp7owb1kyI4AA3RVW3TeRaTOo2jFlOTvFt41+71X7knuaPp1Lpordi95esIDczMMCC+Vfe8XVs3s34b4gvwIMEBHjcd37Typ+39es+OT+/p+MuvKx198ceqYuA6mibHmqrw1c2dMf3nx9grDCrS/acm3T/d2M8nBAAojwAAdaQq36L9GZdlPs8f9NPuxPrfed//EcTcOCDFwramG03lbv1u28OMFn28+oPdyh//jfsWcDQtv8edbDyvBRxnQTcOR7XsMuWV3zsmsZS+Nb3m5hw8cftWQQf37JsT27Bbs7XzB+3ja+oojJfm5+3dvz8rMSN302/p9J4zd4bT9iPc3LpvUTeEdXwATIsAA3dQWGr9ESlX+xhUtrzl//KmVp29A547t2rZxc3FqZdfUUF9fp6k+e/L48WNHT1Y3Gfuz/sqp9yMrv331Wn+WnYdVIcAAndQfzNiv91oXF9dYUV7c8jJt0X9xiX1w8YpXbwhtTesFa0OAATpp1enqpx7Pem3edzk1Sh+K7tTXv/bJ3IcH+dJ5wSoRYIBO7Nv2Gf/6t+NmHMn8asEHH360eGOZ4YMpzMAjZtyMN2dOHthZ2T2iAZEIMEAPds6d4m99Nv7WZ+Ydzvz280WLFn2+Zt9ZpQ/qb+z8Bk544pmnJg4J5p4hrB0BBhjAzqVz/OgnWl7vVhZt+Wb5shVfrPx+1wlFD6l9zPXj7p5wz9ihXTxZ4hC2gQADjGHvETJg7NMtr3l15Tt/+ebrr1d/8/3a3ceazfXz20VdftXV14668YYr+/i7ElywLQQYYBJ2zr69r5nU8npR1XimMGP9r+s3bd6yNS1ze8FJk46It/cK7hnTJy4+IanfgIF9Y9RefIdhs/jwA6bWyis0eVTLa+K5P2gbzhzI3Z+dk5ubV1hcWlp24FD5sePHj584daaisqqm/t+tmoNTa1c3D0+vtt7e3u06+HRq4RcQFBwcrA6LiOwa1smDLy3wB74LgFB2jl6B3ZNbXsOUPhLA2hBgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKRFgAAApEWAAACkRYAAAKf0fO0smB/MlPd8AAAAASUVORK5CYII=" width="28" /><img align="absmiddle" height="21" name="Object48" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAJACAIAAADq+E5hAAA650lEQVR4nO3dB3RUZfrH8YQQAkkICTWQOukQQkILSeioIKC0FVRAAQXsIhYsyIICggI2BF0EpYlgRRFEBaWmk9AhvdBbCKmTNvOPuvtfdxeSmZt5Z+ad+X5OPGeXw31yzzD3/u5z73vft7FWq7UBAEA2jU29AwAAKEGAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIDB8mjUV3NPnzyVlpWbn59/5syZ/LPnL18tuP6HwuLyimrN/2zSyL6po5Ozc3MXV1c315at27Zt2659Bw9PLx9flZ9/YFCgyr05xwpgZjgoIT9t5bWs1IS4uLj4+PiE5MPHsq5W6ltCU6UuKaz9uXrxzM3/gm0L785dwrt26969R8/IyMiuga0dbBu63wAahACDpLTl51N2b9+x86eff951IOOG8F93I//Y/tqfbev//P/2bUN79x8w8Lbbbr99UKR/Cw4kwPg47iAXTUn2/m8+3/zFF19uP3rNhPtRdfnEni9rf1bMtbGxc+86/IHZyxf+zdvehHsEWB0CDHLQlObs27z6H6tWb068bOp9+W81F1O/35n/9hum3g/AyhBgMHNadf6+de+8uWTFj1lVpt6XW2sRFtGOgwkwLo45mC1taeaO9+e8vHDzsVJT70q9/Pr4NzP1PgDWhgCDOao4u3vF7BfmrU8tNvWe6KZVRFgrO1PvBGBtCDCYF215zo4lM56Yuy3P1HuiD/8+fjRggLERYDAfled/eWvalDk7zpl6R/Tl3iPUtZGpdwKwOgQYzIKm6Oi65x54dPVRvV9BNgcBMb40YIDREWAwOU1h0gcPjZ7xrXSN1794RYa0YFoOwOgIMJiUpjBx+ZTRz2w9b+odaQC7wGhfB1PvBGCFCDCYjLY8Y+MjQx7ckGPqHWkg76ggZxowwPgIMJhGzZXdc0fcvTC+3NQ70mBNgnt50YABJkCAwQQq87ZM63ff+nwDl23mGz349v69e3UN6xik8mzfrlULx2YOjbWVFRWVFeXF169cvnz54pmcjPS008dTE+Pjk3MMMgWwb0yAkyHqANATAQZjK09bPaHvtG+vGK6iU+e/PTnj8anj+ge43OxtYodmjR2aOTV3bd1B1dGmV/87//XnVdfTDu747uvP163dfrJE8S9v1rGnZxPFWwNQjgCDUZWfWjkm6omdRQYqZ6sa9frypc8O83dU8BDK3i14wIRZtT9vXzn0xbK/v7pkR+7/rnRZL7/eTCIFmAYBBuOpyFo7oZ/B0qtx2KMbvn773sBmDR5AYd+m+4TF28fN3PvuY5NmfavfFCDNQ7u5s4gKYBIEGIyk+txXU/tN+faqYaoFTdu84/1x/k0NOPrPvl3/F9ativ95yDf6zB3MLL6AyRBgMAZtUdy8YeM2GuZtL9vQmT/9tuSONgJmz22q6uVj881J3TdoGR7ehoMIMA2OPYhXmf3pxKELj2oNUqzTc7v2vjWolZipB+3dI0KcbE7q3oL59fFrKmRPANSLAINgtc3XnOEPbzPIiHUb5ztX/7BIVHr9Ts8WrG23zi1ZRgUwEQIMQtVc3PrYyLdOG6aY96Nfb5yiEjpkQs8WzL+3igYMMBUCDAJVZnw0fvwmA73xFTDry6WDBTZff2qqitK9BfOI7NiCZVQAUyHAIEz5sWX3PfWb2jDFvJ/6dHZPI8x4UduCddS1BWsUEO1LAwaYDAEGQUpTFt3/SophBm7YuE/75LXeLkaZMbepby8fm691asG8egU3ZxZfwGQIMIigLUl4/b75JwxUremQpfMGuBkpKnRvweyDor1pwADTIcAgQFnKoklvZRiqWsCzi8d0MN5YP51bMJ+YQGbxBUyIAIPBqY+9PeWNNENVcx65eEYXY052oWsL1jSkpyfLqAAmRIDBwCrTVjw895jByvk99drwtsYd6VfbgvnafF3v/U9V7wBHY+wOgFsgwGBQNWc3Pz0nScGk7jdnG/nc9FBjP2f6812wE/W0YM6dundgFl/AlAgwGJC2YNerz/1suEWWne5+aZy38b+jOrVgKmbxBUyMAIPhlKUseXKdgaab/537A7MGtzbBi8K6tGCuXSLacvQAJsUhCEOpzvts5tJMAxb0eXB6d9MM82vqG1VfC+bXx48GDDAtAgyGoS06sHDO/moDVvR/YGInE71mZe8eXk8L1rprWGtm8QVMiwCDQVRlrn7+40uGrBg8eXywyUap19uC+fdhFl/A1AgwGID2+u55Cw4ZtGToQ+MCmhi0oj7qa8Ha9+joxiy+gIkRYGi4quz1czZdN2jJkPEjfE05SL3uFsw2gGVUANMjwNBgxfFLFicbtqRq9HCV6fovm/paMK/IYOPMLAygDgQYGqjm7NdzP7lo2Jodho8KMvEsTU5Rb2zfPrn4pq9kN24VYarhJQD+jQBDw1ScXLXwtyrD1mw1eGwnU49Rb9Q8qP+wIBPvBIC6EGBokKKDyz405Ltfv3MecG+4s4FrArA8BBgaQHPhh0WbDTj1xh8adRvdtbmBawKwQAQYlKvK3LB4V4Whq3YaGdWKIeoA6kWAQTH1sY9XGG7dlH/xvnOAB19LAPXjTAGlShJXrss3eFXXvsOCGOEHQAcEGJTRFux5b8sVg5dt3H1kmGkm8AUgGwIMimgu/fjuthLD1w0Z2rUFrwgD0AUBBiVqzu/40NBvf/3OvV8fD5Y5BqATAgwKVJ/d9tHBm05S0TBNu98ZZOo3mAHIggCD/qrzt65KElG40/AuLiLqArBEBBj0VpXz9erDIgp7D+rVjlUiAeiIAIO+qnK/W39cROFmEQP9GUEPQFcEGPRUlf/DBiH5ZRN8RydG0APQGQEG/VSf2b7+qJDK7jE92/F9BKAzThjQS/XZH9cLef5lYx92WwA3EAHojgCDPmou/frZITGlA27rzCrHAPRAgEEP2msHNiWLKd2yZzSvMAPQBwEG3WkLEzfFCZh/43dBgwJ5hRmAPggw6K4k5fN9ZWJKe0Z3dmMRMAD6IMCgs7ITX+0uFFPavmNflYOY0gAsFQEGXVVk/7jrkqDafv1DnBnBAUAvBBh0VHNx3w+Zgmo379LLs4mg2gAsFQEG3WgLEr4R8wJzrYCBQY6iagOwVAQYdFN8+OukakG12/YIb80kvgD0RIBBJ+XpO2KLRBUP6OvHHBwA9EWAQRfVF2N/OyuquFd0qCtD6AHoiwCDDrQ3Un44Kap445DevgyhB6A3Agw6KDu1PUXQDBw2NqreQQyhB6A/Agz1q8z79eA1UcWbderlxRB6APojwFAvzfXDuzKEVffvxySIAJQgwFCv8vRfTmhFFXcN79aOWegBKECAoT5V52ITCoRVD+gXQAMGQAkCDPXQFh0TeAOxXY8uLXmHGYASBBjqUZ6x+7ioKThsbIP6+tGAAVCEAEPdaq6mJlwUVt07uqMLQ+gBKEKAoW7lmXtFzUFvY2MfEuPLJFIAlCHAUKeqcwlHhM2BaKPqE+QkrDgAC0eAoU4lafuzhRV36hzpwTvMABQiwFAXdV7sqUph1f37BbAMGAClCDDUQVt0Ki5PWPWWEV3b8QUEoBTnD9RBnXMwQ9gcHDYB/fwZQg9AMQIMt6a5fjL5grDq7SPDWrIMGADFCDDcWnnWfnFD6BsF9VExhB6AcgQYbqn66tFUYauo2PjEhPAOM4AGIMBwS+osgUPom4RE+7AOM4AGIMBwK1UXko+Je4fZr28QQ+gBNAQBhlspyzyYI6y4c1jPDrzDDKAhCDDcQsXZhJPlwqqzDBiAhiLAcAul6bG5woq36hrRhu8egAbhJIKbU+fFpQlbBswmkHeYATQUAYab0hadjj8jrLpHr1BX3mEG0DAEGP5DTfGZo3H79u3b8+OmA8ImkbIL6s07zAAaigBDdVHekdjazNq3d9++/QfTC8T/xprfxrUxegNm2/fzS3vva8O704DFIMCsUnVhTmrs74H1+3/xmTdMvT/G4NEj0Jn0AiwJAWYtqq5nHTq4749Ga+++xJxiU++PsdmqIr25bQlYFALMcmkrr2UmH9z3z0YrOa/U1DtkUjRggMUhwCyKtuJqetL+fX82WvtSzoh7EVk2NGCA5SHAZKdVXz6duP+PO4N79x04ck5t6h0yTzRggOUhwCSlLT788dzFW3btO3DsQqWpd8b80YABFogAk5Q6be3r72w5Z+rdkAUNGGCBCDA5aUsyU86beifkQQMGWCICTE4V+Yk5wibKsDw0YIAlIsCk9HsDxu1DndGAARaJAJNSRX4SDZjuaMAAi0SAyUhbmpVy1tQ7IQ8aMMAyEWAyqm3AsjWm3gl50IABlokAk5C2NPsQDZjOaMAAC0WASai6qNi9V/fuFQJKa0qyUtMKBRT+UzP/iE6udsLK35S995guLjRggAUiwCRkr5r82cHJQkrf+HGE+7BtoqajUs38Jn5hFwdB1QFYGQIMf1F5LilN3GSK9kGRXqQXAEMhwPAXZVnxueKq+0QFOIqrDsDaEGD4t4ozieniZgZ2CO7pSQMGwGAIMPxbaWZCnrjqvtH+zcRVB2B1CDD8P3V+Qka1sOrNQrp3aCKsOgDrQ4DhX7QlGYn54sqrYvxowAAYEAGGf6nIi88UN7+Hc6du7e2FVQdghQgw/JO2KD1J4PweqhgVDRgAQyLA8E/qvLgscTPcu3SOaMeXDYAhcU7BnzQ3Th8SuMazX4yK+QgBGBQBhj+pc2OzxFV369KlDd81AAbFSQV/0BSeTLkkrjwNGACDI8DwB3VObLa46q0jOrc08iT0ACweAYbf1Vw7cfiquPJ+Mb4MQQRgYAQYfqfOOSiwAWvXraNbI3HlAVgnAgy1qq8eO3pdXHm/aJ6AATA4Agy11NkHc8RV79AjpAUNGABDI8BQ24BdPnL8hrDqtv7RvjRgAAyOAIONTXl2rMAGzLNnkIutuPIArBUBBpuqiyknSoRVb+Qf5cM6lgAMjwBDbQMWlyuuunevQGcaMACGR4Ch8nzyqTJh1RsH9PLmCRgAAQgwlGfF54mr7h0V4CSuOgArRoBZvcqzSafVwqo3CerpxRMwACIQYFavNCshX1x1n+gAR3HVAVgzAszaVZxJSK8UVr1pSA+PJsKqA7BqBJiV05ZmJgh8AuYb7c8svgDEIMCsXEVefGaNsOpOHbu3pwEDIAYBZt20JRlJZ8SV943xowEDIAgBZt3UuXGZGmHVm4d2bWcvrDoAK0eAWTVtUVryWXHlVTEqGjAAohBgVq22AcsSV71F5/C2fMEAiML5xZppCk8fuiCuvF9vGjAA4hBg1kydG5strnrLLmGt7cSVB2DtCDArprl+IvWyuPK1DRiz+AIQhwCzYuU5IhuwNl1DW9KAARCHALNeNdeOH7kmrrxftC8NGACBCDDrpc6JzRFX3b1bR9dG4soDAAFmtaovHz16XVx5vxiegAEQigCzWuqcgwIbMI+ewS40YABEIsCsVdWlwyeKhFW39Y/iCRgAsQgwa6XOFvkEzKtnUHNbceUBgACzWlUXUk6WCqtuFxDl4yCsOgD8jgCzUmVZsbniqnv3CnSmAQMgFgFmnSrPHzpdLqy6fWCkNw0YAMEIMOtUlhWXJ666d68AR3HVAeAPBJhVqjibmFYhrLpDcKQnDRgA0Qgwq1SWmZAvrrpPtD8NGADhCDBrVJGfmFElrHqzkO4dmgirDgD/RIBZIW1JhsgGzDeGBgyAERBgVqgiLz6zRlh1p07d2tsLqw4A/0KAWR9tcXrSGXHlVTF+TCIFwAgIMOujzo3P0gqr7hIa0Y4GDIAREGBWR1OUlnxOXHlVb5ZRAWAUBJjVUefEZomr7hrWpS1fKgDGwLnG2mgKT6VcFFfejwYMgJEQYNZGnRuXLa56q/DOrezElQeAfyPArExNwYnUK+LK+8WomomrDgB/QYBZGXXOQYENWNuuoW6NxJUHgL8gwKxLzdVjRwvElfeL8eUJGAAjIcCsS3lObI646u27h7jSgAEwEgLMqlRfPnKsUFx5/2gaMABGQ4BZFbENmGePYBdbceUB4D8QYNak6lLqiWJh1Rv5R/nQgAEwGgLMmpRnx+aKq+4VGdScBgyA0RBgVqTywqFTpcKq2wVE+TgIqw4A/40AsyLlWXG54qr79ApwogEDYDwEmPWoPJd8Wi2sun1gpBcNGAAjIsCsR1lWfJ646j5RAU7iqgPA/yDArEbFmcS0SmHVm4b09GwirDoA/C8CzGqUZsbni6vuE+XPLL4AjIoAsxbq/ITMamHVHTv26EADBsCoCDAroS3JSBTYgPlG+9GAATAuAsxKVOTFZ2qEVXcO7eZuL6w6ANwMAWYdtEXpSWfFlVfF0IABMDYCzDqoc+OytMKqt+gc3pZvEgAj47RjFTQ3TiefF1deFaNiFl8AxkaAWQV1Tly2uOpuXbq04YsEwNg471gDzfVTKZfElffrTQMGwPgIMGtQnhsrsAFrHRHayk5ceQC4OQLMCtQUHD98VVx5P56AATAFAswKqHNENmDtunVybSSuPADcAgFm+aqvHD16XVx5/xhfGjAAJkCAWT6xDViH7iEtaMAAmAABZvGqLx0+XiSsuq1/tA8NGABTIMAsXnlObI646p49g1xsxZUHgFsiwCxd1YWUkyXCqjcKiPJxEFYdAOpAgFm68myRDZh3ZKAzDRgAkyDALFzl+UOny4VVbxzYy5snYABMgwCzcOVZcbniqvv0CnASVx0A6kKAWbaKs0lpFcKqNwmK9OIJGAATIcAsW1lmfJ646r5R/o7iqgNAnQgwi1ZxJjG9Slj1psE9PJoIqw4AdSPALJm2JCMhX1x532gaMACmQ4BZsor8hIwaYdWdOnXvYC+sOgDUgwCzYNri9MSz4sr7RvsxhB6A6RBgFkydF5+lEVa9eWjXdjRgAEyHALNc2qK0JIENmCrGr5m46gBQHwLMcqlz4wQuo+IaFt6Gbw8AE+IUZLE0hacOXRBXXtWbBgyASRFgFkudI7IBaxneuZWduPIAUC8CzFLVXD+Zellceb8YFUMQAZgUAWap1NmxAhuwNl1DW9KAATApAsxC1Vw7fuSauPL+NGAATI0As1DqHJENmHu3ji0aiSsPADogwCxT9eUjxwrFlfeP9qUBA2BiBJhlEtuAefQIcaEBA2BiBJhFqrqYeqJYWHXbgGgfGjAApkaAWSR1TlyOuOpePQOb24orDwA6IcAsUdX5QydLhVW3C4jycRBWHQB0RIBZorLsuFxx1b17BTjTgAEwOQLMAlWeTz5dLqy6fWAvbxowAKZHgFmgsqz4PHHVfaL8HcVVBwBdEWCWp+JsYlqFsOoOQT09acAAmAECzPKUZSbki6vuG00DBsAsEGAWpyI/Ib1KWPVmIT08mgirDgC6I8AsjbYkI/GMuPK+0axjCcA8EGCWpiIvPqNGWHXnTt3a2wurDgB6IMAsjLY4PemsuPK+MTRgAMwEAWZh1LlxWVph1V06R7TjKwNrpyk7f/TA3oOJyYdSj6fn5OWfOXfpeknlP298NG7avEVrD7+g4OCQzt1j+g8a2LtzB0fmvhaDs5Fl0RSlJZ8TV14V48csvrBWmtKcfVvWfLx283f7s249VVu1uvja2dO1P0m/frdx5cLaP2mq6jd24qRJD9wzINCFdcwNigCzLGKXUXHr0qUN3xhYn6orSZvenDP3nZ/yNAq2Vufs2zC/9udhj0FPzp4za0p/r6bMxWYYnI4siqbwVMpFceVpwGB1qi7t/2DGw89vyVASXf/l3K8fPP7rB3P6P7/yo7ljQ5hRtOEIMIsitgFrFd65JXdAYD0q879/+Z773k4y7Myi1/YuvbfjulV//2zjnDvcOQM3CB+fJakpOJF6RVx5v94qhiDCStRc2/PaiOHzY8vElL+y+/XBIfvmfbtl9sC2nIUV46OzJOrsWIHrWLbt1smNwVSwBjWXd87sN3R5mtjfcmPPvEHd0jfu/2SCiulFlSHALEjN1eNHC8SV949R8QQMlk9bmrr4rrtFp9c/nds0sWdJyYHNj4Rwd0MBAsyClOccFPgErH33kBY0YLB02uu/vTDy1aRq4/3Ga98/2v8h10Mb7vXkdKwvPjHLUX358PEb4sr7R/vSgMHCaYsOzJn0ocDJRG/u8ubxIzoG7p/TzYmRiXohwCxHeY7IJ2CePYObc3DBslWmf/TUCoFTsd2aJnXumBf7pr4/kOfM+iDALEbVxdSTxcKqNwqI8qEBg0XT3tj/xltHTPbr81ZMfGn08Y9uc+NCUWcEmMUoFzoE0SsykPcuYdE0V3ct++KaKffg/KqH5085/naUsyl3QioEmKWoPH/olKBXVmo1Duzlw0hfWDLttb2rdqtNvBN57zzxj0fjnwtizSLdEGCWojw7Lldcde9eATxehkUrTtkcW2nqnbCxSVkw56fJm+9qxeGmCwLMQlSeS04Td/XYJCjSiwYMlkydtTupxNQ78bvCL/6+bsGQZwNpwnRAgFmIssy4PHHVfaL8ncRVB0xOW5wWb/TR87eQumx5yqPv93I09X5IgACzDBVnEtPF3f5oGtzTs4mw6oDpVZ4/elbcSrB6Or/+nf2vfz7ElduI9SHALENpRkK+uOq+0X7McwOLVlWQY9IBiP/pxraVewsGj+RBWH0IMIugzk/IEDf3jWPH7h1owGDRakqu3nqRZeMr2702vnDEcF4JqwcBZgm0JRmJAu/f04DB4tVUVNaYeh/+qnTP54dLhw/kjbC6EWCWoCIvLtMA68XegnNoV3dGRMGy2dqZWbNTeGBnpnpgBNPf1IkAswDaorQkgfO3qWJowGDp7Jo1d6i9FDT1bvxF3p5D1zQRHkyNWBcCzAKoc+MELqPSIiycJWNh6Rq7erra2Fwy9W78VcbezPKHPXh/pS6cmeSnuXH60Hlx5WsbMG5jwNI1cQ9tb2YBdv1k2vWa/k52pt4Pc0aAyU+dEyuwAWvZJaw13xJYusZtwiNa2hwWuKK5/i4cP19p48n9+zpwapKe5vrJFIEXjqreNGCwAo4dh3ezX7urytT78RdXs67W7g4BVgcCTHpi17Fs0zW0JfcwYPlsW/Z+MMZu114zGkxfWXC1TGPjwjCOWyPAZFdTcOLwVXHlVdEqGjBYg0buQ58Z7rT3ezN6n7n0WqmmdsdMvRtmjACTnTr7oMAGrF23Tq4cP7AKtq2HzJsR8P0bmabekf9XVV4l7v1Oi0CASa76ytGj18WV94/xpQEzT9qKK+mH4uKTj6dnZdfKys45e7mwuLS0tLzq/yelbeTg7Nqyddt27Tt4+aj8gzqGdg7v1qNHmMqVF9NvqlnE8x8+vOaONeYyGLGmmvyqGwEmObXQJ2AdeoS0oAEzH9rKy8d/3fbt1u2/7DsQf+pKvdNfaipKCi7U/uSePhz3lz928o0cNHjYiFFjRt4W1oZZLv/C1m3Qoo8f2DZiw2VT78kf7Ox5/lw3Akxu1ZcOnygSVt3WP8qHBsz0tBUXkreuW7N+8zc7jlwxQL3S3MRtq2p/5k1r4jtg4rRHH582pnsbmrI/NGpz1/tfPH1wwPsCX03RWeMm5jbBlbkhwOQmdgiiZ2SwCweQCVUXHN32yUcf/ePTnzPFLLddmbvnk9m1Py17Tnpp3pwnhvo78u9t69r/rZ9WZXafvkPcpaGO7B2bcAOkTgSY1KouHDopbhl0u4AoHwdh1VEHbXn+nk/fmv/Git/OGeX3FSStmzV83aKYJ99ZueCBcKu/bewQMHXLvrJ7BjzzU6FJ98OppaO1/1PUgwCTWnl2nMAGzKtXoBMX5EamVZ/Z9cHLs17/7HCx0X/39dgPJkd89unL69fPvcvbui9dbJ3DZ3x3qO3jd47/JMNkO9HEpXkTDsA6EWAyqzx36HS5sOqNAyO9eAJmRJqiE18unDnzrV8umHIvru9ddHfwL899/d2iYR2s+7mYg9/9qw91ipw++tHNAi8T6+DSvgWDOOpGgMmstgHLFVfdJyqAmbCNRFty4rOXHnp8RaLx266bUScvGx6evnLP54+GWncPbts8/JFNx/rf/eID01ckG/0NZzdvN+u+hKgfASaxijOJaeIWMGoS1NPLum8jGUnl2Z8WT5s8d+dFhds7e0f0CA/x8/Fo28K5mb2morToyrmc9OPJ8UfPN+TbcXXb41GjquK+e6qzlQ/ssHUKGf9B/JAHVs167IVPUo2ZYi193DhB143PR2JlWfF54qr7Rvs7iquO32lLT61/euzUT07U+0bX/3AMGTbloYnjRg2NCXS9+VGsKcuP+3btymVLN6Uq7OtKds0Y9FC71I33elj9ecKuVa/H1iRPeParxS+8sOjHfKP8Thdfr+aM4aib1X8xJVbbgGWImzu7aXAPD95xFej38Hpy1JS16dr6/+5/8Lj9mXnzZj3Yu309/zyNHL17T/h77/HPzt700oNTVxxSNBD/ypaJ9/QI++35TjwNrf1EXULHvbFj9DOxa1595sWPk0SPsnfv5M4RWA8CTFrakowEgVeCqhg/GjBRtGVpG54cOfnTND3Dy3fM4lXvPnOHXrd2bZ07TVi+P7LnlP6TtygZHVId/8L4pUPiXw0jwv5k3zbm0VUJE5/ZMu+Jp5ftMcSL5Tdn5xnajkdg9SDApFWRH58hbukHp47drHwMmjA1l3e9etddi5P0e0Dl0O2pDZsX3xOo6IGUbbPASev2VRRGPPKTkmc4R+Y9snr83if9+EL8v9rLgvuW/nr3tK/mTn902T4hy2B6dvez7hE0uiDAZKUtTk86K658bQPGFbfhactOrZl8+7Qvz+u1lW3wwxt/WH5/QLOGnM8cAqZu+Hx/pxEbFSy+UxM3d87u8RvvbMkJ9a9snYLHLv3tjns/fOy+JzcbeuqpRioGUdWPAJOVOi8uU9xU1c1Du7pzvW1gmoL984bdMT9Bv9arwz0f/vjJI12aNzw7GrUZtmTFiK33fq9g8paCz+dtXnj7476cMP5bI9eeT3yWGh098c4Z2wx5P9EnOsgA/+aWju+jpLRFackCZxlSxbCOpWHVXN390m2Dlx7V76Ij+PHvf3vv7vaGOkzt3EcueDbw+9cVTC6hTXh/Q/rUOZ0YVnATjVy6Pf1Vsvu0vveuN9Rj6WZhfXxpwOpFgElKnRubJa66a1iXNnw1DKfm0o5nBgz/4LReG9lFzPrplzdua23QyRgcOk55pufrTyQp2DRtw5cZL84NJcFuron3uI/3lBZ2e+h7g8yfGDioI9MI1I+zlJw0hadSlL74qgNVb79m4qpbmZqrP8/sO/wD/boe2y4v7/ltQR/DL4fd2HPYg11tklIVbJrx7e5zs0NVnDNupYlq8rpvk7sMXHmmwaU8BsS480HXj89ITuqcWIHrFbUK79yKSdgMQluUuGDo8OV63rPzmPT1zvkC0ut3jdv3vVNlk6pkdr9TO48VP61yM/guWQ5b136vvT9mw+hvGjglmGPPO4O4hNQBASalmoKTqQLXjFX15gmYQahPrxx727xk/ebZcB68cvdHo9sLu4Jw8IkJaWKTU6n/lpXpSWcrRrjxaKYOjVrf8dz4dt/841JDithGjApvbqg9smgEmJTUOQcFzo/dtmunljRgDVZz4ZtpA5/8Wc8hf6qntm15JFjo9YODe3Bbmx+VvINx8dSlSpswAqxOTp3/1tf5H181ZJ2+sHv6tGUSKV0QYDKquXb8yDVx5f0Ygthg2tKURSPGbdTzOaVdjze2vjlAzK3Df2vs4q7w8r70UoGCxs3aNPON9Lb56qTyAn4jbvfkzKwTPiYZlefECmzA3Lt1FH0KtXQ1l3948q45yXpOlOI8dNWXz3cR/+jD1r6Z0nf8qsorNTY2fDvqZOfcxrkh23uNGhVIl6sbAkxC1VeOHBW41Ll/jC8NWENUZn08/t61+s472PK+DZ9O8jXG2+PaqnL9Z7//k31Te16urZemuiFTDHiMuZ+pk3VFgElILbQB8+gR7MJJSrmyI2+NfXy3vgtlt56w9v0R7Yzz5LG66MINZVvaN2eN+/rVlBU2YJ10j79NCGUAoq4IMPlUXUw9IW7hXtuAaB+u/5TSFsfPGzsnVd8VUlzHrlo2vI2x7sxVXEhXOOdR28A2TDBWr+rr+dcVb6ya9LAR7iJbDAJMPupskQ2YV0+mYFNKe2P/q/ct0XueJqfhK94d0c5oD5YqzialKxyK4RnhwcOZepWfO6V4EH2n6Q925CPWHQEmnarzKafErWtuFxjlzQGkiLbo4N8ffF/vNbLtoha9N7aD8V5b0BSk7FY4C5lX7y4tGcBRH7XydY7s+sycEECPqwcCTDplQhsw716BzjRgCmhLEl6fpH982QTMWjHV34jnLO31hC0pyjZ1iRkayN3l+tRcO7RH/6/BH1zGvDzGkzcw9UGAyabyXHKaosXhdWIfGMkiREqoj789dZn+s3u53f/ucxHGfOShLTjwyR5l35+mfe/vxvQQ9dEWJn51RNmmPtNfHMiKa/ohwGRTlhWXK666T5S/o7jqFqsqa/Ujr5/QezPbyHnzB7cy5k05zcUd7+0sU7Sp87DH+rlxeq2H9nrs+v36Lfj2T00Gzpth1GsZi0CASabijOIn8DpwCKYB05/m8rZZs+P0f+zRbuqbk/2M+sSjMm3Not+qFG3a9r4Z5Fe9NFd2r9yp6Am1x/SFY7l9qDcCTDKlWfEKb7DrwjeaZVT0Vpq4aOY3Rfpv13P2S72N+sad5upP85adUrZt2LPPR3H/sD7VuVve2qnkBm3TwYteimT9L/0RYHJRn0nIUDqLQv2ahXT3YL1C/VTnrH9uuYJleN3Gz5+oMmr7VZqydOYXymZwaTnhzWlBfDPqU5Lw9uJkJRt2fGnpWA/aLwUIMKloSzMSGr5Y3i2paMD0pC3av2BurIJB0wFPvDTAqHfk1Mffm/qmsuHzTfovXngHowvqU5X96fMfnlewYbupy2d0ZninIgSYVCry4jMVvmKiA+dO3dvzEoo+qnM3vrJWwawWdn1enN7JmA8by1IW3z9b2eA4u6g3V03y4URRj5rzX814JV7BHIgt7lm5YKArlwfK8L2UibY4PUnJMk46UsWoaMD0UZq4bIGSc5bziFmjjfjAXnN158xRrx1XtK1972XrHuPuYX1qLnz95GM/KFgCzHHIe28bcRYWi0OAyUSdG5ep7zR7unMJjWjH90F3mos/zP9E3znnf9duwnODWhnrkltbdvy9e8asUnbjucWITzY/EcS41HpU5Xw6ecq3CiZIdhz8waoJXhx0yvHZSURz43SyknvsOlKxjqU+qjLXL9ypZNZx38mPdjfWgDN1xqcTBz67V9nk6CHPfb9uPCsr1kNbnPj6qOk/K3i5zmnoytUPePP5NgSfnkTUubEKJ7HThVuXLm34Ouis7PDK5ceUbNhp+hTjLPekLTv18fh+j3x3VdHWbe7ZsHNRP1Y2rUdl9tqJQxYcVXBfpOW4tWsm0n01EJ+fPDSFp1IVz3JdP1VvPxowXWlvHHhnnaLHkRHTxvkb4ZFSzbV9C0YOnXdQ2awbLYZ9uH/DRB9G9NSt6swXU/s99L2SVxO8H//yozHtGTnfUASYPNQ5sfpPtqez1hGhLTmedKS5uuu9rYpeqeoxbZTwEX3a4iP/eGj4Y1+dU7Z529Gr9n42NZirmbpVZG+c0u+Bz5V8yHY9Fmx9a6Ab3W3DEWDSqCk4kapwHUJdMARRd5qLPy7/SdFzpR5Thot9qKS5ceij6X974gul07UETfvylw/u8WbYYZ00hQlL7xny4m5FC1u3HvfZ1he7OjFw3hAIMGmosw8KXEalXbdOXBHqqOb8jo/2KXodr9vkYR7iDrmK/B8XPvTg/N3KHnrZ2LQaumzn58/0aMH3oC7a0lNrHx3+0EZlB6Nd93k7Vo8T+CWwMnyQsqi5euxogbjyfgxB1FXNuR0fxyl6m6Hz+CFiTl1adf4v78x45JWtuUoruA587ZvNrwxsywmhLtriY58++bep6zMUvsziM/27Ha/2ZMVzw+H7KovyHJHrWLbvHsKFt25qLvyyNknRlkFjh3obfFxEzfXDm994/oWlu5W8kfYn96ELNn364kBeAqxT1cXflk2b+PIPil9kaTX601+XD2/Lg2ZD4jsrierLh48puuOuG/9oXxownWgu/7ouQdEFuMfQYSpDPluqupK85e15c5dsz1Y+u5h96OQVG957uKsLVy91qL4av+r5qTPXnVC+kJHr8I8Obprsx7NFAyPAJFGeLbIB8+wZbNSFPeSlLYjdlKBg9igbG7dBo0IMM0ymuuDoto/fXbLs07iGDOqx9b/nrdXLZwxwZ7B8HSrO7l7x4oyXNzUgu2r/6YetOPDFdMZ1CkCAyaHqYupJBTOt6ahRQLQP8wXppCj584OKzmX2PUaGNXD+jZrijN8+X7Nq1eovD11rUCGH0AmLVyx5vH97GoJbq76atHHhS6+8+6vye7N/6HDv2r1rJwWQXkIQYHIoz44T2IB5RQY604DpouzkdweUXUiEjujeQtlnrCk7k7T9i882btj0/ZGGBVctzzuee2PxK+O78c7frVVciN3w1tzX3t3V8ImzQx79dtf7ozxockUhwKRQef7QKWVzKuiicWAvby4QdVGZ8/NuZZOhePSP0m+QRFVBevzun3b88N3WrbtPK1jv+b818hn89Jx5Lz0Y3Y6z6a1UXU3d+tHSN5dtOqRs3c//1OK2xT99/UIvBkeJRIBJobYByxVX3btXIKuZ60JzNXFnhqItm0bcHlDfAzCt+mrm0aSEgwf27du7d+/B9OuKftP/atVj/IwXX3pqdJgrXdfNacvPHPxi1QfLV245ZKA3VWxDpm/58f2xvtyYF4wAk0Hl2aQ0tbDqTYIiPTnQdFFyfLuyVbVsAgaG/Nc1QnXJpdzMjIyMtNMnjh09euzokdTD2dcVjQ65pfYxDz4+45lHR3dtTdN1U9rys/Fb1635ePWG33IbMkjjv3iN+8f2NdPCuCtvBASYDEqz4pVODaQDnyh/GjBdVOTsSVE4kqbqxLrXX7hx6dLFC+fPnsnPy8s7X2jAM+Z/adtj7JTpj0y7f6C/M7evbkJbcenIz199vnHDhi8TLhh4fT33u5d+u25mFLPaGAkBJoGKM4np4k53TYN7ejIaTQfaGycO5CrcNu3TBQsMuS8306Lj4HETHpw0cXSMjyMX/7eivbZ1pGr0tmIBpT1Hv/v1J09FsgSNERFg5k9bmpmQL668b7Qfs/jqojxrX7q49bCVauoTPXzkmLH3jr0ryseJU2e9tNXFVwyfXo2CH/jw8+VTuzJiw8gIMPNXkZ+QUS2sumPH7h1owHSgKTx9WOBybHpx8Oh22+Ahdw67664hvVTNGZthUi36zFq34bWRTGVjCgSY2dOWpCeeEVdeRQOmG3V+Yq4Jf72jZ3hUTEzvmN59+g/s06WDI5f6ZqBJ50nvrXl7WiRv1ZkKAWb21HnxmYYdnfZXzTt1Yy4hXWhLc08YrQFr5NIhIDAwKCgkNCw8PCIiIjwssIMzx6o5aRQ4bsnq95/qx2t1JsVBYe60xWlJDZ8R4JZYx1JHlRdPKJ6H/HeN7Brb1Wps79DMqZazc+1/Lq4tW7Wu1apV67btO3h4eHp5eXl6eXt3cGtKg2W+nCImL16++JE+ZJfpEWDmTp0blyWueovOESwBpZPKS6cVNmAOd/14edudLobdHZiE5+AX3lwy+74uDNYwE5y8zJzmxulDDZxNtC40YDrSlF04q/AdMDdvNy7VpdduwFMLFr06Kaot/5bmhAAzc+qcWIENWMvwsNY8f9ZF9bUcpbMMuXm5cpjJyz7grpmvvvrs/b3aMVjX/HBkmTfN9ZMpl8WVV8X4MfhXJ9VFF5SuJ9q8LQPdpdSh78MzX5z16NAgJjQxWwSYeSvPEbmOZZuuoQwA1k1N0UWFr7/aOrVkzLtUGvvcNu2ZZ59+6M4QFqo2dwSYWaspOH74qrjyfjEqGjDdVJcWlivb0qF5My4SpNDIo/fEaY9Mm3JPb+9mzMUlBwLMrKmzRTZg7t06Mm+bbjQVReUKp5Fq3IT8Mm/NQ4bc/8CDD04cFePNJJKSIcDMWfWVo0cNtSrUTdCA6UxbUap0OmU7ezvOiubILXTImLH33j9+zIDAFlxjSIoAM2dqoU/APHoEc49fR1pNVY3STQ26I2gg22bB4+eveHnoqMHdOjTlykJ2BJgZq76UetwAi8nfgq1/NPOP6kpbU610Oq9qdRUZZj5sXSKfejXS1HsBAyHAzFh5dmyuuOqePYOacwWqI9tGdkqb1Sp1NQEGCEGAma+qCyknFU7+oAO7wCgfB2HVLY2tneKhGFU3CtVaGxeuFQCDI8DMV3l2XK646l6Rgc6cVHXVqGlzxWlfdKGo2oYZiADDI8DMVuW55NMKXz3SQePAXl40YDqzberqXNuCKRrIUXjuRrWNDQEGGBwBZrbKsuJyxVX3iQpwElfd8tg1b+tsY6NoNqnLaRcrbWyYMxkwOALMXFWcTUqvEFa9SXCkJw2YHhq7erkpDLDKs5nXqm1acKgBhsZRZa7KsuLzxFX3jfJ3FFfdAtm39m9tY5OraNuzKWcrbPw41ABD46gyUxX5CRlVwqo3C+nRgcUh9GHXQuXrbJOsaFRowdGjV6r7OXGsAQbGQWWetCWZCfniyvtG+9GA6cfBI9zD5qs0RdtmH8xWP1mbfwAMigAzTxV58ZlK5y6qn1On7h0YFaefJh26BjjYpCl6LFmUvC+vYlAoDx0BwyLAzJK2OCPpjLjyqmhm8dWbY2BfP5vtpxRtm7nj4OU5oV5MGQsYFAFmltR5cZni5h9qHtrVnQZMX/YeUT3cbE4pWx0g5fN9V6ZOcGfuZMCQCDBzpCk6nXxOXHmWUVHEsePQcLsNexTd2a05sGbXpfsntifBAAMiwMyROjcuS1x117DwNvy768+2ZeSITjZ7jinauPq35VvP3PeYDx88YDgcT2ZIc+NUykVx5WsbMKaFUKKx5+2j/G2OKby2SFy26sSUheH0voDBEGBmSJ0TK7ABaxXeuRWjCRRxCBw50mv+2wqH12Qtn/fjM1+PbmOutxErLx07bRvShWmHIQ8CzPzUFJxIvSKuvF+MH12AQk1DJ9zr/fZShW/oFW99bsmhwW/1NLtJKLVlWT8smfn0vG3ner934tenA3nHHZIgwMxPbQOWLa56266d3GjAlGoa+uCD/ksXKG2Qc5ZMf39S3Muh5nMFUXM9ddP8mc+9s/fPS6aDz054/479z3fklTVIgQAzOzXXjh8pEFfej3fAGsKh45Snuy2YkaJ0+8OzJy4dFvtquOmfQmqKT3679JWX3vgus/ovf1qTNGv80iGxs8NMv4NAvQgws1OefTBHXPX23Tu6mutDGCk09r3vlbtfuWdbqcLttYfnjHimR/KHd5ruWZimJG37+/NeWbD5+M3Wm9MefvX+xUMTX+vGZGMwewSYuam+cuRYobjyftG+NGAN0qjtsLmP+WxbqnytgPxVdw9rv++Xv0cb/VKi6krS5mXz57+zLaOyzr926eyNmm6O3GmGuSPAzI06J05gA+bZM9jFVlx569As4rm37vrw3h+UNmG1VynJr/UbWLLtx8V3uhvnCKwpOr1z9duL3vz44OV6/mbbu97d8dlT3V1o0yEBAszcOA/aXKTdbOq9QF3s3Ectndd9+wuHGjDdV/XhZUPDjr/xzcZZfVsLbHVqCk9sX/3usnfX7DtX/8663TZ/6+aX+4ncH8CQCDBAf02CH1/1ypruC083qMrVn17pp/ruyZWrFkzo0sKwLY+mNGf/F59+vGrVZ/GXdNrAbdC8LzfNvq0dZwRIhK8roIRjt5c3zvm2x/yTDaxTkvDBg+GfLLlv9muzH7u7s1vDDkht+YWj+3Z+/82XX3714zHdh7K2Hbroy3Uv9GtD5wXJEGCAMk7dX/ly6a6I5+MavnJ22bHNs8dsnu3W5a777v3b3UMG9Ynwbq5bmlQXn888eezwocT4+LjYfXuS8m42sLAu/vev3PLhI90N3AACRkGAAUo17TTjq8+Su47bXN/ICB1dP/rDh7U/s2v/Z7P2IWEhAb4+Hu6tW7m5ODrY29loqqsqKyvKiwsLCgquXbl47kx+fl7OxWLlz+FcomeuXr/wnoBmDOuBpAgwQLnGHe5Zs2vp+cjn96kNW7j8wunE2h/DFv23xiEPvLfu3UciW3LXEDIjwICGsHUMe3bb3vI7+86Jq/PdKrNh3/H+Nz98+8n+rGkK+RFgQAPZukTO/inBedygmTuVrddsLM17PLz43Tem9WbCeVgIAgxoONvmEc98d0Q1a8TY9w43fEyH4dn5j5i95K0XRgU787wLFoQAAwyjidfId2JP9n7xvknLD+k7FlAc+8CRs15/7bmx4axBAMtDgAEGY9ssYOz7cX3HvPvkQ7O+FjgjmE7axkx5/qUXHhnekWmhYKkIMMCw7N0HvPDV6Ql7Pnxl5ux1h5VPmKiUnXf/SY8++dT0URGtOLxh2fiGAwI06TBgxtqUqXN2fvTGgiWfxOo2nVPDOKj63/vAlKkPj+vjzZtdsA4EGCCKrZP/0OfWDH1m2ckf169a/cn6744IGKXo2vG2u0f97d77xw4Oa83oQlgXAgwQzM61011Pv3vX02+XnT30y/ffb/9p1+7f4rOLG1CxqUdEvwED+g+8Y+iwQRHtm9JvwUoRYICRNHL07Dny8dqf+TY2NSXnTqWmHD524tTp9IzsvHPnz1+4dPXa9cKi8uq/bmHf1NGllXv7Dh08PL18/INDO4eFhXXpEqpq5UBoAQQYYAp2zh6d+9b+3G3qHQEkRoABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCkRIABAKREgAEApESAAQCk9H+GknuufcQIhQAAAABJRU5ErkJggg==" width="28" />and
<img align="absmiddle" height="18" name="Object49" src="data:image/png;base64,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" width="23" />where
<img align="absmiddle" height="21" name="Object50" src="data:image/png;base64,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" width="22" />and
<img align="absmiddle" height="21" name="Object51" src="data:image/png;base64,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" width="22" />are
the abscissae of the beginning and end of the spike’s flat segment,
respectively, over which the wavelet coefficients either remain at
the same ordinate or have minor ordinate fluctuations. If
<img align="absmiddle" height="25" name="Object52" src="data:image/png;base64,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" width="35" />and
<img align="absmiddle" height="25" name="Object53" src="data:image/png;base64,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" width="36" />
are the <i>k</i>-th scale wavelet coefficients corresponding to
<img align="absmiddle" height="21" name="Object54" src="data:image/png;base64,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" width="22" />and<img align="absmiddle" height="21" name="Object55" src="data:image/png;base64,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" width="28" />
respectively, the spike’s flatness angle is
<img align="absmiddle" height="27" name="Object56" src="data:image/png;base64,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" width="186" />.
The absolute values of
<img align="absmiddle" height="18" name="Object57" src="data:image/png;base64,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" width="17" />are
close to 0.
</span></span></div>
<div style="line-height: 105%; orphans: 0; text-indent: 0.11in; widows: 0;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"></span></span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><span style="font-size: xx-small;"><br /></span></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><br /></span></td></tr>
</tbody></table>
<br />
<div style="line-height: 105%; orphans: 0; text-indent: 0.11in; widows: 0;">
<span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;"></span></span></div>
<div style="line-height: 105%; orphans: 0; text-indent: 0.11in; widows: 0;">
<span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><br /></span></span></div>
<div style="line-height: 105%; orphans: 0; text-indent: 0.11in; widows: 0;">
<span style="font-size: xx-small;"><span style="font-family: "arial" , "helvetica" , sans-serif;"><span style="font-size: xx-small;">
</span></span></span></div>
<br />
<div style="line-height: 105%; orphans: 0; text-indent: 0.11in; widows: 0;">
<br /></div>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<br />
<br />
<br />
<br /></div>
Unknownnoreply@blogger.comtag:blogger.com,1999:blog-1760164640344466369.post-69590650629931500112016-08-31T14:50:00.001-07:002016-08-31T14:50:13.273-07:00On Detecting Signal Spikes with 1D HWT Wavelets: Part 2 <div dir="ltr" style="text-align: left;" trbidi="on">
<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="font-family: "Trebuchet MS",sans-serif; text-align: center;">
<span style="font-size: x-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></div>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Problem</b></span><br />
<span style="font-size: xx-small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">In my previous <a href="http://vkedco.blogspot.com/2016/08/on-detecting-signal-spikes-with-1d-hwt.html">post</a>, I </span><span style="font-size: x-small;"><span style="font-size: xx-small;">jotted down a few thoughts on how 1D HWT can be used to detect spikes in signals. Spikes can be broken into two
broad categories: up-down spikes and down-up spikes. An up-down spike
consists of three structural segments: an upward segment (signal samples
increasing), a flat segment (signal samples remain more or less on the
same level, i..e, neither increase or decrease), and a downward segment
(signal samples decreasing). Similarly, a down-up spike also consists of
three structural segments: a downward segment (signal samples
decreasing), a flat segment (signal samples neither increasing nor
decreasing), and an upward segment (signal samples increasing). In
up-down and down-up spikes the flat segments are optional. A specific
segment can be detected by analyzing values of 1D HWT wavelets similar
to those given in Fig. 8. After a spike is detected, the exact
coordinates of the segments can be used to locate a spike to the
original signal, e.g., a 2D grayscale image. Detected spikes can
subsequently be used to identify various objects in the original signal,
i.e., road lanes. In this post, I will outline a few details on how spike detection can be implemented in JAVA.</span></span><br />
<span style="font-size: xx-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Spike Class</b></span><br />
<div style="text-align: justify;">
<br /></div>
<div style="text-align: justify;">
<span style="font-size: small;"><b> </b><span style="font-size: xx-small;">Below is a JAVA class that implements a spike. It breaks down a spike into three segments (runs) and keeps track of where each run starts and ends both in the wavelet sequences as well as the original signal. I have omitted the getters and setters as well as a few constructors.</span></span></div>
<div style="text-align: justify;">
<span style="font-size: small;"><span style="font-size: xx-small;"> </span></span></div>
<div style="text-align: justify;">
<span style="color: purple;"><span style="font-size: small;"><span style="font-size: xx-small;">public final class OneDHWTSpike {<br /> <br /> private double mUpWaveCoeffThresh; <span style="color: #38761d;"> // threshold used to detect upward segments</span><br /> private double mDownWaveCoeffThresh; <span style="color: #38761d;"> // threshold used to detect downward segments</span><br /> private int mNumIters; <span style="color: #38761d;"> // number of iterations/scales of 1D HWT</span><br /> private int mWaveLengthOfUpRun; <span style="color: #38761d;"> // length of upward run</span><br /> private int mWaveLengthOfDownRun; <span style="color: #38761d;">// length of downward run</span><br /> private int mWaveStartOfUpRun; <span style="color: #38761d;"> // where the upward run starts in the wavelet array</span><br /> private int mWaveStartOfDownRun; <span style="color: #38761d;"> // where the downward run starts in the wavelet array</span><br /> private int mWaveStartOfFlatRun; <span style="color: #38761d;">// where the flat run starts in the wavelet array</span><br /> private int mWaveLengthOfFlatRun; <span style="color: #38761d;">// length of the flat run</span><br /> private int mSigRowOrCol; <span style="color: #38761d;"> // the original signal's row/col </span><br /> private int mSigRowOrColStart; <span style="color: #38761d;">// the original signal's row/col start</span><br /> private int mSigRowOrColEnd; <span style="color: #38761d;"> // the original signal's row/col end</span><br /> private int mSigStartOfUpRun; <span style="color: #38761d;"> // where the upward run starts in the original signal</span><br /> private int mSigLengthOfUpRun; <span style="color: #38761d;">// the length of the upward run in the original signal</span><br /> private int mSigStartOfDownRun; <span style="color: #38761d;"> // where the downward run starts in the original signal</span><br /> private int mSigLengthOfDownRun; <span style="color: #38761d;"> // length of the downward run in the original signal</span><br /> private int mSigStartOfFlatRun; <span style="color: #38761d;">// where the flat run starts in the original signal</span><br /> private int mSigLengthOfFlatRun; <span style="color: #38761d;"> // length of the flat run in the original signal</span><br /> </span></span></span></div>
<div style="text-align: justify;">
<span style="color: #38761d;"><span style="font-size: small;"><span style="font-size: xx-small;">// rest of code</span></span></span></div>
<div style="text-align: justify;">
<span style="color: purple;"><span style="font-size: small;"><span style="font-size: xx-small;">}</span></span></span></div>
<div style="text-align: justify;">
<span style="font-size: small;"><span style="font-size: xx-small;"><br /></span></span></div>
<span style="font-size: xx-small;"> </span><br />
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Spike Detection</b></span><br />
<div style="text-align: justify;">
<br /></div>
<div style="text-align: justify;">
<span style="font-size: small;"><b> </b><span style="font-size: xx-small;">Below is my JAVA implementation of two methods: the first one implements a possible way to detect up-down spikes; the second one implements detection of down-up spikes. The methods detect spikes in sub-signals taken from rows in images. Column detection is identical. </span></span><br />
<br />
<span style="font-size: small;"><span style="font-size: xx-small;">The first two arguments are the original sub-signal and its 1D ordered HWT. The third argument specifies the number of iterations of 1D ordered HWT. The fourth argument specifies the row of the image from which the sub-signal is taken, the fifth and sixth arguments (sig_col_start and sig_col_end) specify the start and end columns of the sub-signal in the specified row. The arguments 7 - 12 implement the thresholds used in detecting spikes. </span></span><br />
<br />
<span style="font-size: small;"><span style="font-size: xx-small;">The arguments uwc_thresh and dwc_thresh are the thresholds for the HWT wavelets. HWT wavelets below these thresholds do not start up or down runs that constitute spikes. The arguments up_run_len_thresh, down_run_thresh threshold the lengths of the up and down runs, respectively. The arguments up_deg_angle_thresh and down_deg_angle_thresh threshold the angles of the up and down spikes, respectively. The up-down spikes are detected by detecting an up run, then a possible flat run, and then a down run. The down-up spikes are detected by detecting a down run, a possible flat run, and then an up run. </span></span><br />
<br />
<span style="color: purple;"><span style="font-size: small;"><span style="font-size: xx-small;">public static ArrayList<OneDHWTSpike></span></span></span><br />
<span style="color: purple;"><span style="font-size: small;"><span style="font-size: xx-small;">detectUpDownSpikesInHWTOfRowSigSegmentByWaveDeg(<br /> double[] row_sig_segment, double[] hwt,<br /> int num_iters,<br /> int sig_row, int sig_col_start, int sig_col_end,<br /> double uwc_thresh, double dwc_thresh,<br /> int up_run_len_thresh, int down_run_len_thresh,<br /> double up_deg_angle_thresh, double down_deg_angle_thresh) </span></span></span><br />
<span style="color: purple;"><span style="font-size: small;"><span style="font-size: xx-small;">{<br /> ArrayList<OneDHWTSpike> spikes = new ArrayList<>();<br /><br /> final int hwt_size = (hwt.length / (int) (Math.pow(2, num_iters)));<br /> final int n = 2 * hwt_size;<br /> int i = hwt_size;<br /><br /> int up_run_start = -1;<br /> int down_run_start = -1;<br /> int flat_run_start = -1;<br /> while ( i < n ) {<br /> <br /> int j = i;<br /> up_run_start = j;<br /> while ( j < n ) {<br /> if ( hwt[j] >= 0 ) { break; }<br /> if (Math.abs(hwt[j]) < uwc_thresh) { break; }<br /> j++;<br /> }<br /><br /> int up_run_len = j - up_run_start;<br /> if (up_run_len < up_run_len_thresh) {<br /> up_run_start = -1; down_run_start = -1; i++;<br /> continue;<br /> }<br /><br /> <br /> // detect a flat run<br /> flat_run_start = j;<br /> while ( j < n ) {<br /> if (Math.abs(hwt[j]) >= uwc_thresh || Math.abs(hwt[j]) >= dwc_thresh) { break; }<br /> j++;<br /> }</span></span></span><br />
<span style="color: purple;"><span style="font-size: small;"><span style="font-size: xx-small;"><br /> int flat_run_len = j - flat_run_start;<br /> if (flat_run_len > 0) {<br /> System.out.println("flat_run_len > 0;");<br /> } else {<br /> flat_run_start = -1;<br /> }<br /><br /> if (j + down_run_len_thresh - 1 >= n) {<br /> up_run_start = -1;<br /> down_run_start = -1;<br /> break; // outer while loop<br /> }<br /><br /> down_run_start = j;<br /> while ( j < n ) {<br /> if (hwt[j] <= 0) { break; }<br /> if (hwt[j] < dwc_thresh) { break; }<br /> j++;<br /> }<br /><br /> int down_run_len = j - down_run_start;<br /><br /> if (down_run_len < down_run_len_thresh) {<br /> up_run_start = -1;<br /> down_run_start = -1;<br /> i++;<br /> continue;<br /> }<br /><br /> OneDHWTSpike spike = null;<br /><br /> if (flat_run_len > 0) {<br /> spike = new OneDHWTSpike(sig_row, <br /> sig_col_start,<br /> sig_col_end,<br /> uwc_thresh, dwc_thresh, num_iters,<br /> up_run_start - hwt_size, up_run_len,<br /> flat_run_start - hwt_size, flat_run_len,<br /> down_run_start - hwt_size, down_run_len);<br /><br /> } else {<br /> spike = new OneDHWTSpike(sig_row, <br /> sig_col_start,<br /> sig_col_end,<br /> uwc_thresh, dwc_thresh, num_iters,<br /> up_run_start - hwt_size, up_run_len,<br /> down_run_start - hwt_size, down_run_len);<br /> }<br /> i = j + 1;<br /> }<br /><br /> return spikes;<br /> } </span></span></span><br />
</div>
<span style="color: purple;"><span style="font-size: xx-small;">public static ArrayList<OneDHWTSpike></span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;">detectDownUpSpikesInHWTOfRowSigSegmentByWaveDeg(<br /> double[] row_sig_segment, double[] hwt, int num_iters,<br /> int sig_row, int sig_col_start, int sig_col_end,<br /> double uwc_thresh, double dwc_thresh,<br /> int up_run_len_thresh, int down_run_len_thresh,<br /> double up_deg_angle_thresh, double down_deg_angle_thresh) </span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;">{<br /> ArrayList<OneDHWTSpike> spikes = new ArrayList<>();<br /><br /> final int hwt_size = (hwt.length / (int) (Math.pow(2, num_iters)));<br /> final int n = 2 * hwt_size;<br /> int i = hwt_size;<br /><br /> int up_run_start = -1; int down_run_start = -1; int flat_run_start = -1;<br /> while (i < n) {<br /> int j = i; down_run_start = j;<br /> while ( j < n ) {<br /> if (hwt[j] >= 0) { break; }<br /> if (Math.abs(hwt[j]) < dwc_thresh) { break; }<br /> j++;<br /> }<br /><br /> int down_run_len = j - down_run_start;<br /> if (down_run_len < down_run_len_thresh) {<br /> down_run_start = -1;<br /> up_run_start = -1;<br /> i++;<br /> continue;<br /> }</span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;"><br /> // detect a flat run<br /> flat_run_start = j;<br /> while ( j < n ) {<br /> if (Math.abs(hwt[j]) >= uwc_thresh || Math.abs(hwt[j]) >= dwc_thresh) { break; }<br /> j++;<br /> }<br /> int flat_run_len = j - flat_run_start;<br /> if (flat_run_len > 0) {<br /> System.out.println("flat_run_len > 0;");<br /> } else {<br /> flat_run_start = -1;<br /> }<br /><br /> if (j + up_run_len_thresh - 1 >= n) {<br /> up_run_start = -1;<br /> down_run_start = -1;<br /> System.out.println("j + up_run_len_thresh >= n");<br /> System.out.println("no more spikes");<br /> break; // outer while loop<br /> }<br /><br /> up_run_start = j;<br /> while (j < n) {<br /> if (hwt[j] <= 0) { break; }<br /> if (hwt[j] < uwc_thresh) { break; }<br /> j++;<br /> }<br /><br /> int up_run_len = j - up_run_start;<br /><br /> if (up_run_len < up_run_len_thresh) {<br /> up_run_start = -1;<br /> down_run_start = -1;<br /> i++;<br /> continue;<br /> }<br /><br /> OneDHWTSpike spike = null;<br /><br /> if (flat_run_len > 0) {<br /> spike = new OneDHWTSpike(sig_row, sig_col_start, sig_col_end,<br /> uwc_thresh, dwc_thresh, num_iters,<br /> up_run_start - hwt_size, up_run_len,<br /> flat_run_start - hwt_size, flat_run_len,<br /> down_run_start - hwt_size, down_run_len);<br /><br /> } else {<br /> spike = new OneDHWTSpike(sig_row, sig_col_start, sig_col_end,<br /> uwc_thresh, dwc_thresh, num_iters,<br /> up_run_start - hwt_size, up_run_len,<br /> down_run_start - hwt_size, down_run_len);<br /> }<br /><br /> // a spike filter can be added to detect the strength of spikes<br /> i = j + 1;<br /> }<br /> return spikes;<br /> }</span></span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;"> </span><br />
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
</div>
</div>
Unknownnoreply@blogger.comtag:blogger.com,1999:blog-1760164640344466369.post-82367293050463182822016-08-31T12:57:00.001-07:002016-08-31T13:05:54.849-07:00On Detecting Signal Spikes with 1D HWT Wavelets: Part 1<div dir="ltr" style="text-align: left;" trbidi="on">
<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="font-family: "Trebuchet MS",sans-serif; text-align: center;">
<span style="font-size: x-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></div>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Problem</b></span><br />
<span style="font-size: xx-small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">Suppose that we have a 1D signal where we need to detect spikes, i.e., significant changes in signal values. Of course, what makes a given change significant is domain- or problem-dependent. 1D HWT can be used to detect spikes. In this post, I will write down a few thoughts on how one can define spikes conceptually. In the next post, I will detail a JAVA implementation of detecting spikes with 1D HWT. </span><br />
<span style="font-size: xx-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Sample Images & Signals</b></span><br />
<div style="text-align: justify;">
<br /></div>
<div style="text-align: justify;">
<div style="text-align: justify;">
<span style="font-size: small;"><b> </b><span style="font-size: xx-small;">Let us take a look at a concrete image where spikes enable us to detect useful features. <b>Fig. 1</b> gives an image of a road with two lanes. The original image has been grayscaled and blurred with Gaussian blur using a 7x7 window for denoising. We can take a 1D horizontal sub-signal from this image (or several such sub-signals) and use 1D HWT of that subsignal to detect spikes.</span></span></div>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 1</b>. Sample road image</span></td></tr>
</tbody></table>
<span style="font-size: small;"><span style="font-size: xx-small;"> <b>Fig. 2</b> gives a graphical representation of a subsignal. Specifically, the horizontal white line is a row from which a signal of 128 samples is taken at row 87 on the left of the image, i.e., from columns 0 to 127. The two vertical lines represent the beginning and the end of a spike detected over the left lane. <b>Fig. 3</b> depicts another signal of 128 samples taken at the same row on the right side of the image and a spike detected over the right lane.</span></span><br />
<span style="font-size: small;"><span style="font-size: xx-small;"><br /></span></span>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 2</b>. Signal of 128 samples from row 87</span></td></tr>
</tbody></table>
<span style="font-size: small;"><span style="font-size: xx-small;"> </span></span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 3</b>. Signal of 128 samples from row 87</span></td></tr>
</tbody></table>
<span style="font-size: xx-small;"> </span><br />
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>1D HWT Analysis of Signals for Spike Detection</b></span><br />
<br />
<div style="text-align: justify;">
<span style="font-size: small;"><b> </b><span style="font-size: xx-small;"><b>Fig. 4 </b>is an graph of grayscale values in the signal depicted as the horizontal line in <b>Fig. 2</b>. </span></span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 4</b>. Graph of grayscale values of 128 sample signals in <b>Fig. 2</b></span></td></tr>
</tbody></table>
<span style="font-size: small;"><span style="font-size: xx-small;"> </span></span><br />
<span style="font-size: small;"><span style="font-size: xx-small;">If we apply 1 scale of 1D Ordered HWT to this signal, we get the graph shown in <b>Fig. 5</b>. The first 64 values represent a downsampled signal whereas the remaining 64 values are the corresponding Haar wavelet coefficients.</span></span><br />
<span style="font-size: small;"><span style="font-size: xx-small;"><br /></span></span>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 5</b>. 1 scale of 1D HWT of the signal in <b>Fig. 4</b></span></td></tr>
</tbody></table>
<span style="font-size: small;"><span style="font-size: xx-small;"></span></span><br />
<br />
<span style="font-size: small;"><span style="font-size: xx-small;"><b>Figures 6</b> and <b>7</b> gives graphs of the two parts of <b>Fig. 5</b>, i.e., the downsampled signal and the corresponding wavelets.</span></span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 6</b>. Downsampled signal after 1 scale of 1D HWT of the signal in <b>Fig. 4</b></span></td></tr>
</tbody></table>
<span style="font-size: small;"><span style="font-size: xx-small;"> </span></span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 8</b>. Haar wavelets after 1 scale of 1D HWT of the signal in <b>Fig. 4</b></span></td></tr>
</tbody></table>
<span style="font-size: xx-small;"> </span><br />
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Definition of Spikes</b></span><br />
<br />
<div style="text-align: justify;">
<span style="font-size: small;"><b> </b><span style="font-size: xx-small;">1D HWT wavelets can be used to detect spikes. Spikes can be broken into two broad categories: up-down spikes and down-up spikes. An up-down spike consists of three structural segments: an upward segment (signal samples increasing), a flat segment (signal samples remain more or less on the same level, i..e, neither increase or decrease), and a downward segment (signal samples decreasing). Similarly, a down-up spike also consists of three structural segments: a downward segment (signal samples decreasing), a flat segment (signal samples neither increasing nor decreasing), and an upward segment (signal samples increasing). In up-down and down-up spikes the flat segments are optional. A specific segment can be detected by analyzing values of 1D HWT wavelets similar to those given in Fig. 8. After a spike is detected, the exact coordinates of the segments can be used to locate a spike to the original signal, e.g., a 2D grayscale image. Detected spikes can subsequently be used to identify various objects in the original signal, i.e., road lanes. </span></span><br />
<span style="font-size: xx-small;"> </span><br />
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
</div>
</div>
</div>
</div>
Unknownnoreply@blogger.comtag:blogger.com,1999:blog-1760164640344466369.post-25216315084246682352016-07-30T22:29:00.002-07:002016-07-30T22:30:29.741-07:00On 2D Ordered HWT Coefficients of Diagonal Lines<div dir="ltr" style="text-align: left;" trbidi="on">
<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="font-family: "Trebuchet MS",sans-serif; text-align: center;">
<span style="font-size: x-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></div>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Problem</b></span><br />
<span style="font-size: xx-small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">Suppose
that an image has diagonal lines. What happens when a 2D
ordered Haar Wavelet Transform (HWT) applied to it? For the sake of
clarity and simplicity, let us assume that an image contains only 1 diagonal line at different location. The second
simplifying assumption is that an image is n x n where n is an integral
power of 2. </span><span style="font-size: xx-small;"><span style="font-size: xx-small;">This is a requirement for 2D HWT. If the size of the image is not n x n, the image can typically be reduced or padded. </span>The
third simplifying assumption is that the thickness of a line is equal
to exactly 1 pixel. The fourth assumption is that a diagonal line runs from a point in the top left quadrant to a point in the bottom right quadrant or from a point in the top right quadrant to a point in the bottom left quadrant. This post tabulates what happens to the 2D ordered HWT coefficients in some cases. In describing the points, I will use the OpenCV notation where x is the horizontal axis going right from the top left corner and y is the vertical axis going down from the top left corner. In other words, (x, y) describes the point colum x and row y.</span><br />
<span style="font-size: xx-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Sample Diagonal Lines</b></span><br />
<br />
<div style="text-align: justify;">
<span style="font-size: small;"><b> </b><span style="font-size: xx-small;">Figures below are given in triples, e.g., <b>Figure 1</b>, <b>Figure 2</b>, and <b>Figure 3</b>. The first figure is an 8x8 image with a diagonal line. The second figure is the corresponding pixel value matrix. The third figure is the 2D ordered HWT coefficients after 1 iteration applied to the matrix. The colors in the matrices in the second and third matrices of each triplet denote the 2x2 blocks and the corresponding average, horizontal, vertical, and diagonal coefficients.</span></span></div>
<div style="text-align: justify;">
<div style="text-align: right;">
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td><td style="text-align: center;"><br /></td><td style="text-align: center;"><br /></td><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="200" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAIIAAACCCAIAAAAFYYeqAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAB9NSURBVHhe7Zx3kBVFtIf3mXPCBCogBkRFERQVEFGJJlAxIIgRc0AwIcGEERQxYQRBxRwJSk4GsErM+Vmm0iq1DFVmy7Le55zfzJvZvjN37szcdUG/P6i7Pd2nu8/pE/rOLjX/Uwk1hbLSSitttNFG2223XYcOHXr16nXyyScPGzZs7Nix999//7PPPrtkyZL33nvvyy+//OGHH3799dc///zzr7/+4l8+f//9959//vm777774osvTps2bfLkyTfddNOIESNOP/30I488skuXLm3atNl666032WSTtdZaK8+ybdeGmqqEJkmHxhTEKqussvHGG7do0QIzHHLIIWEzTJ8+ffHixSj6iy++QOm//PLLH3/8gQ34l8/ffffdZ5999vbbb7/wwgtTp0594IEHGDV8+PDTTjsNM3Tu3Pk/M1TAaqut1rBhwx122KFjx46HHnroKaecgipR6H333YcZXnrppXfeeYdT/+233/7444+//fbb77//jivw+Ztvvvn444/ffPPNRYsWPf300/QfM2YMJjz11FOPOOIIzNC6deutttoKM6y55pp5lm27NtRUJTRJOjSmINZee+0ttthip5122meffQ4//HDOMoGF8IJaCTWc9LfeeuuTTz75+uuviUs//fTTzz//jA1wBSLVhx9++Oqrr86bN++JJ5649957R48ePWTIEPypd+/e++677y677IIZcLXl0AwaUBBEpA022KBZs2YEEKL5UUcddcYZZ1xyySVmBkLN888///rrr3/00UconeNPaMIYeMZXX3316aef4igvv/zyzJkzH3nkkbvvvvvaa6+94IILTjrpJLwKo7Zq1QrJy5UZ1K9QVlhhBVyBiER+3nPPPffff/9+/fqdffbZl1122c0334wZpkyZsmDBgqVLl5KlUTqWQPvAB7LCBx98gCtgJ5yGxDBu3Lgrr7xy8ODBxx9/PKl+77333nnnnbfcckvy//JgBvWoAmussQZHFU1xbNEaujvuuOMGDRo0cuTIW265BTMQ8Qk4nHfiEvGHTIAxMAAfsMEbb7xBAp8zZw4RacKECTjQpZdees455xxzzDEHHXTQXnvt1bJly6ZNm2644YZMlGcjpgdDTVVCkzjocQ5MDgd/xRVXpDZdeeWVCUSAalBQkyZNtt9++z322KNbt27kVcI6UeWqq6669dZbMcNTTz01e/Zs6lEcgooIn0D777//PrGISIV55s+fjys8+OCDt99+O4lh6NChVKt9+vTBsdq1a0fab9y48b/dDAxH9eh91VVXXX311dEFhSNRaN11111vvfXQDjqiTiUrEMcPPvhgTjGJ4eKLLybEE2Eww5NPPjljxoyFCxdyeyD+oHo8gH9feeUV/IB49dxzz1lyxhUwHibEkJgTo2JahJP8GzRowOx59uJpQqipSmiSKHqWCY6/GQDto3r0TiomTG+66aaNGjXafPPNCRf4wa677kqdesABB1DpDxgw4NxzzyU/c6453Zjh8ccfp2adO3cuJSmVK8YAPvAjsYjLHTbgekHn6667joEDBw4krHH52G+//XbbbbfmzZszEfP+S83AWOIPFwKOvx18tL/ZZpsRgihdttlmG3Lyjjvu2LZt206dOhFAOL/k1bPOOuuiiy4iMdx444133nknZnj00UfJ0hx5lE6SIATxL59peeaZZx577DFscNddd3FduPzyyy+88EKK3b59+x544IFkGqpVJsLk66+/PitJuR1v33+jnz3U5KGmKqFJouhZ5eAK+AH1CSogCWMAzj5KIUpwP+BWxVEldnNmyaVmA8IRIYUcy7mmTKL6xAyUocQlLIFPcPb5lxKWvI0BJk+ePHHixDvuuAObUSBxXSA5n3DCCdw8iEjt27dnIkyO+TkHKc1guw7jtltLtdAkUfSsckgJxAFyADYgLHCHwgCUj4QgtE8U4m7VvXt3osfRRx994okn4gfYgKhy9dVXc7RJDPfccw9meOihh3AIIo9BjMIwGIBkgLuQxq+//npsQGYmHHH9xhXIMQjHz8jP2J4FrLPOOpyJWtuxDWZA46uEJomiZ5VDViAckRvxA2xADsADuBkQK7p27UomoDbFCY499thTTz0VDRKL8INrrrnmhhtuQLmomAIUM3AboArCGPzL50mTJo0fP56nlLMYgP7EIlI6GQUb9O/f/7DDDsO6HTp0YDoSA/mZeEhmojCrtR3bYAY0vkpokih6VjmcPlyBgGB5GKUQJQhBGID7LVdlVMZdFyc4//zzhw0bRj4YNWrU2LFjzQbomvOO0rEEEHywCmGKVEy8wlQ4DWZjID5ELDIbYFfkU3Ttvvvu3BgwP4mBo8CBwAxamY92WDkaXyU0SRQ9qxASA9UR+yccbbvttqTKdu3adenSxdIA+qIiIhNwhDnIHGcONYEIAxDo0TUaR+8GxsAkJGHCFCUpHoABuGMzkNsyBuCWgDm5e/fu3Rv5nTt3Zi5mpATgBHAOSE6kKLxTi/PRDh1YvKGfPdTkNWp8JkxaAupXCNRIxIFNNtmE6zHlEGeTYG02oJqkmCEKUdUMHz6cSh/NcsAxAMkg7AF8MBtYDsBOpO4rrriCUYEHYADCGtmFWIQfYGluzqQfJt16662JSNTHOCVnokAzhJGsFGhAOdS7EIhIFCdkBVyBcERCtpIUG+AE5513HsEEhaJWDjgGQNco3dKAUSsNBFGIFIIPYUgqIrTPVQMDkJPJB1ialEABRoFEVsAVGjZsiEdyICiTOBlanI/27SB9L+tmYK2cPo4hiuBUkpbJyeQDbEAAIRNQDlkUuu2228LlEFUQUIk+/PDDVowSoOhDT2wwYsQInIBcQkDjsk1VinvhAdSmpBwszZ0ZPyAlYAO8kEPAGjgNRCSOBZWb1ldOI6Zu0M8eanLMABJaDvUuh3rnh2RIHCA34gpt2rThdsZppY7kCBPNsYE5AcecmMPBR/VPPfUUNwPgRsYtAZNgBjIEjkLSxmaMwn5nnnkmTtCnTx/KXI4/qZi6i8xvBqAapkJlUmxATiIkcnnGFaibWVJKM0jZIWq1249hJLQc6l0O9c4Ju+X0mStwMNu1a4e+CEfcDAgmxCJ0alczbr/cADDAtGnTuJfNmDGDizGf7WpGUMJRcIXRo0fb9dhsQImFUckBFn8wc6tWrYhCFGMYgNKIWzp+gA0IR5wGFkNEIjGgQS3R14iptVJsbBgJLYd6l0O984AUjh6VCYeRyICaiNfcDyiNUCK1DfcsTrfZAF1z9jHArFmzZs+ePWfOHD7wo31FQaTCXehMOOJqRkLGkNiAQEQIwrrUQtwHKYfQPtkYD2jcuDHzUhpxCPADbECdaq5AYkCDWuXyZAYbYyvDAwzOHbGYxMipJERQtJCZ0R0lDWmZQ01RZF/YBd8UYYD5HvPmzeOzfVOEl5AYcAX6U5syliseYa1nz57UoyQbhGNmDj6qpxzi+DMpHmAGYA3EIvzAbIArsDbWqaWXM4PtBfRzFBsbRkLLod7lUO9k6Mf6gncGpD62CuRktm02aNasGZmZeE1mpow5/vjjOcuEI1ICNQ8RnwxM5AlssNCDD/yINxCmSBhEJPKHuQJpmfROkkcgfoAN8AArRoFLMvEHF2R2PCAwAGcibIPwDr39LrNmoBMGYG/s0PTOntk5KuAMogsCAsGBME04svcHlpmpcChP7UtTwtETTzxBDiAE4QEYYNGiRfzLZ1poJ2PTh+SMK+BAZGacibRMUUQ5RDLAD3ACDLCOB2sg+LAYlgSsjcNhBmC1gTbDO/T2u8yagZWxPQ4a20b7qB5dEArwAMICx5NYhB9gAwoYtEY4orgcNGgQtSauQJChNMIVCDu4Askg7Ar28gAvoQMeQxo3Vzj77LOD9wdt27bFxsSijTfeGO2zmACUbqB6036gR+1v+TADPdgkNuAAYgAUgfZRPRUR2idKkC2pWIhF+AE2sOoIJaJKrspBZuawT506lbpo7ty5aN8I3h+QM8gc5A9cgcsaWQFXwJzkGApTwhFz4XMcAlSvlSViezPUtEybgWXh75xBbIAHYADiD9rneKJ96hb7BpsUSjHD5Zbi0t7hEI64A48bN46syzWNa8H06dMxA6o3ggIJG2Cnu+66C5tRUzEWCccee6y5AvKxNLUQC+A0aFmpsR3aVg3ptUI0uBw2aRg9KId6x4GnE3lJA9iA0EyNiAE4noQgtE9RhBPUen+AHgnuFP633norKZcbGYom7GAGzv7MmTODuwJpmeoIP8BjCEfXXnvt8OHDBw4cSEzDoj169Aje4eCFhETOhJZVCdqoj/RaIRpcDk0ZQg/Kod5xEARwBZIBfoANyAH2/oBLMgUMQYOEfPjhh3N4CSNocMiQIfgBNqA6QrmTJk0i6BORMANBCdWDvUejkdKItEFapjrCBtyZrUjt168f1w4uHxibzIwrcA7IwFpTJWiXHtJoKcJPS3a2xgC3xdCsIfSgHOodR3An4EjusMMOhAjusYQg0gClJGcWleEEXNPsmzuiir3AMRugaC5l1EgcfFQPfMAAhCmcAF+hp31/Z99bnH766Vi0d+/eeFjgCjgiRwG/1JoqQbv0MIWWJPy0ZGdrDHBbDM0aQg/Kod4l4TEVof0+CwEaPyAKdenSBQ/AAPYCh8LU3h9w4eJEU56Sae2bO2xAzEHp3nvMv19kEp0wAJlg/Pjx5gSUUkQw8jlWPOOMM6iO8C1sjLdZVsALLSuUWWsM3h6FKbQk4aclO1tjgNtSC01fiBmIxRRIlCh2PSYZYAPutJTzpGJ7gXPhhRdSmHKcOdQEIjItOfmBBx4gFqF0XAHthw1AFLIvsSmKcB2SAU7ARY9YhB9QaB144IFkZkqvli1b2pv99AWSi3bpYQotSfhpyc7WGOC2JKPVZIPN2zdFnEq7mgXlEFEI9RGFOMv21SlOwBnHCYKvr80DAJ/AMywK0Y2KCL9hoL1Mxp/wquBLbCIe4QjPY1K8EF8kOWeLSCA1eJhCSxJ+WrKzNQa4LcloNdkgFJCcOZLEaFRDvEZTxA1sgBNQ4JsTWEVkBuD4U5taJrA0gEmwAXmCbGFOwH3CnAA55BWyC6al1iLhk5bxOe7M1GPMS04iM7EMtq01VYJ04OPpszTqEUIPfNTq47YkowVlgJmISNyT7UtTAoV9acrhRYNkglGjRuEEhHh7f4AB0PuUKVNqlUOWjQlW2IAh1FE4gf1WC1EIu5JpMADhjks4sYi7CLUAYRAvtN+uoEbKthNGhfX1tzpjUI8Qce1GwqOSaEEZYPNogcsarkB1ZF+annzyycG3FFaSomJ7f4DeuY5xJwA+YAkacQVLyHgMVSzG41bBHRsn4J6BB3Tr1o1YR+anCCYnMxexCBuQmSmQcAVuLVzjtaYKYf+mzTCml5xIloMeO2hBlcLOcYVGjRpZVsAV7HUmGuQsE4vwA2yAilE0px69cy+z9wf8iyUwA9EJV8BX7FsK/MBuyKQWopClAUIQ2scDSMgtWrTYZpttmjZtih9gAwokXIGKOc+tTeoJYe05kSwHPXbQmhJgky7sn4sr0blVq1YcVSpIqiOKmQsuuIDUSj6wL02xgX1hh+rDv2mKGXAOwhR97DUO+QD7YUVsQDmEQJyAEGTH396gmQHsBQ6lAWsgK3Ag2J7WmhrbvKmmFvaoFsEQCEuIQ7Ic9NjBZCZBHeKCDZo0aUKMtjf73Kfs/QGplSKHCMMZJxaZHwTvDxYsWGBf2NHII1xhwoQJxC4iGHGMooiKCD/ABqQBnIw7OZYm/gQvcAiDGIAKlTVgA0o1zkSqbUSxzUs3UexRLTQshB7EIFkOeuwgoQmweRd7f9C2bVtKFy4KFDNkZqqjkSNHjhkzhgPOzYB6lMhDLAreH2CGuXPn0oIrkJxJGyRwXIdwRFbHmcgHxCL8ABsgn1k4+w0aNCD+kAbsLYK9vSEz4QcZbGDbBinGQY+jaHAIPYhBshz02EFCE+A8unBOCdn2/oDzyymmtsEVLDMHr9LCrgB84EcaSc50IDPb+wOuF/b+gARDRUQsMj+wetRe3aD6Wq9ubFdaZTpsz2BKKYl6RNH4EHoQg2Q56LGDhCZA9HchFnFmsQFxvNbfH3DAOebE/eCtcpAVzAb2VpmLApmZ6sjeH1BiUWj16NGDosveH5gNLANDeBtaWWpsVICJikOdokhQCD2IQbIc9NhBQhPgyLtwU6OcR3H2pQWZGW3iCnZTIyIRczADSp81a5ZVR/b+ABchb9tFAZthOfslFy7JBDdMi5NxESEZkAPwgFRLLIVtrxZSRgzqVAoJDaEHMUiigx47SGgCaMeFQEQ+GDBgAH6ADewX7swV7LJGYuDUkxtwCMAA5AOLRWYDKloLR/ZLLlzTuCLgZIQjKiJqIWIRTqBFVIg2V07vhromIrkh9CAeSY+iZw4SmgBXWReuuDgBN7UhQ4bYlxbBLz0SbSiB8AaUjiXsd+74TAvmwUiYyr41ojoaPHgw4ahv375k5k6dOrVu3ZralOtInm/rgI1p3ykwRQRIRDlqdbYfw0h6FD1zkJQEyL0uRBLKfJzgyiuvJBbhB4QjCiS0zFUAdRP9w9+e0oITYCRMFbw/ICVQXxGOwpnZXIGczKK1gsphY7btNJgiAiSiQjQ4K5KSwGWlQI8cZxIsBqA0GjduHHGGygdXwAyTJ09G78AH+x1sDIAT2PsDylNiETYI3uHsv//+HTt2DFyBzJztVZphG5OOU2D9AyQlH5KVGg1LAN25cKhRPZpF+6gYA+AHEydO5MgH8CPtd3t/isOQ4P0BuSR4f2DvcLh8hP8kjatZ5i+uwTYmHafA+gdISj4kKzUalgCXABe0zBnnX86+p/P/B+1jEgyAhTAVNwOiEAnc3h+QTkgq5Pb+/ftjA3uH065dO4pgXGFz7xcsckYkYGOmYsO2mhKJyIdkFUfN3+8nHUi5Tz75JB9IAKQBcjLxB5NgG4wUGAAPMAMMHTqUezJllb3AodIlHwTvDwhHLVq0wBW4n5Oc80QkQ2vPhETkQ7Ic9DiDu1Dvu3APsO+rrQzFGFgCM+AH2IB0Tc6wNGBRiEuyvT/guterVy8CUdeuXbl/2PsDe4fDXaGB92eBmb+4DtDaMyER+ZAsBz3OYIYXY1i4cOHcuXPtu1LcAjNYKiZtULziBGRyylmiEOUQN217f8A9mSiEAXCC3XbbjQszfmDvcMgKuAJXtjyJwdDaK0SDi0ASHfQ4gxleLcXSpUuXLFny/PPPYwl8InhzYHcCbMBlgqIWJ+BaQBQK/hyzQ4cOZOM2bdpgAJyAfGBfX2MDrs24AhGJaK7FZkVrT4fGFI2kR9GzDGZ4pxRvvfUWlnjppZfmz5/PJRkzkBtwBXuRiR/YSzQyAVcznKB79+7czghBpv3mzZvb34BsscUWDRs2rPX+4O9Zc2OrT4MG1C2aOzU1H5Tivffee/3113GIBQsW4A3c0aiRcAXCEVUpFRElKTYgEJEJuJrhBLv6fw/bpEkTe4VgL3AojWq9P9BK86Hlp0AD6hbNnZqa/y3F+++//8Ybb2AGvGHatGkUSxRIuIJ9RUE+ICHjB2aD9u3b299Ccfzt7IdfIWAAKtTM7w+WUUy56Yk1A95AUJozZ84zzzxDRKJAwhXsfTI3A4oi+28q9tprL/udInIAx9+CD6q3tzf2CsHeH/x7bACm3PTUoHEX0sMrr7yyaNEiKiUiElc2ilQy87BhwwYOHHjiiSceeeSRXAuoiIhF+AGBCBvY+wNTuuk9uF5pdf8ctts41Kk4JDc1NWRjl9dee23x4sWUSVOmTHnwwQfvvPNOrspkZvu2jnDUs2dP+4qCfEAs4l5mNvhbYr3EdpsSjcmBBKWmhlPvYllh+vTpjz76KFmBC/NVV13FLYF7MlcEwlG3bt24GVAXkZPtPRohKH8lWg200XxIVmo0LDU1RB6XefPmWYHElY37Ghdmbsv2qxV9+vSx/0uNywEpoXHjxiRkMgFRSEuoc7SVaqKZUqNhqamx12e1IBbhB9hg3Lhxwftk+wMQbglc07giBL9xTTmU5x1OfrSVaqKZUqNhqamhGHWhNCIWkZbtsna+/wcghKMePXpYdcQdjfsBrpD/G9OcaCvVRDOlRsM8av1Ykpq7S2G//k5pFPwRjv0BCNXRPvvsYy8P7LeMCvnG1EWrK4V6hNCDRLySLS0aE0IzVQ9KIBf79nTo0KGDBw82GwR/ABK8PMAV7I8P8n9j6qLdx6BOPmpNRApOh8bEo4kLhNzrcvHFF5MMqIvsfzHq3bv3AQccYDYIXh7YZY0CqajvJ8Jou/Gon4eaEpGC06ExiWjuojizFFwOKIr69+/PNa1Xr17clolFe+65Z/jlQc4/PkjGtpqA+nmoKREpOB0ak4jmLgruYi5UpXgAdzR7f0BOJh8Qi8IvD7grkJyrEZFAey0OKTg1GhaPFloURBsXtN+lSxc8oEOHDrvvvjtOwG2Z0oi0jA24Mwd/fFCl64L2WhzSblYkJYQWWhTtS0H8Cd7eUBRhAJyAm1qjRo3wA7OBfXHNEiWoULTXdJRUU4CnxrxIVggttCg45i6onvhDOWR//UFRZAbglkAswgb23TWuUPyCPGyrKZGqckCVEUatITRTCC20KJqUgoNP8EH1lENon2xsb28wgH2DjR9gA9YnKUWjvabDNFUpUnkp1COEZgqhhRYFKi4Jeqce5ewHf/2BB4TfH9jiJKVobKspMU1VilReCvUIoZlCaKFFgXJdOO9gSufgQ/DqJliWxlcH22pKbEk5MQMYagqhmUJoocs32ms6pKooeuaj1qxISggtdPlGey0OqTMrkhJCC02BBiSirgVSS6hNA/rZ6VASG1IgUmc63CHWEkYLTYEGJKKuRSGp5VDveNSvOKTOdGhMIlpoCjQgEXUtBJOYZhsaEI/6FYfpNyUak4gWmgINSERdCwFx2kcpbL4EJMVDTYmoa7rOWkQ6NCYRzR1CDzzU5KGmRNQ1PyZO+yiFdUhAgjzU5KDHUfSsQrSsUqhHIpo7hB5kQiLygyzbQ8m6G2y+BCTIQ00OehxFz+oWzR1CDzIhEflBlqm7EDNUhMZXE82UiLpmQiJygiDTtXcJLW2GMDZ3LSSrcjS+mmimRNQ1ExKREwSZfv8pM+hTPDZFZiQlEXV10J4TkYicmCyzAdiPCWiBUSSrOmiOdGhMhWiwg/aciETkwWaSBeKx+QxbXy0krjpojnRoTIVosIP2nIhEZMZmkqY97ItYF03oYaNqIYnVQXPEo345kCAH7TkRiciAJnFcoZ6YQULjUb/ikFwH7TkRiagIifcwKdK0Z4N/3AwSVw71Lg7JddCeE5GIinBFS9P/nBkkohI0sjgk10F7TkQiyiKRHhoaQpouZQb1iCJBUTRTJiSiEjSyOCTXQXtORCLKIpEeGuojfcegTlEkKIpmSo2GeQP1KQcmMw8S5KA9JyIRJZEYD3WPIk0noq4xqg+jWVOjYQUhoTmQoExIREnUxUO6jCJNJ6KudW4Gzeqj1ngkNAcSlIm0g7WbGKRyH7VGkaB4tJvUaFgMmtVHrfFIaHFIbjrqhRm08ArRYA/NUQka6SOhVUATJPKfGYSEVgFNkEjVzaDxUbTAfEiWhyYLoaX4qDWERvpIaBXQBIkUY4YEND6KFlg5Gu+gyUJI/T5qDaGRDsEsNmN+TFoyac0QRvtIh8ZE0QIrR+MdNFkIqd9HrSE0Mh5NmRuJS2QZNoMmiEHq91FrCEmJR1MWhITGkMUMLtqZj1qjaDn5kCwPTRaD1O+j1ngkNISmrBs0Z9XQNAUhoR7Sn4eUHY/6xSOhITRl3aA5q4amKQgJ9ZD+PKTsStBIHwkNoSnrBs1ZNTRNQUioh/TnIdVWgkb6SGgITVk3aM6qoWkKQkI9pD8PqbYSNNJHQkNoyrpBc1YNTVMQEuoh/XlItR5uC1hjAhIaQlOWQj181JoHSaoamqYgJNRD+vOQsj3cFrDGBCQ0hKYshXr4qDUPklQ1NE0mJCIG6c9DyvZwW8AaE5DQEGnWkIANT4sGVYJGVh/NF4P0F4PU76PWEJIST5o1JGDD06JB5VDvukVzh5AKUyD1+6g1hCTGE7eGlNjwtGhQOdS7btHcIaTCIpDEeOLWkBIbnhYNKoV61BWaNRGpsAgkMRMS4aPWKNrVMoQWngLtO5GSPa0xAS0l02lQawySW//RelOgfXuoyUNNHm4LWGMCWkoVzGBIen1GK02B9u2hJg81eaipQrSU/8zgol3GoE4eavJQU4VoKc5iJLRyNN5H0uszWqmDNhSDOmVFczvosY8mi6Iq2EetUTTeR9LrM1qpgzYUgzo5lJRpjWnQAB9NFkXq91FrFI33kfT6jFbqoA3FoE4OEpoVSfHRZFGkfh+1RtF4H0mvz2ilDtpQDOrkIKFZkRQfTRZF6vdRaxSN95H0+oxW6qANxaBODhKaFUnx0WRRpH4ftUbReB9Jr89opQ7aUAzq5CChWZEUH00WRer3UWsUjfeR9PqMVuqgDcWgTg4SmhVJ8dFkUaR+H7VG0XgfSa/PaKUO2lAM6uQgoVmRFB9NFkXq91FrFI33kfT6jFbqoA3FoE4OEpoVSfHRZFGkfh+1RtF4H0mvz2ilDtpQDOrkIKFZkRQfTRZF6vdRaxSN95H0+oxW6qANxaBODhKaFUnx0WRRpH4ftUbReB9JL0lNzf8BOj11gMK9fkgAAAAASUVORK5CYII=" style="margin-left: auto; margin-right: auto;" width="200" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 1</b>. 8x8 image with a line from (3, 0) to (0, 3)</span></td></tr>
</tbody></table>
</div>
<div style="text-align: justify;">
</div>
<div style="text-align: justify;">
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="219" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 2</b>. Pixel value matrix of image in <b>Fig. 1</b></span></td></tr>
</tbody></table>
<br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="163" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="640" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 3</b>. 2D ordered HWT coefficients after 1 iteration on matrix in <b>Fig. 2</b></span></td></tr>
</tbody></table>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="200" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="200" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 4</b>. 8x8 grayscale image with a line from (3, 0) to (7, 4)</span></td></tr>
</tbody></table>
<span style="font-size: xx-small;"> </span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="217" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 5</b>. Pixel value matrix of image in <b>Fig. 4</b></span></td></tr>
</tbody></table>
<span style="font-size: xx-small;"></span><br />
<span style="font-size: xx-small;"><br /></span>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="164" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="640" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 6</b>. 2D ordered HWT coefficients after 1 iteration applied to matrix in <b>Fig. 5</b></span></td></tr>
</tbody></table>
<br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="200" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="200" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 7</b>. 8x8 image with line from (4, 0) to (0, 4)</span></td></tr>
</tbody></table>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 8</b>. Pixel value matrix of image in <b>Fig. 7</b></span></td></tr>
</tbody></table>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="164" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="640" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 9</b>. 2D ordered HWT coefficients after 1 iteration on matrix in<b> Fig. 8</b></span></td></tr>
</tbody></table>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Observations</b></span><br />
<span style="font-size: xx-small;"><b> </b> </span><br />
<span style="font-size: xx-small;">In each 2x2 block on a diagonal line, the diagonal coefficient is always large in absolute magnitude. The horizontal or vertical coefficients can either be zero (or close to it) or large in absolute magnitude. The values of the horizontal and vertical coefficients depend on where the white pixels are located in 2x2 blocks. If both white pixels are located along either diagonal, the horizontal and vertical coefficients are zero.</span><br />
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<br /></div>
Unknownnoreply@blogger.comtag:blogger.com,1999:blog-1760164640344466369.post-24157694362879839312016-07-30T15:12:00.001-07:002016-07-30T22:31:45.976-07:00On 2D Ordered HWT Coefficients of Horizontal and Vertical Lines<div dir="ltr" style="text-align: left;" trbidi="on">
<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="font-family: "Trebuchet MS",sans-serif; text-align: center;">
<span style="font-size: x-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></div>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Problem</b></span><br />
<span style="font-size: xx-small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">Suppose that an image has horizontal or vertical lines. What happens when a 2D ordered Haar Wavelet Transform (HWT) applied to it? For the sake of clarity and simplicity, let us assume that an image contains only 1 horizontal or vertical line at different locations. The second simplifying assumption is that an image is n x n where n is an integral power of 2. </span><span style="font-size: xx-small;"><span style="font-size: xx-small;">This is a requirement for 2D HWT. If the size of the image is not n x n, the image can typically be reduced or padded. </span>The third simplifying assumption is that the thickness of a line is equal to exactly 1 pixel. In my next post, I plan to do an investigation of diagonal lines.</span><br />
<span style="font-size: xx-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Horizontal Lines</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<span style="font-size: xx-small;"><b>Fig. 1</b> is a synthetic 8x8 grayscale image with a horizontal line on top at row 0. <b>Fig. 2</b> is a pixel value matrix of the image in <b>Fig. 1</b>. </span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 1</b>. 8x8 Image with a horizontal line at row 0</span></td></tr>
</tbody></table>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="219" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 2</b>. Pixel value matrix of image in <b>Fig. 1</b></span></td></tr>
</tbody></table>
<br />
<div style="text-align: justify;">
<span style="font-size: xx-small;"><b>Fig. 3</b> is a matrix of 2D ordered HWT coefficients after 1 iteration applied to the matrix in <b>Fig. 2</b>. The corresponding average and vertical coefficients of each 2x2 block are highlighted with yellow when they are significantly greater than 0. These significant vertical changes are detected in blocks 0, 1, 2, and 3, i.e., exactly between rows 0 and 1 in the pixel value matrix in <b>Fig. 2</b>. Since the real values of the vertical coefficients are greater than 0, they signify a negative drop in data, i.e., from 255 to 0.</span></div>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="127" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 3</b>. 2D Ordered HWT coefficients after 1 iteration</span> </td></tr>
</tbody></table>
<br />
<div style="text-align: justify;">
<span style="font-size: xx-small;"><span style="color: purple;"><span style="font-size: xx-small;"><span style="color: black;"><span style="font-size: xx-small;">Let us now place a line at an odd row. <b>Fig. 4</b>
is a 8x8 image with a horizontal line at row 5. <b>Fig. 5</b> is the corresponding matrix of grayscale pixel values. </span></span></span></span></span></div>
<span style="font-size: xx-small;"><span style="color: purple;"><span style="font-size: xx-small;"><span style="color: black;"><span style="font-size: xx-small;"> </span></span> </span></span></span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAGwAAAByCAIAAAA52KNxAAAAqklEQVR4nO3aIWoCAAAF0A/DOFgWPMBgFzB4AoMnWPAGlp3A4gkMdovdYDXYhJUhqIfxBEsftLx3jpcAAAAAAAAAAAAAAAAAAAAAAAAAwL8G1PJBLSNq+aKWCbXMqGVOLT/UsqKWDbXsqOVALSdq+aWWC7XcqOVOLVdq+aOWM7UcqWVPLVtqWVPLkloW1PJNLVNqGVPLJ7UMqeWdWt6ovfqYAgAAAAAAT/cAL+/tlq8pSuIAAAAASUVORK5CYII=" style="margin-left: auto; margin-right: auto;" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 4</b>. 8x8 grayscale image with a horizontal line at row 5</span></td><td class="tr-caption" style="text-align: center;"><br /></td><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="217" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 5</b>. Pixel value matrix of the image in <b>Fig. 4</b></span></td><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="102" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 6</b>. 2D ordered HWT coefficients of the matrix in<b> Fig. 5</b> after 1 iteration</span></td><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<div style="text-align: justify;">
<span style="font-size: xx-small;"><b>Fig. 6</b> is a matrix of the 2D ordered HWT coefficients after 1 iteration of the 2D ordered HWT applied to the matrix in <b>Fig. 5</b>. The corresponding average and vertical coefficients of each 2x2 block are marked with yellow when they are significantly greater than 0. These significant vertical changes are detected in blocks 8, 9, 10, and 11, i.e., exactly between rows 4 and 5 in the pixel value matrix in <b>Fig. 5</b>.
Since the real values of the vertical coefficients are less than 0,
they signify a positive increase in the underlying 2D data, i.e., from 0 in row 4 to 255 in row 5.</span></div>
<br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;"> </span></span><br />
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Vertical Lines</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<span style="font-size: xx-small;">Let us take a look at vertical lines. <b>Fig. 7</b> is an 8x8 grayscale image with a vertical line at column 2. <b>Fig. 8</b> is the pixel value matrix of the image in <b>Fig. 7</b>. </span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 7</b>. 8x8 grayscale image with a line at column 2</span></td></tr>
</tbody></table>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="219" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 8</b>. Pixel value matrix of the image in <b>Fig. 7 </b></span></td></tr>
</tbody></table>
<div style="text-align: justify;">
<span style="font-size: xx-small;"><span style="font-size: xx-small;">The coefficients obtained from applying the 2D ordered HWT to the matrix in <b>Fig. 8</b> are in <b>Fig. 9</b>. The highlighted coefficients indicate that the significant changes in blocks 1, 5, 9, and 13, i.e., between columns 2 and 3. However, this time, since the line is vertical, the vertical coefficients in these blocks are 0 whereas the horizontal coefficients are significantly greater than 0 due to a negative drop in the underlying data, i.e., from 255 in column 2 to 0 in column 3.</span></span></div>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="102" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 9</b>. 2D ordered HWT coefficients of the matrix in <b>Fig. 8</b></span></td></tr>
</tbody></table>
<span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;">Let us now place a vertical line at an odd column.<b> Fig. 10</b> is an 8x8 image with a vertical line at column 5. <b>Fig. 11</b> is the pixel value matrix of the image in <b>Fig. 10</b>.</span></span></span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 10</b>. 8x8 grayscale image with a vertical line at column 5</span></td></tr>
</tbody></table>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="219" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 11</b>. Pixel value matrix of the image in <b>Fig. 10</b></span></td></tr>
</tbody></table>
<span style="font-size: xx-small;"><span style="font-size: xx-small;"> </span></span><br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;"><b>Figure 12</b> is the matrix of the 2D ordered HWT coefficients after 1 iteration on the matrix in <b>Fig. 11</b>. The significant horizontal changes are detected in blocks 2, 6, 10, 14, i.e., between column 4 to column 5. Since the horizontal coefficients are negative, there is a rise in the underlying data values, i.e., from 0 in column 4 up to 255 in column 5.</span></span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="112" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 12</b>. 2D ordered HWT coefficients after 1 iteration on the matrix in <b>Fig. 11</b></span></td></tr>
</tbody></table>
<span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"></span></span></span></span></span> </span><span style="font-size: xx-small;"><span style="font-size: xx-small;"> </span></span><br />
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Conclusions</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">Horizontal lines are characterized by significant vertical changes and zero (or close to it) horizontal coefficients. When a horizontal line is placed at an even row, the vertical coefficients are positive, which signifies a negative drop in the underlying data values. When a horizontal line is placed at an odd row, the vertical coefficients are negative, which signifies a rise in the underlying data values.</span></div>
<br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">Vertical lines are characterized by significant horizontal changes and zero vertical changes. When a vertical line is placed at an even column, the horizontal coefficients are positive, which signifies a negative drop in the underlying data values. When a vertical line is placed at an odd column, the horizontal coefficients are negative, which indicates a rise in the underlying data values.</span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
</div>
Unknownnoreply@blogger.comtag:blogger.com,1999:blog-1760164640344466369.post-20017757915672804592016-06-29T14:55:00.001-07:002016-06-29T14:55:49.090-07:00Creating Images of Forward Ordered 2D Haar Wavelet Transforms<div dir="ltr" style="text-align: left;" trbidi="on">
<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="font-family: "Trebuchet MS",sans-serif; text-align: center;">
<span style="font-size: x-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></div>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Problem</b></span><br />
<span style="font-size: xx-small;"><b> </b> </span><br />
<span style="font-size: xx-small;">This note describes how to create images of forward ordered 2D Haar Wavelet Transform (HWT).</span><span style="font-size: xx-small;"> </span><br />
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Auxiliary Methods</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<span style="font-size: xx-small;">The methods below assume that the project has the jar archive for OpenCV 2.4.9. First of all, we define a method that takes a path with an image and convert it to grayscale. </span><br />
<span style="font-size: xx-small;"> </span><br />
<span style="font-size: xx-small;"><span style="color: purple;"><span style="font-size: xx-small;"> </span></span></span><span style="font-size: xx-small;"><span style="color: purple;"><span style="font-size: xx-small;">public static double[][] getGrayscalePixMat(String infile) {<br /> Mat orig = Highgui.imread(IMAGE_SOURCE_DIR + infile);<br /> if (orig.rows() == 0 || orig.cols() == 0) {<br /> throw new IllegalArgumentException("Failed to read " + IMAGE_SOURCE_DIR + infile);<br /> }<br /> <br /> Mat grayscale = new Mat(orig.rows(), orig.cols(), CvType.CV_8UC1);<br /> Imgproc.cvtColor(orig, grayscale, Imgproc.COLOR_RGB2GRAY);<br /> <br /> double[][] pix_mat = get1CPixMat(grayscale);<br /> orig.release();<br /> grayscale.release();<br /> return pix_mat;</span></span></span><br />
<span style="font-size: xx-small;"><span style="color: purple;"><span style="font-size: xx-small;">}</span></span></span><br />
<br />
<span style="font-size: xx-small;"><span style="color: purple;"><span style="font-size: xx-small;"><span style="color: black;">Second, we need to define methods to scale values of specific wavelets in a 2D transform in the third argument to be in the range [0, 255]. The scaled values are placed into the mat passed as the first argument. The methods <span style="color: purple;">scaleSetHorMatValsInImage()</span>, <span style="color: purple;">scaleSetVerMatValsInImage()</span>, <span style="color: purple;">scaleSetDigValsInImage()</span> scale the values of the horizontal, vertical, and diagonal coefficients. </span></span></span></span><br />
<br />
<span style="font-size: xx-small;"><span style="color: purple;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="color: purple;"><span style="font-size: xx-small;">public static double findMaxVal(double[][] cmat) {<br /> double max = Double.MIN_VALUE;<br /> for(int row = 0; row < cmat.length; row++) {<br /> for(int col = 0; col < cmat[row].length; col++) {<br /> if ( cmat[row][col] > max ) {<br /> max = cmat[row][col];<br /> }<br /> }<br /> }<br /> return max;<br /> }<br /> <br /> public static double findMinVal(double[][] cmat) {<br /> double min = Double.MAX_VALUE;<br /> for(int row = 0; row < cmat.length; row++) {<br /> for(int col = 0; col < cmat[row].length; col++) {<br /> if ( cmat[row][col] < min ) {<br /> min = cmat[row][col];<br /> }<br /> }<br /> }<br /> return min;<br /> }</span></span></span></span></span></span><br />
<span style="font-size: xx-small;"><span style="color: purple;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="color: purple;"><span style="font-size: xx-small;"> </span></span></span> </span></span></span><br />
<span style="font-size: xx-small;"><span style="color: purple;"><span style="font-size: xx-small;">public static void scaleSetHorMatValsInImage(Mat grayscale, int mat_size, double[][] cmat) {<br /> System.out.println("setHorMatValsInImage " + mat_size);<br /> double max = findMaxVal(cmat);<br /> double min = findMinVal(cmat);<br /> double crange = max - min;<br /> double scaler = 255/crange;<br /> int half = mat_size/2;<br /> Mat temp = new Mat(cmat.length, cmat[0].length, CvType.CV_8UC1);<br /> for(int img_row = 0, cmat_row = 0; img_row < half; img_row++, cmat_row++) {<br /> for(int img_col = half, cmat_col = 0; img_col < mat_size; img_col++, cmat_col++) {<br /> double cmat_val = (cmat[cmat_row][cmat_col] - min)*scaler;<br /> double[] data = { cmat_val, cmat_val, cmat_val };<br /> grayscale.put(img_row, img_col, data);<br /> temp.put(cmat_row, cmat_col, data);<br /> }<br /> }<br /> Highgui.imwrite(IMAGE_SOURCE_DIR + "temp_hor_scale_" + half + ".jpg", temp);<br /> temp.release();<br /> }</span></span></span><br />
<br />
<span style="font-size: xx-small;"><span style="color: purple;"><span style="font-size: xx-small;">public static void scaleVerMatValsInImage(Mat grayscale, int mat_size, double[][] cmat) {<br /> System.out.println("setVerMatValsInImage " + mat_size);<br /> double max = findMaxVal(cmat);<br /> double min = findMinVal(cmat);<br /> double crange = max - min;<br /> double scaler = 255/crange;<br /> int half = mat_size/2;<br /> Mat temp = new Mat(cmat.length, cmat[0].length, CvType.CV_8UC1);<br /> for(int img_row = half, cmat_row = 0; img_row < mat_size; img_row++, cmat_row++) {<br /> for(int img_col = 0, cmat_col = 0; img_col < half; img_col++, cmat_col++) {<br /> double cmat_val = (cmat[cmat_row][cmat_col] - min)*scaler;<br /> double[] data = { cmat_val, cmat_val, cmat_val };<br /> grayscale.put(img_row, img_col, data);<br /> temp.put(cmat_row, cmat_col, data);<br /> }<br /> }<br /> Highgui.imwrite(IMAGE_SOURCE_DIR + "temp_ver_scale_" + half + ".jpg", temp);<br /> temp.release();<br /> }</span></span></span><br />
<br />
<span style="font-size: xx-small;"><span style="color: purple;"><span style="font-size: xx-small;">public static void scaleDigMatValsInImage(Mat grayscale, int mat_size, double[][] cmat) {<br /> System.out.println("scaleDigMatValsInImage " + mat_size);<br /> double max = findMaxVal(cmat);<br /> double min = findMinVal(cmat);<br /> double crange = max - min;<br /> double scaler = 255/crange;<br /> int half = mat_size/2;<br /> Mat temp = new Mat(cmat.length, cmat[0].length, CvType.CV_8UC1);<br /> for(int img_row = half, cmat_row = 0; img_row < mat_size; img_row++, cmat_row++) {<br /> for(int img_col = half, cmat_col = 0; img_col < mat_size; img_col++, cmat_col++) {<br /> double cmat_val = (cmat[cmat_row][cmat_col] - min)*scaler;<br /> double[] data = { cmat_val, cmat_val, cmat_val };<br /> grayscale.put(img_row, img_col, data);<br /> temp.put(cmat_row, cmat_col, data);<br /> }<br /> }<br /> Highgui.imwrite(IMAGE_SOURCE_DIR + "temp_dig_scale_" + half + ".jpg", temp);<br /> temp.release();<br /> } </span></span></span><br />
<br />
<span style="font-size: xx-small;">The method below scales the averages.</span><span style="font-size: xx-small;"></span><br />
<span style="font-size: xx-small;"> </span><br />
<span style="color: purple;"><span style="font-size: xx-small;">public static void setAvrgMatValsInImage(Mat grayscale, int mat_size, double[][] cmat) {<br /> System.out.println("setAvrgMatValsInImage " + mat_size);<br /> double max = findMaxVal(cmat);<br /> double min = findMinVal(cmat);<br /> double crange = max - min;<br /> double scaler = 255/crange;<br /> int half = mat_size/2;<br /> Mat temp = new Mat(cmat.length, cmat[0].length, CvType.CV_8UC1);<br /> for(int img_row = 0, cmat_row = 0; img_row < half; img_row++, cmat_row++) {<br /> for(int img_col = 0, cmat_col = 0; img_col < half; img_col++, cmat_col++) {<br /> double cmat_val = cmat[cmat_row][cmat_col];<br /> double[] data = { cmat_val, cmat_val, cmat_val };<br /> grayscale.put(img_row, img_col, data);<br /> temp.put(cmat_row, cmat_col, data);<br /> }<br /> }<br /> Highgui.imwrite(IMAGE_SOURCE_DIR + "temp_avrg_" + half + ".jpg", temp);<br /> temp.release();<br /> }</span></span><br />
<br />
<span style="font-size: xx-small;">The method <span style="color: purple;">createScaledImageOf2DHWT()</span> creates an image representation of applying the ordered forward 2D HWT for a given specific number of iterations.</span><br />
<br />
<span style="color: purple;"><span style="font-size: xx-small;">public static void createScaledImageOf2DHWT(String infile, String outfile, int num_iters) {<br /> double[][] mat = getGrayscalePixMat(infile);<br /> int n = (int)(Math.log(mat.length)/Math.log(2));<br /> System.out.println("n == " + n);<br /> <br /> ArrayList<double[][]> transform = TwoDHaar.orderedForwardDWTForNumIters(mat, n, num_iters);<br /> <br /> double[][] lastAvrgMat = transform.remove(transform.size()-1);<br /> Mat grayscale = new Mat(mat.length, mat[0].length, CvType.CV_8UC1);<br /><br /> int avrg_size = mat.length;<br /> for(int i = 0, mat_size = mat.length; i < transform.size(); i += 3, mat_size /= 2) {<br /> scaleSetHorMatValsInImage(grayscale, mat_size, transform.get(i));<br /> scaleVerMatValsInImage(grayscale, mat_size, transform.get(i+1));<br /> scaleDigMatValsInImage(grayscale, mat_size, transform.get(i+2));<br /> avrg_size /= 2;<br /> }<br /> <br /> setAvrgMatValsInImage(grayscale, 2*avrg_size, lastAvrgMat);<br /> <br /> Highgui.imwrite(IMAGE_SOURCE_DIR + outfile, grayscale);<br /> grayscale.release();<br /> }</span></span><br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;"> </span></span><br />
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Tests</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<span style="font-size: xx-small;">Let us generate four images of applying 1, 2, 3, and 4 scales of the ordered forward 2D HWT to the image shown in <b>Fig. 1</b> with the following calls.</span><br />
<br />
<span style="font-size: xx-small;"><span style="color: purple;">createScaledImageOf2DHWT("ornament_02.jpg", "ornament_02_1_scale.jpg", 1);</span> <span style="color: #38761d;"> // output shown in Fig. 2</span></span><br />
<span style="font-size: xx-small;"><span style="color: purple;">createScaledImageOf2DHWT("ornament_02.jpg", "ornament_02_2_scales.jpg", 2);</span> <span style="color: #38761d;"> // output shown in Fig. 3</span></span><br />
<span style="font-size: xx-small;"><span style="color: purple;">createScaledImageOf2DHWT("ornament_02.jpg", "ornament_02_3_scales.jpg", 3); </span> <span style="color: #38761d;">//output shown in Fig. 4</span></span><br />
<span style="font-size: xx-small;"><span style="color: purple;">createScaledImageOf2DHWT("ornament_02.jpg", "ornament_02_4_scales.jpg", 4); </span> <span style="color: #38761d;">//output shown in Fig. 5</span></span><br />
<br />
<br />
<a href="http://2.bp.blogspot.com/-0LO4QydjV0o/V3RBYip50vI/AAAAAAAAB0A/Vf_kkO9a3A4r2KeQMZ-n2V29WCEkLGarACK4B/s1600/ornament_02_1_scale.jpg" imageanchor="1"></a><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://2.bp.blogspot.com/-Qz_WTXuSgZw/V3RBPtkprUI/AAAAAAAABz4/nlHgKV61NQUqrFUybFkdDC1Q72RW-aWOQCK4B/s1600/ornament_02.jpg" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" src="https://2.bp.blogspot.com/-Qz_WTXuSgZw/V3RBPtkprUI/AAAAAAAABz4/nlHgKV61NQUqrFUybFkdDC1Q72RW-aWOQCK4B/s400/ornament_02.jpg" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 1.</b> ornament_02.jpg</span></td></tr>
</tbody></table>
<br />
<span style="font-size: xx-small;"><br /></span>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://2.bp.blogspot.com/-0LO4QydjV0o/V3RBYip50vI/AAAAAAAAB0A/Vf_kkO9a3A4r2KeQMZ-n2V29WCEkLGarACK4B/s1600/ornament_02_1_scale.jpg" style="margin-left: auto; margin-right: auto;"><img border="0" src="https://2.bp.blogspot.com/-0LO4QydjV0o/V3RBYip50vI/AAAAAAAAB0A/Vf_kkO9a3A4r2KeQMZ-n2V29WCEkLGarACK4B/s400/ornament_02_1_scale.jpg" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 2</b>. ornament_02_1_scale.jpg</span></td></tr>
</tbody></table>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://1.bp.blogspot.com/-b7fJwJEJV7M/V3RB0IYKD_I/AAAAAAAAB0I/BAfOVYJDbrE5PTvYULhi-LB8FEvRt3nHQCK4B/s1600/ornament_02_2_scales.jpg" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" src="https://1.bp.blogspot.com/-b7fJwJEJV7M/V3RB0IYKD_I/AAAAAAAAB0I/BAfOVYJDbrE5PTvYULhi-LB8FEvRt3nHQCK4B/s400/ornament_02_2_scales.jpg" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 3</b>. ornament_02_2_scales.jpg</span></td><td class="tr-caption" style="text-align: center;"><br /></td><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: xx-small;"><br /></span>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://2.bp.blogspot.com/-FHiB4Ncm1Nw/V3RB-X2O_5I/AAAAAAAAB0Q/UfO57BaR8UM7prgP5mf-EUmkxyI-qng5wCK4B/s1600/ornament_02_3_scales.jpg" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" src="https://2.bp.blogspot.com/-FHiB4Ncm1Nw/V3RB-X2O_5I/AAAAAAAAB0Q/UfO57BaR8UM7prgP5mf-EUmkxyI-qng5wCK4B/s400/ornament_02_3_scales.jpg" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 4</b>. ornament_02_3_scales.jpg</span></td></tr>
</tbody></table>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://2.bp.blogspot.com/-ZtMTavJOEEA/V3RCFoXxvyI/AAAAAAAAB0Y/n8C5iglpYoI92nFcjQkrxOeK8uWGo10kgCK4B/s1600/ornament_02_4_scales.jpg" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" src="https://2.bp.blogspot.com/-ZtMTavJOEEA/V3RCFoXxvyI/AAAAAAAAB0Y/n8C5iglpYoI92nFcjQkrxOeK8uWGo10kgCK4B/s400/ornament_02_4_scales.jpg" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 5</b>. ornament_02_4_scales.jpg</span></td></tr>
</tbody></table>
<br /><span style="font-size: xx-small;"> </span><br />
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: xx-small;">. </span><span style="font-size: xx-small;"> </span><br />
<span style="font-size: xx-small;"><br /></span>
</div>
Unknownnoreply@blogger.comtag:blogger.com,1999:blog-1760164640344466369.post-13164265770598521042016-06-29T13:55:00.000-07:002016-06-29T15:06:22.951-07:00Interpretation of Forward Ordered 2D Haar Wavelet Transform<div dir="ltr" style="text-align: left;" trbidi="on">
<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="font-family: "Trebuchet MS",sans-serif; text-align: center;">
<span style="font-size: x-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></div>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Problem</b></span><br />
<span style="font-size: xx-small;"><b> </b> </span><br />
<span style="font-size: xx-small;">This note describes how to interpret the results of the forward ordered 2D Haar Wavelet Transform (HWT).</span><span style="font-size: xx-small;"> </span><br />
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Forward Ordered 2D HWT</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">Let us define several 2D signals to which we will apply the forward ordered 2D HWT. </span><br />
<br />
<span style="font-size: xx-small;"><span style="color: purple;"><span style="font-size: xx-small;">public static double[][] signal_2x2_01 = {<br /> {9, 7},<br /> {5, 3}</span></span></span><br />
<span style="font-size: xx-small;"><span style="color: purple;"><span style="font-size: xx-small;">};</span></span></span><br />
<br />
<span style="font-size: xx-small;"><span style="color: purple;"><span style="font-size: xx-small;">public static double[][] signal_4x4_01 = {<br /> {9, 7, 6, 2},<br /> {5, 3, 4, 4},<br /> {8, 2, 4, 0},<br /> {6, 0, 2, 2}</span></span></span><br />
<span style="font-size: xx-small;"><span style="color: purple;"><span style="font-size: xx-small;">};</span></span></span><br />
<br />
<span style="font-size: xx-small;"><span style="color: purple;"><span style="font-size: xx-small;">public static double[][] signal_8x8_01 = {<br /> {8.0, 5.0, 4.0, 8.0, 6.0, 8.0, 10.0, 8.0}, <br /> {8.0, 10.0, 10.0, 4.0, 10.0, 4.0, 8.0, 2.0}, <br /> {6.0, 10.0, 2.0, 4.0, 2.0, 6.0, 1.0, 6.0}, <br /> {0.0, 8.0, 0.0, 10.0, 10.0, 6.0, 6.0, 10.0},<br /> {8.0, 8.0, 8.0, 0.0, 4.0, 8.0, 6.0, 2.0}, <br /> {10.0, 6.0, 2.0, 2.0, 6.0, 6.0, 6.0, 8.0}, <br /> {2.0, 4.0, 10.0, 10.0, 10.0, 4.0, 6.0, 10.0}, <br /> {10.0, 6.0, 10.0, 6.0, 6.0, 4.0, 4.0, 4.0}</span></span></span><br />
<span style="font-size: xx-small;"><span style="color: purple;">}; </span></span><br />
<br />
<br />
<span style="font-size: xx-small;">Let us define several methods that will be helpful in interpreting the results. The first method, <span style="color: purple;">computeMean()</span>, will be placed in Utils.java. The other three methods, i.e., <span style="color: purple;">computeHorChangeMagn()</span>, <span style="color: purple;"> computeVerChangeMagn()</span>, <span style="color: purple;">computeDiagChangeMagn()</span>, are placed in TwoDWT.java. The method <span style="color: purple;">computeMean()</span> computes the mean of a 2D signal. The method <span style="color: purple;">computeHorChangeMagn()</span> computes the change from the average of the left half of the signal and the average of the right half of the signal. The method <span style="color: purple;">computeVerChangeMagn()</span> computes the change from the average of the top half of the signal and the average of the bottom half of the signal. The method </span><span style="font-size: xx-small;"><span style="color: purple;"><span style="font-size: xx-small;"> computeDiagChangeMagn() </span></span>comptues the diagonal change magnitude, i.e., the change from the average of the top left and bottom right quadrants and the average of the top right and bottom left quadrants. The second argument, ttn, stands for "two to the n." </span><br />
<br />
<span style="color: purple;"><span style="font-size: xx-small;">public static double computeMean(double[][] signal) {<br /> double mean = 0;<br /> int num_rows = signal.length;<br /> int num_cols = signal[0].length;<br /> for(int r = 0; r < num_rows; r++) {<br /> for(int c = 0; c < num_cols; c++) {<br /> mean += signal[r][c];<br /> }<br /> }<br /> return mean/(num_rows*num_cols);</span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;">}</span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;"> </span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;">public static double computeHorChangeMagn(double[][] sig, int ttn) {<br /> double left_mean = Utils.computeMean(sig, 0, ttn-1, 0, ttn/2 - 1);<br /> double right_mean = Utils.computeMean(sig, 0, ttn-1, ttn/2, ttn-1);<br /> return (left_mean - right_mean)/2;</span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;">}<br /> </span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;">public static double computeVerChangeMagn(double[][] sig, int ttn) {<br /> double upper_mean = Utils.computeMean(sig, 0, ttn/2 - 1, 0, ttn-1);<br /> double lower_mean = Utils.computeMean(sig, ttn/2, ttn-1, 0, ttn-1);<br /> return (upper_mean - lower_mean)/2.0;</span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;">}<br /> </span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;">public static double computeDiagChangeMagn(double[][] sig, int ttn) {<br /> double top_left_quad_mean = Utils.computeMean(sig, 0, ttn/2 - 1, 0, ttn/2 - 1);<br /> double bot_right_quad_mean = Utils.computeMean(sig, ttn/2, ttn-1, ttn/2, ttn-1);<br /> double top_right_quad_mean = Utils.computeMean(sig, 0, ttn/2 - 1, ttn/2, ttn-1);<br /> double bot_left_quad_mean = Utils.computeMean(sig, ttn/2, ttn-1, 0, ttn/2 - 1);<br /> return ((top_left_quad_mean+bot_right_quad_mean)/2 -<br /> (top_right_quad_mean+bot_left_quad_mean)/2)/2;</span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;">}</span></span><br />
<br />
<span style="font-size: xx-small;">Here is a test method that computes the statistics of the 2D signal. Then it computes the ordered forward 2D HWT, displays the results, and then inverses the transform. </span><br />
<br />
<span style="color: purple;"><span style="font-size: xx-small;">static void test_ordFwdInvHWT(double[][] sig, int num_iters, boolean dbg_flag) {<br /> final int ttn = sig.length;<br /> System.out.println("AVR="+Utils.computeMean(sig));<br /> System.out.println("HOR="+TwoDHWT.computeHorChangeMagn(sig, ttn));<br /> System.out.println("VER="+TwoDHWT.computeVerChangeMagn(sig, ttn));<br /> System.out.println("DIG="+TwoDHWT.computeDiagChangeMagn(sig, ttn));<br /> <br /> TwoDHWT.ordFwdDWTForNumIters(sig, num_iters, dbg_flag);</span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;"><br /> if ( dbg_flag ) {<br /> System.out.println();<br /> System.out.println("Forward Transform");<br /> Utils.display2DArray(sig, sig.length, sig[0].length);<br /> System.out.println("================");<br /> System.out.println("Iverse Transform");<br /> }<br /> <br /> TwoDHWT.ordInvDWTForNumIters(sig, num_iters, num_iters, dbg_flag);</span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;"><br /> if ( dbg_flag ) {<br /> System.out.println("Inversed Matrix");<br /> Utils.display2DArray(sig, sig.length, sig[0].length);<br /> }<br /> } </span></span><br />
<span style="font-size: xx-small;"><br /></span>
<br />
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Interpretation of Results</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<span style="font-size: xx-small;">Let us define several 2D signals to which we will apply the forward ordered 2D HWT. </span><br />
<br />
<span style="color: purple;"><span style="font-size: xx-small;">test_ordFwdInvHWT(signal_2x2_01, 1, true):</span></span><br />
<br />
<span style="font-size: xx-small;">The statistics computed by the above method call correspond to the resultant transform.</span><br />
<br />
<span style="color: purple;"><span style="font-size: xx-small;">AVR=6.0<br />HOR=1.0<br />VER=2.0<br />DIG=0.0</span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;"><br /></span></span>
<span style="color: purple;"><span style="font-size: xx-small;">Forward Transform<br />6.0 1.0 <br />2.0 0.0</span></span><br />
<br />
<span style="font-size: xx-small;">Let us call the test method on a 4x4 signal: <span style="color: purple;">test_ordFwdInvHWT(signal_4x4_01, 2, true)</span>:</span><br />
<br />
<span style="color: purple;"><span style="font-size: xx-small;">AVR=4.0<br />HOR=1.0<br />VER=1.0<br />DIG=0.0</span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;"><br />Forward Transform<br />4.0 1.0 1.0 1.0 <br />1.0 0.0 3.0 1.0 <br />2.0 0.0 0.0 1.0 <br />1.0 0.0 0.0 1.0</span></span><br />
<br />
<span style="font-size: xx-small;">The top 2x2 corner of the above forward transform contains the average (4.0), the horizontal change magnitude (1.0), the vertical change magnitude (1.0), and the diagonal change magnitude (0.0). </span><br />
<span style="font-size: xx-small;"><br /></span>
<span style="font-size: xx-small;">Let us call the test method on an 8x8 signal: <span style="color: purple;">test_ordFwdInvHWT(signal_8x8_01, 2, true)</span>:</span><br />
<br />
<span style="color: purple;"><span style="font-size: xx-small;">AVR=6.1875<br />HOR=0.03125<br />VER=0.0625<br />DIG=-0.21875</span></span><br />
<br />
<span style="color: purple;"><span style="font-size: xx-small;">Forward Transform<br />6.1875 0.03125 0.8125 0.0625 0.25 0.5 1.0 2.0 <br />0.0625 -0.21875 0.375 0.125 -3.0 -3.0 0.0 -2.25 <br />1.0625 0.5625 -0.1875 -0.0625 1.0 2.0 -1.0 0.5 <br />-0.875 -0.125 2.125 0.125 0.5 1.0 2.0 -1.0 <br />-1.25 -0.5 0.0 2.0 1.25 -2.5 -2.0 -1.0 <br />2.0 -1.0 -2.0 -2.25 1.0 2.0 -2.0 -0.25 <br />0.0 1.0 0.0 -1.5 -1.0 2.0 -1.0 1.5 <br />-2.5 1.0 1.0 2.0 -1.5 -1.0 1.0 -1.0 </span></span><br />
<br />
<span style="font-size: xx-small;">The top 2x2 corner of the above transform contains the average (6.1875), the horizontal change magnitude (0.03125), the vertical change magnitude (0.0625), and the diagonal change (-0.21875). Figures 1, 2, and 3 give the components of the forward transform after the 1st, 2nd, and 3rd scales, respectively.</span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="242" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 1</b>. Horizontal, vertical, diagonal wavelet coefficients after 1st scale</span></td><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: xx-small;"> </span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="275" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 2</b>. Horizontal, vertical, diagonal wavelets after 2nd scale</span></td><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: xx-small;"> </span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="284" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 3</b>. Averages, horizontal, vertical, diagonal wavelets after 3rd scale</span></td></tr>
</tbody></table>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<br /></div>
</div>
Unknownnoreply@blogger.comtag:blogger.com,1999:blog-1760164640344466369.post-59356848314087191732016-05-31T10:49:00.000-07:002016-05-31T10:51:53.562-07:00Building DWT Lifting Networks: Programmatic Note 19 on Ripples in Mathematics <div dir="ltr" style="text-align: left;" trbidi="on">
<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="font-family: "Trebuchet MS",sans-serif; text-align: center;">
<span style="font-size: x-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></div>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Problem</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">This is my programmatic note 19 on Ch. 3, p. 13-20, in "<a href="http://www.springer.com/us/book/9783540416623">Ripples in Mathematics</a>"
by A. Jensen & A. la Cour-Harbo. These notes document my
programmatic journey, sometimes easy, sometimes
painful, but always joyful, through this great text. My notes
are for those who want to use Java as a programming
investigation tool of various wavelet algorithms and Octave for plotting
the
results. You can find my previous notes by searching my blog on "ripples
in mathematics." If you are on the same journey, let me know of any
bugs in my code or improvements you have found that let us all, fellow
travelers on the wavelet road, get better and more beautiful results.</span></div>
<div style="text-align: justify;">
<br /></div>
<div style="text-align: justify;">
<span style="font-size: xx-small;">This programmatic note is the programmatic continuation of my <a href="http://vkedco.blogspot.com/2016/05/building-dwt-lifting-networks.html">conceptual note 5</a> on </span><span style="font-size: xx-small;"><span style="font-size: xx-small;">Sections
3.2 - 3.4 of Chapter 3 in </span>"Ripples in Mathematics." That note described how one could conceptualize forward and inverse DWT via lifting
networks.This note describes my programmatic implementation of that conceptualization. </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Forward DWT via Lifting in JAVA</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">Let us start again with the definition of basic forward DWT via lifting is given in <b>Fig. 1</b>. You can read the explanation of symbols in </span><span style="font-size: xx-small;"><span style="font-size: xx-small;"><a href="http://vkedco.blogspot.com/2016/05/building-dwt-lifting-networks.html">conceptual note 5</a></span>. This network implements the two forward
DWT equations given in the bottom of <b>Fig. 1</b>. In equation 1, the
difference vector, i.e., the wavelets, are computed by subtracting the
predicted events from the odds. In equation 2, the evens and the updated
odds are added to obtain the coarser signal. </span></div>
<div style="text-align: justify;">
<span style="font-size: xx-small;"><br /></span></div>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="https://2.bp.blogspot.com/-aYNlX-JA-iM/V0jBmAsCSzI/AAAAAAAAByo/BqRr2WMjkwkz9uwTx81quSWHpZxgzpwagCLcB/s1600/BlogPost_1.png" style="margin-left: auto; margin-right: auto;"><img border="0" height="213" src="https://2.bp.blogspot.com/-aYNlX-JA-iM/V0jBmAsCSzI/AAAAAAAAByo/BqRr2WMjkwkz9uwTx81quSWHpZxgzpwagCLcB/s400/BlogPost_1.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 1</b>. Basic forward DWT network</span></td></tr>
</tbody></table>
<div style="text-align: justify;">
<span style="font-size: xx-small;"><span style="font-size: xx-small;">To implement this network I conceptualized it in terms of the following classes: <a href="https://github.com/VKEDCO/java/blob/master/dtw/org.vkedco.wavelets.lifting/Node.java">Node.java</a>, <a href="https://github.com/VKEDCO/java/blob/master/dtw/org.vkedco.wavelets.lifting/Wire.java">Wire.java</a>, <a href="https://github.com/VKEDCO/java/blob/master/dtw/org.vkedco.wavelets.lifting/Splitter.java">Splitter.java</a>, <a href="https://github.com/VKEDCO/java/blob/master/dtw/org.vkedco.wavelets.lifting/Predictor.java">Predictor.java</a>, <a href="https://github.com/VKEDCO/java/blob/master/dtw/org.vkedco.wavelets.lifting/Updater.java">Updater.java</a>, <a href="https://github.com/VKEDCO/java/blob/master/dtw/org.vkedco.wavelets.lifting/Plus.java">Plus.java</a>, and <a href="https://github.com/VKEDCO/java/blob/master/dtw/org.vkedco.wavelets.lifting/Storage.java">Storage.java</a>. The node is the top of the class hierarchy. Every other class, except </span></span><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"><a href="https://github.com/VKEDCO/java/blob/master/dtw/org.vkedco.wavelets.lifting/Wire.java">Wire.java</a></span></span>, extends it. The Wire class connects two Nodes and has the public method<b> transfer()</b> that transmits the signal from one Node to the other.</span></span></div>
<span style="font-size: xx-small;"><span style="font-size: xx-small;"><br /></span></span>
<br />
<div style="text-align: justify;">
<span style="font-size: xx-small;"><span style="font-size: xx-small;">The forward DTW lifting network in <b>Fig. 1</b> is implemented in <a href="https://github.com/VKEDCO/java/blob/master/dtw/org.vkedco.wavelets.lifting/ForwardDWTNetwork.java">ForwardDWTNetwork.java</a>. The class declares the member variables and then, in the constructor, instantiates the Node objects and nine Wire objects that connect them exactly as they are connected in <b>Fig. 1</b>. The network is defined as an ArrayList of Wire objects. The processSignal() method sets the input and output of the Storage object on the left (i.e., S1) and then loops through the ArrayList of Wires calling the transfer() method on each Wire object. The output of the network is the output of the S0 and D0 Storage objects.</span></span></div>
<span style="font-size: xx-small;"><span style="font-size: xx-small;"><br /></span></span>
<span style="color: purple;"><span style="font-size: xx-small;"><span style="font-size: xx-small;">public class ForwardDWTNetwork {<br /> <br /> Storage D1; Storage S0; Storage D0;<br /> Splitter SPLITTER1; Predictor PREDICTOR1;<br /> Updater UPDATER1; Minus MINUS1; Plus PLUS1;<br /> Wire WIRE1; Wire WIRE2; Wire WIRE3;<br /> Wire WIRE4; Wire WIRE5; Wire WIRE6;<br /> Wire WIRE7; Wire WIRE8; Wire WIRE9;<br /> ArrayList<Wire> NETWORK;<br /> <br /> public ForwardDWTNetwork() {<br /> D1 = new Storage(); S0 = new Storage(); D0 = new Storage();<br /> SPLITTER1 = new Splitter(); PREDICTOR1 = new Predictor(); UPDATER1 = new Updater();<br /> MINUS1 = new Minus(); PLUS1 = new Plus();<br /> WIRE1 = new Wire(D1, SPLITTER1);<br /> WIRE2 = new Wire(SPLITTER1, PREDICTOR1);<br /> WIRE3 = new Wire(SPLITTER1, MINUS1);<br /> WIRE4 = new Wire(PREDICTOR1, MINUS1);<br /> WIRE5 = new Wire(MINUS1, UPDATER1);<br /> WIRE6 = new Wire(MINUS1, D0);<br /> WIRE7 = new Wire(SPLITTER1, PLUS1);<br /> WIRE8 = new Wire(UPDATER1, PLUS1);<br /> WIRE9 = new Wire(PLUS1, S0);<br /> <br /> NETWORK = new ArrayList<>();<br /> NETWORK.add(WIRE1); NETWORK.add(WIRE2); NETWORK.add(WIRE3);<br /> NETWORK.add(WIRE4); NETWORK.add(WIRE5); NETWORK.add(WIRE6);<br /> NETWORK.add(WIRE7); NETWORK.add(WIRE8); NETWORK.add(WIRE9);<br /> }</span></span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"><br /></span></span></span>
<span style="color: purple;"><span style="font-size: xx-small;"><span style="font-size: xx-small;">public Storage processSignal(Storage storage) {<br /> D1.setInput(storage.getInput()); D1.setOutput(storage.getOutput());<br /> <br /> for(Wire w: NETWORK) { w.transfer(); }<br /> <br /> System.out.print("Samples:\t");<br /> for(double d: S0.getOutput()) { System.out.print(d + " "); }<br /> System.out.println();<br /> <br /> System.out.print("Wavelets:\t");<br /> for(double d: D0.getOutput()) { System.out.print(d + " "); }<br /> System.out.println();<br /> return S0;<br /> }</span></span></span><br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="color: purple;">}</span></span></span><br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;"> <b> </b></span></span><br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;"><b>Fig. 2</b> gives an example of how the basic forward DWT network works on (11, 3). </span></span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="https://1.bp.blogspot.com/-d2tlVLchcq8/V0jFMa9ulDI/AAAAAAAABy0/O0CpIgHR_S8g6O5wInq4n4gBfCh9bzFVACLcB/s1600/BlogPost_2.png" style="margin-left: auto; margin-right: auto;"><img border="0" height="206" src="https://1.bp.blogspot.com/-d2tlVLchcq8/V0jFMa9ulDI/AAAAAAAABy0/O0CpIgHR_S8g6O5wInq4n4gBfCh9bzFVACLcB/s400/BlogPost_2.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 2</b>. Basic forward DWT network processing (11, 3)</span></td></tr>
</tbody></table>
<div style="text-align: justify;">
<span style="font-size: xx-small;"><span style="font-size: xx-small;">We can test our forward DWT network in (11, 3), as shown in Fig. 2, and also on (5, 1, 2, 8) as follows:</span></span><br />
<br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="color: purple;">public static void test1() {<br /> final double[] signal = {11, 3};<br /> final double[] signal2 = {5, 1, 2, 8};<br /> <br /> ForwardDWTNetwork net1 = new ForwardDWTNetwork();<br /> <br /> Storage storage1 = new Storage();<br /> storage1.setInput(signal); storage1.setOutput(signal);<br /> Storage output1 = net1.processSignal(storage1);<br /> <br /> double[] output_signal = output1.getOutput();<br /> for(int i = 0; i < output_signal.length; i++) {<br /> System.out.print(output_signal[i] + " ");<br /> }<br /> System.out.println();<br /> <br /> storage1.setInput(signal2); storage1.setOutput(signal2);<br /> output1 = net1.processSignal(storage1);<br /> <br /> output_signal = output1.getOutput();<br /> for(int i = 0; i < output_signal.length; i++) {<br /> System.out.print(output_signal[i] + " ");<br /> }<br /> System.out.println();<br /> }</span> </span></span><br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;"> </span></span><br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;">The output of running test1() in the main() is as follows:</span></span><br />
<br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="color: purple;">Samples: 7.0 <br />Wavelets: -8.0 <br />7.0 <br />Samples: 3.0 5.0 <br />Wavelets: -4.0 6.0 <br />3.0 5.0 </span> </span></span><br />
<br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;">As discussed in </span></span><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"> in </span><span style="font-size: xx-small;"><span style="font-size: xx-small;"><a href="http://vkedco.blogspot.com/2016/05/building-dwt-lifting-networks.html">conceptual note 5</a></span>, </span> basic
forward DWT networks can be layered, as shown in <b>Fig. 3</b> where two basic
forward DWT networks are layered to implement two scales of forward
DWT. </span></span><span style="font-size: xx-small;"><span style="font-size: xx-small;"><b>Fig. 4</b>
gives a concrete example of the layered network in <b>Fig. 3</b> on the signal
(5, 1, 2, 8). The network results in one coarser signal (4) and two
wavelet vectors (2) and (-4, 6). Note that the coarser signal (4) gives
the mean of the original signal (5, 1, 2, 8). </span></span><br />
</div>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="https://2.bp.blogspot.com/-rFRXclcuMYw/V0jIKXsnNaI/AAAAAAAABzA/2Q7ppneLaKk4Lb68LsThGSy_nPHdOk81wCLcB/s1600/BlogPost_3.png" style="margin-left: auto; margin-right: auto;"><img border="0" height="205" src="https://2.bp.blogspot.com/-rFRXclcuMYw/V0jIKXsnNaI/AAAAAAAABzA/2Q7ppneLaKk4Lb68LsThGSy_nPHdOk81wCLcB/s400/BlogPost_3.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 3</b>. Two layered forward basic DWT networks</span></td></tr>
</tbody></table>
<div style="text-align: justify;">
<br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;">We can construct and test a two-layer forward DWT on (5, 1, 2, 8) as follows:</span></span><br />
<br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;"> <span style="color: purple;"> public static void test2() {<br /> final double[] signal2 = {5, 1, 2, 8};<br /> <br /> ForwardDWTNetwork net1 = new ForwardDWTNetwork();<br /> ForwardDWTNetwork net2 = new ForwardDWTNetwork();<br /> <br /> Storage storage2 = new Storage();<br /> storage2.setInput(signal2);<br /> storage2.setOutput(signal2);<br /> Storage output2 = net1.processSignal(storage2);<br /> double[] output2_signal = output2.getOutput();<br /> for(int i = 0; i < output2_signal.length; i++) {<br /> System.out.print(output2_signal[i] + " ");<br /> }<br /> System.out.println();<br /> Storage output3 = net2.processSignal(output2);<br /> double[] output3_signal = output3.getOutput();<br /> for(int i = 0; i < output3_signal.length; i++) {<br /> System.out.print(output3_signal[i] + " ");<br /> }<br /> System.out.println();<br /> }</span></span></span><br />
<br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="color: purple;"><span style="color: black;">Running test2() in the main() gives us the output below, which is the same as the output in <b>Fig. 4</b>.</span></span></span></span><br />
<br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;">Samples: 3.0 5.0 <br />Wavelets: -4.0 6.0 <br />3.0 5.0 <br />Samples: 4.0 <br />Wavelets: 2.0 <br />4.0</span> </span></span></span></span><br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="color: purple;"><span style="color: black;"> </span> </span> </span></span></div>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="https://3.bp.blogspot.com/-RJUmb9rTOH4/V0jJri7fhiI/AAAAAAAABzM/1AD7P-xUNm0F41qHfpt-ioFCXVW55y0ogCLcB/s1600/BlogPost_4.png" style="margin-left: auto; margin-right: auto;"><img border="0" height="200" src="https://3.bp.blogspot.com/-RJUmb9rTOH4/V0jJri7fhiI/AAAAAAAABzM/1AD7P-xUNm0F41qHfpt-ioFCXVW55y0ogCLcB/s400/BlogPost_4.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 4</b>. Layered forward DWT network processing (5, 1, 2, 8)</span><br />
<br />
<div style="text-align: justify;">
<br /></div>
</td></tr>
</tbody></table>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Inverse DWT via Lifting in JAVA</b></span><br />
<br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">I implemented the
basic inverse DWT in <a href="https://github.com/VKEDCO/java/blob/master/dtw/org.vkedco.wavelets.lifting/InverseDWTNetwork.java">InverseDWTNetwork.java</a>. This network takes the coarser signal and the corresponding
wavelets and synthesizes from them the more refined signal at the
previous scale, as shown in <b>Fig. 5</b> to the right of the red dash line in the middle. </span><br />
<span style="font-size: xx-small;"><br /></span></div>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="https://2.bp.blogspot.com/-Jseb1Aavt8Q/V0jK_43Z0JI/AAAAAAAABzY/Vwfglyj8Qist0jTpFSUihXcShPREiLLfgCLcB/s1600/BlogPost_5.png" style="margin-left: auto; margin-right: auto;"><img border="0" height="207" src="https://2.bp.blogspot.com/-Jseb1Aavt8Q/V0jK_43Z0JI/AAAAAAAABzY/Vwfglyj8Qist0jTpFSUihXcShPREiLLfgCLcB/s400/BlogPost_5.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 5</b>. Basic forward DWT and its inverse</span></td></tr>
</tbody></table>
<span style="font-size: xx-small;">The main() method below constructs a basic inverse DWT network and tests it on the signal (7) and the wavelet array (-8), i.e., the output of the forward DWT network in <b>Fig. 2</b>. </span><br />
<br />
<span style="color: purple;"><span style="font-size: xx-small;">public static void main(String[] args) {<br /> final double[] s0 = {7};<br /> final double[] d0 = {-8};<br /> <br /> InverseDWTNetwork net1 = new InverseDWTNetwork();<br /><br /> Storage ss0 = new Storage();<br /> ss0.setInput(s0);<br /> ss0.setOutput(s0);<br /> Storage dd0 = new Storage();<br /> dd0.setInput(d0);<br /> dd0.setOutput(d0);<br /> Storage output2 = net1.processSignal(ss0, dd0);<br /> double[] output2_signal = output2.getOutput();<br /> for(int i = 0; i < output2_signal.length; i++) {<br /> System.out.print(output2_signal[i] + " ");<br /> }<br /> System.out.println();<br /> <br /> }</span></span><br />
<br />
<span style="font-size: xx-small;">The output is the signal (11, 3), which is the input signal to the forward DWT network.</span><br />
<br />
<span style="font-size: xx-small;"><span style="color: purple;">Inversed samples: 11.0 3.0 <br />11.0 3.0</span> </span><span style="font-size: xx-small;"></span><br />
<br />
<span style="font-size: xx-small;">The inverse DWT networks can also be layered like their forward counterparts.</span><br />
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
</div>
Unknownnoreply@blogger.comtag:blogger.com,1999:blog-1760164640344466369.post-69077710581231216192016-05-27T15:41:00.001-07:002016-05-27T15:41:46.652-07:00Building DWT Lifting Networks: Conceptual Note 5 on Ripples in Mathematics <div dir="ltr" style="text-align: left;" trbidi="on">
<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="font-family: "Trebuchet MS",sans-serif; text-align: center;">
<span style="font-size: x-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></div>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Problem</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">This is my conceptual note 5 on Ch. 3, p. 13-20, in "<a href="http://www.springer.com/us/book/9783540416623">Ripples in Mathematics</a>"
by A. Jensen & A. la Cour-Harbo. These notes document my
programmatic journey, sometimes easy, sometimes
painful, but always joyful, through this great text. My notes
are for those who want to use Java as a programming
investigation tool of various wavelet algorithms and Octave for plotting
the
results. You can find my previous notes by searching my blog on "ripples
in mathematics." If you are on the same journey, let me know of any
bugs in my code or improvements you have found that let us all, fellow
travelers on the wavelet road, get better and more beautiful results.</span></div>
<div style="text-align: justify;">
<br /></div>
<div style="text-align: justify;">
<span style="font-size: xx-small;">Sections 3.2 - 3.4 in Ch. 3 explain the principles of lifting. Lifting, conceptually speaking, is used to split signals into coarser signals and wavelets for forward DWTs and synthesize wavelets and coarser signals into more refined signals. Usually, lifting is implemented through array manipulation. But there is no reason for us to implement it in hardware. The disadvantage, of course, is that we are limited to a specific number of forward and backward sweeps. In this post, I will describe how we can conceptualize forward and inverse DWT via lifting networks. </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Forward DWT via Lifting</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">The definition of basic forward DWT via lifting is given in <b>Fig. 1</b>. The green database symbols denote some storage devices. They can be as simple as arrays. The input signal at scale j comes from the storage device on the left. The signal is split into an array of evenly indexed samples, i.e., evens, and an array of oddly indexed signals, i.e., odds. The evens are fed into the predictor box. The odds and the predicted samples are given into the minus node where the predicted evens are subtracted from the evens. The output of the minus node are stored in the bottom storage device on the right and are also fed into the plus node where the are added to the unchanged evens. The output of the plus node are stored in the top storage device on the right. The top storage device on the right saves the coarser signal at the next scale. The bottom storage device on the right saves the wavelet coefficients or the differences. Mathematically, this network implements the two forward DWT equations given in the bottom of <b>Fig. 1</b>. In equation 1, the difference vector, i.e., the wavelets, are computed by subtracting the predicted events from the odds. In equation 2, the evens and the updated odds are added to obtain the coarser signal. </span></div>
<div style="text-align: justify;">
<span style="font-size: xx-small;"><br /></span></div>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="https://2.bp.blogspot.com/-aYNlX-JA-iM/V0jBmAsCSzI/AAAAAAAAByo/BqRr2WMjkwkz9uwTx81quSWHpZxgzpwagCLcB/s1600/BlogPost_1.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="213" src="https://2.bp.blogspot.com/-aYNlX-JA-iM/V0jBmAsCSzI/AAAAAAAAByo/BqRr2WMjkwkz9uwTx81quSWHpZxgzpwagCLcB/s400/BlogPost_1.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 1</b>. Basic forward DWT network</span></td></tr>
</tbody></table>
<span style="font-size: xx-small;"> </span><br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;">The predict and update boxes can implement various functions. For example, the predictor may implement the identify function and the updater may multiply each the input vector by 0.5. <b>Fig. 2</b> gives an example of how the basic forward DWT network works on (11, 3).</span></span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="https://1.bp.blogspot.com/-d2tlVLchcq8/V0jFMa9ulDI/AAAAAAAABy0/O0CpIgHR_S8g6O5wInq4n4gBfCh9bzFVACLcB/s1600/BlogPost_2.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="206" src="https://1.bp.blogspot.com/-d2tlVLchcq8/V0jFMa9ulDI/AAAAAAAABy0/O0CpIgHR_S8g6O5wInq4n4gBfCh9bzFVACLcB/s400/BlogPost_2.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 2</b>. Basic forward DWT network processing (11, 3)</span></td></tr>
</tbody></table>
<div style="text-align: justify;">
<span style="font-size: xx-small;"><span style="font-size: xx-small;"> In <b>Fig. 2</b>, the input signal (11, 3) is split into the evens, i.e., (11), and the odds, i.e., (3), in the SPLIT box. The evens is fed into the PREDICT box. Since the PREDICT box implements the identify function, the evens leaves the PREDICT box unchanged and is fed to the MINUS node below where the predicted evens are subtracted from the odds. The output of the predicted nodes, i.e, (-8), which is saved in the bottom storage. This wavelet coefficient, i.e., -8, measures the change from the first half of the signal, i.e., 11, to the second half of the signal, i.e., 3. The wavelet vector (-8) goes into the UPDATE box and comes out as (-4). The updated wavelets and evens go into the PLUS node where they are summed and stored as the coarser signal in the top storage place as the coarser signal (7). Note that coarser sample 7 is the mean value of the first sample on the previous scale, i.e., 11, and the second sample of the previous scale, i.e., 3. </span></span></div>
<div style="text-align: justify;">
<br /></div>
<div style="text-align: justify;">
<span style="font-size: xx-small;"><span style="font-size: xx-small;">Basic forward DWT networks can be layered. In software simulations, we can layer them as many times as we want. If we implement DWT in hardware, there will be physical constraints. <b>Fig. 3</b> shows how two basic forward DWT networks can be layered to implement two scales of forward DWT. The input to the second forward DWT network is the coarser signal obtained from the first basic forward DWT network. Note that the wavelet coefficients from the first network are saved. They are not used in the second network. The outputs of the second network are the even coarser signal saved in the top storage device on the right and the even coarser wavelets that are saved into the bottom storage device on the right.</span></span></div>
<div style="text-align: justify;">
<br /></div>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="https://2.bp.blogspot.com/-rFRXclcuMYw/V0jIKXsnNaI/AAAAAAAABzA/2Q7ppneLaKk4Lb68LsThGSy_nPHdOk81wCLcB/s1600/BlogPost_3.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="205" src="https://2.bp.blogspot.com/-rFRXclcuMYw/V0jIKXsnNaI/AAAAAAAABzA/2Q7ppneLaKk4Lb68LsThGSy_nPHdOk81wCLcB/s400/BlogPost_3.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 3</b>. Two layered forward basic DWT networks</span></td></tr>
</tbody></table>
<div style="text-align: justify;">
<span style="font-size: xx-small;"><span style="font-size: xx-small;"> <b>Fig. 4</b> gives a concrete example of the layered network in Fig. 3 on the signal (5, 1, 2, 8). The network results in one coarser signal (4) and two wavelet vectors (2) and (-4, 6). Note that the coarser signal (4) gives the mean of the original signal (5, 1, 2, 8).</span></span></div>
<div style="text-align: justify;">
<span style="font-size: xx-small;"><span style="font-size: xx-small;"><br /></span></span></div>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="https://3.bp.blogspot.com/-RJUmb9rTOH4/V0jJri7fhiI/AAAAAAAABzM/1AD7P-xUNm0F41qHfpt-ioFCXVW55y0ogCLcB/s1600/BlogPost_4.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="200" src="https://3.bp.blogspot.com/-RJUmb9rTOH4/V0jJri7fhiI/AAAAAAAABzM/1AD7P-xUNm0F41qHfpt-ioFCXVW55y0ogCLcB/s400/BlogPost_4.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 4</b>. Layered forward DWT network processing (5, 1, 2, 8)</span></td></tr>
</tbody></table>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Inverse DWT via Lifting </b></span><br />
<br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">The basic inverse DWT takes the coarser signal and the corresponding wavelets and synthesizes from them the more refined signal at the previous scale. In <b>Fig. 5</b>, the DWT network to the left of the dashed line is the basic forward DWT network whereas the DWT network to the right of the dashed line is the basic inverse DWT network. In the inverse network, the operations of the forward DWT are inversed. In other words, the Update is applied first, the prediction is applied second. Then the evens and odds are merged to restore the original signal. The two equations for the inverse DWT are given in the bottom right corner of <b>Fig. 5</b>. The are obtained algebraically from the two forward equations.</span></div>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="https://2.bp.blogspot.com/-Jseb1Aavt8Q/V0jK_43Z0JI/AAAAAAAABzY/Vwfglyj8Qist0jTpFSUihXcShPREiLLfgCLcB/s1600/BlogPost_5.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="207" src="https://2.bp.blogspot.com/-Jseb1Aavt8Q/V0jK_43Z0JI/AAAAAAAABzY/Vwfglyj8Qist0jTpFSUihXcShPREiLLfgCLcB/s400/BlogPost_5.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 5</b>. Basic forward DWT and its inverse</span></td></tr>
</tbody></table>
<span style="font-size: xx-small;"><br /></span><div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b> </b></span></div>
Unknownnoreply@blogger.comtag:blogger.com,1999:blog-1760164640344466369.post-15446986170993846912016-04-13T12:12:00.002-07:002016-04-13T12:16:06.766-07:00Estimating Quality of Noise Removal with Dynamic Time Warping: Programmatic Note 18 on Ripples in Mathematics<div dir="ltr" style="text-align: left;" trbidi="on">
<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="font-family: "Trebuchet MS",sans-serif; text-align: center;">
<span style="font-size: x-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></div>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Problem</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">This is my programmatic note 18 on Ch. 04, p. 31-34, in "<a href="http://www.springer.com/us/book/9783540416623">Ripples in Mathematics</a>"
by A. Jensen & A. la Cour-Harbo. These notes document my
programmatic journey, sometimes easy, sometimes
painful, but always joyful, through this great text. My notes
are for those who want to use Java as a programming
investigation tool of various wavelet algorithms and Octave for plotting
the
results. You can find my previous notes by searching my blog on "ripples
in mathematics." If you are on the same journey, let me know of any
bugs in my code or improvements you have found that let us all, fellow
travelers on the wavelet road, get better and more beautiful results.</span></div>
<div style="text-align: justify;">
<br /></div>
<div style="text-align: justify;">
<span style="font-size: xx-small;">As I was working on Ex. 4.4, p. 34, I started thinking about how one can measure the quality of noise removal in a signal. In particular, suppose there is a signal with some added noise to which the multi-resolution analysis is applied for a specific number of scales. How close is the signal reconstructed from the scalar coefficients (S8, S7, S6, S6, etc) to the signal without any noise. </span><br />
<br />
<span style="font-size: xx-small;">One method I thought of using is to measure the difference between the original (w/o any noise) and reconstructed signals with <a href="http://www.slideshare.net/VladimirKulyukin/speech-nlp-fall-2014-basics-of-phonology-audio-processing-zero-crossing-rate-dynamic-time-warping">dynamic time warping</a>. The exact steps of the method are as follows: 1) do the multi-resolution analysis with forward DWT (CDF or HWT) for a given number of scales on the noisy signal; 2) reconstruct the signal from the appropriate scalar coefficients with inverse DWT; 3) measure the difference between the original and reconstructed signal with dynamic time warping.</span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Dynamic Time Warping</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">A repo with my Java implementation of DTW is <a href="https://github.com/VKEDCO/java/tree/master/dtwlib/org.vkedco.cs.dtw">here</a>. The class TwoDCurveComparator has two methods for comparing two curves with DWT.</span><br />
<br />
<span style="color: purple;"><span style="font-size: xx-small;">public static double compareTwoDCurve(double[] curve_one, double[] curve_two, IDTWSimilarity isim, IWarpingWindow iww) {<br /> return DTW.dpDTW2ColDoubleCost(curve_one, curve_two, isim, iww);</span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;">}</span></span><br />
<br />
<span style="color: purple;"><span style="font-size: xx-small;">public static double compareTwoDCurve(String curveFilePathOne, String curveFilePathTwo, IDTWSimilarity isim, IWarpingWindow iww) {<br /> double[] curve_one = TwoDCurveComparator.fileToPrimitiveDoubleArray(curveFilePathOne);<br /> double[] curve_two = TwoDCurveComparator.fileToPrimitiveDoubleArray(curveFilePathTwo);<br /> final double sim = DTW.dpDTW2ColDoubleCost(curve_two, curve_two, isim, iww);<br /> curve_one = null;<br /> curve_two = null;<br /> return sim;</span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;">}</span></span><br />
<span style="font-size: xx-small;"><br /></span>
<span style="font-size: xx-small;">Here is how one can compare two curves using squared euclidian similarity (<a href="https://github.com/VKEDCO/java/blob/master/dtwlib/org.vkedco.cs.dtw/SquaredEuclideanSim.java">SquaredEquclideanSim.java</a>), where the first two arguments are the arrays of doubles with self-explanatory names.</span><br />
<span style="font-size: xx-small;"><br /></span>
<span style="color: purple;"><span style="font-size: xx-small;">double cdf44_dtw_se = DTW.dpDTW2ColDoubleCost(ex_4_4_512_no_noise_p34, ex_4_4_512_with_noise_cdf44_s5_p34, <br /> new SquaredEuclideanSim(), DTW.MaxWW);</span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;">double hwt_dtw_se = DTW.dpDTW2ColDoubleCost(ex_4_4_512_no_noise_p34, ex_4_4_512_with_noise_hwt_s5_p34, <br /> new SquaredEuclideanSim(), DTW.MaxWW);</span></span><br />
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Some Graphs</b></span><br />
<br />
<span style="font-size: xx-small;">Below are some signal graphs. <b>Figures 1</b> and <b>2</b> give the original and noisy signals, respectively. <b>Figures 3</b> - <b>6</b> show various reconstructions. </span><br />
<span style="font-size: xx-small;"><br /></span>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="260" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="320" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 1</b>. Signal from ex. 4.4., p. 34</span></td></tr>
</tbody></table>
<span style="font-size: xx-small;"><br /></span>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="264" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="320" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 2</b>. Signal from ex. 4.4, p. 34, with a noise spike added at 0.4</span></td></tr>
</tbody></table>
<span style="font-size: xx-small;"></span><br />
<span style="font-size: xx-small;"><br /></span>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="260" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="320" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 3</b>. CDF44 reconstruction from S8</span></td></tr>
</tbody></table>
<span style="font-size: xx-small;"> </span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="259" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="320" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 4</b>. HWT reconstruction from S8</span></td></tr>
</tbody></table>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="258" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="320" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><b><span style="font-size: xx-small;">Figure 5</span></b><span style="font-size: xx-small;">. CDF44 reconstruction from S6</span></td></tr>
</tbody></table>
<br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="264" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="320" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 6</b>. HWT signal reconstruction from S6.</span></td></tr>
</tbody></table>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Tests</b></span><br />
<span style="font-size: xx-small;"><b> </b> </span><br />
<br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">The
class <a href="https://github.com/VKEDCO/java/blob/master/dtwlib/org.vkedco.cs.dtw/TwoDCurveComparator.java">TwoDCurveComparator.java</a> has the following methods that measure
the quality of noise removal with difference numbers of scales from the
signal in Ex. 4.4 on p. 34: test_ex_4_4_p34_s8(), test_ex_4_4_p34_s7(),
test_ex_4_4_p34_s6(), and test_ex_4_4_p34_s5(). These methods display
the values of various similarity metrics between the original and
reconstructed signals. Below are some DWT values between the original and reconstructed signals. In the notation below, CDF(4, 4) or HWT denote the DWT, S8, S7, and S6 denote the scalar values at a specific scale, the number to the right side of the equality sign is the value of the DTW between the reconstructed signal and the signal in <b>Fig. 2</b>.</span><br />
<br />
</div>
</div>
<div style="text-align: justify;">
</div>
<div style="text-align: justify;">
<span style="color: purple;"><span style="font-size: xx-small;">CDF(4, 4), S8 == 3.9685421518395367</span></span></div>
<div style="text-align: justify;">
<span style="color: purple;"><span style="font-size: xx-small;">HWT, S8 == 7.684719899677848</span></span></div>
<div style="text-align: justify;">
<span style="color: purple;"><span style="font-size: xx-small;">CDF(4, 4), S7 == 1.688302564009318</span></span></div>
<div style="text-align: justify;">
<span style="color: purple;"><span style="font-size: xx-small;">HWT, S7 == 3.4639739360892845</span></span></div>
<div style="text-align: justify;">
<span style="color: purple;"><span style="font-size: xx-small;">CDF(4, 4), S6 == 1.7377716142440158</span></span></div>
<div style="text-align: justify;">
<span style="color: purple;"><span style="font-size: xx-small;">HWT, S6 == 2.0367401581624174</span></span></div>
<div style="text-align: justify;">
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
</div>
<div style="text-align: justify;">
</div>
<div style="text-align: justify;">
</div>
<br />
<br /></div>
Unknownnoreply@blogger.comtag:blogger.com,1999:blog-1760164640344466369.post-65430901280067637362016-04-04T12:46:00.000-07:002016-04-04T12:47:13.451-07:00Removing Faster Variations from 1D Signals: Multi-Resolution Analysis vs. Signal Subtraction: Programmatic Note 17 on Ripples in Mathematics<div dir="ltr" style="text-align: left;" trbidi="on">
<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="font-family: "Trebuchet MS",sans-serif; text-align: center;">
<span style="font-size: x-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></div>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Problem</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">This is my programmatic note 17 on Ch. 04, p. 31-34, in "<a href="http://www.springer.com/us/book/9783540416623">Ripples in Mathematics</a>"
by A. Jensen & A. la Cour-Harbo. These notes document my
programmatic journey, sometimes easy, sometimes
painful, but always joyful, through this great text. My notes
are for those who want to use Java as a programming
investigation tool of various wavelet algorithms and Octave for plotting
the
results. You can find my previous notes by searching my blog on "ripples
in mathematics." If you are on the same journey, let me know of any
bugs in my code or improvements you have found that let us all, fellow
travelers on the wavelet road, get better and more beautiful results.</span><br />
<br />
<span style="font-size: xx-small;">In my programmatic note 16, I outlined a programmatic approach to removing fast
variations from 1D signals through signal subtraction. The idea is to process the signal to keep faster variations and then subtract the preserved faster variations from the original signal. This is a programmatic alternative to the </span><span style="font-size: xx-small;"><span style="font-size: xx-small;">
the <a href="http://vkedco.blogspot.com/2016/02/multiresolution-analysis-of-synthetic.html">multi-resolution analysis</a></span>. Recall that in multi-res analysis, the higher the number of iterations, the smoother the signal
reconstruction from the scale coefficients. In other words, we apply the multi-res analysis a given number of iterations and reconstruct the signal from the scale coefficients obtained from the last scale. </span><br />
<br />
<span style="font-size: xx-small;">Are these two methods programmatically different? This post details a programmatic investigation of this question given the signal in Figure 4.12 on p. 33 in "Ripples in Mathematics" that I programmatically reconstructed in my <a href="http://www.vkedco.blogspot.com/2016/02/removing-slow-variations-from-signals.html">programmatic note 13</a>. The signal is reproduced for ease of reference in <b>Fig. 1</b> below.</span><br />
<span style="font-size: xx-small;"><br /></span>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="328" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 1</b>. Graph of Fig. 4.12 on p. 33 in "Ripples in Mathematics"</span></td></tr>
</tbody></table>
<span style="font-size: xx-small;"></span><br />
<span style="font-size: xx-small;"><br /></span></div>
<hr style="margin-left: 0px; margin-right: 0px;" />
<span style="font-size: small; font-weight: bold;">Removing Faster Variations with Multiresolution Analysis</span><br />
<span style="font-size: xx-small; font-weight: bold;"><br /></span>
<br />
<div style="text-align: justify;">
<span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: xx-small;"><span style="font-size: xx-small;">Below are two static methods from <a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.ripples/RipplesInMathCh04.java">RipplesInMathCh04.java</a>. Both of these methods do the multi-resolution analysis of the signal in <b>Fig. 1</b> above. </span></span></span></span></span></span></span></span></span></span><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"></span></span></span></span></span></span></span></span></span></span><br />
<span style="font-size: xx-small;"><br /></span>
<span style="font-size: xx-small;"><br /></span>
<span style="color: purple; font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="color: purple;">static void fig_4_13_S6_CDF44_p34() { multires_fig_4_13_cdf_p34("Fig. 4.13, S6-06-07-08-09-010, CDF(4,4), p. 33", S6_START_1024, S6_END_1024); }</span> </span></span></span></span></span></span></span></span></span></span></span><br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="color: purple;">static void fig_4_13_S6_HWT_p34() { multires_fig_4_13_hwt_p34("Fig. 4.13, S6-06-07-08-09-010, HWT, p. 33", S6_START_1024, S6_END_1024); } </span></span></span></span></span></span></span></span></span></span></span></div>
<span style="font-size: xx-small;"><br />The graphs in <b>Figures 2</b> and <b>3</b> are generated with the Octave scripts <a href="https://github.com/VKEDCO/matlab/blob/master/ripples/ch04/figs_4_12_4_13_pp_33_34/fig_4_13_p34_cdf44_s6.m">fig_4_13_p34_cdf44_s6.m</a> and <a href="https://github.com/VKEDCO/matlab/blob/master/ripples/ch04/figs_4_12_4_13_pp_33_34/fig_4_13_p34_hwt_s6.m">fig_4_13_p34_hwt_s6.m</a>, respectively. The multiresolution analysis done with HWT is not as smooth as the one done with CDF(4,4), but it does remove faster variations from the signal.</span><br />
<span style="font-size: xx-small;"><br /></span>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="317" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 2</b>. Signal reconstructed from S6 values obtained with CDF(4,4)</span></td></tr>
</tbody></table>
<span style="font-size: xx-small;"></span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="322" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 3</b>. Signal reconstructed from S6 values obtained with HWT</span></td></tr>
</tbody></table>
<span style="font-size: xx-small;"></span><br />
<hr style="margin-left: 0px; margin-right: 0px;" />
<span style="font-size: small; font-weight: bold;">Removing Faster Variations through Signal Subtraction</span><br />
<span style="font-size: xx-small; font-weight: bold;"><br /></span>
<br />
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;">Below are two static methods from <a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.ripples/RipplesInMathCh04.java">RipplesInMathCh04.java</a>. Both of these methods remove faster variations through signal subtraction. </span></span></span></span></span></span></span></span></span></span><span style="font-size: xx-small;">The are called in the main for five iterations.</span><br />
<br />
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"> <span style="color: purple;">static void keep_slow_vars_in_fig_4_12_cdf44(int num_iters) {<br /> fig_4_12_p33();<br /> keep_slow_vars_in_fig_4_12_aux(sRangeFig_4_12_p33, ApplyDWT.DWT.CDF44, num_iters);<br /> System.out.println("======");<br /> display_signal(sRangeFig_4_12_p33);<br /> }<br /> <br /> static void keep_slow_vars_in_fig_4_12_hwt(int num_iters) {<br /> fig_4_12_p33();<br /> keep_slow_vars_in_fig_4_12_aux(sRangeFig_4_12_p33, ApplyDWT.DWT.HWT, num_iters);<br /> System.out.println("======");<br /> display_signal(sRangeFig_4_12_p33);<br /> }</span></span></span></span></span></span></span></span></span></span></span><br />
<br />
<span style="color: purple;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"> public static void main(String[] args) {<br /> keep_slow_vars_in_fig_4_12_cdf44(5);</span></span></span></span></span></span></span></span></span></span></span><br />
<span style="color: purple;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"> keep_slow_vars_in_fig_4_12_hwt(5);</span></span></span></span></span></span></span></span></span></span> </span></span></span></span></span></span></span></span></span></span></span><br />
<span style="color: purple;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;">}</span></span></span></span></span></span></span></span></span></span></span><br />
<br />
<div style="text-align: justify;">
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;">The graphs in <b>Figures 4</b> and <b>5</b> are generated with the Octave scripts <a href="https://github.com/VKEDCO/matlab/blob/master/ripples/ch04/figs_4_12_4_13_pp_33_34/keep_slow_vars_in_fig_4_12_p33_cdf44_5_scales.m">keep_slow_vars_in_fig_4_12_p33_cdf44_5_scales.m</a> and <a href="https://github.com/VKEDCO/matlab/blob/master/ripples/ch04/figs_4_12_4_13_pp_33_34/keep_slow_vars_in_fig_4_12_p33_hwt_5_scales.m">keep_slow_vars_in_fig_12_p33_hwt_5_scales.m</a>, respectively. Note that the results are very similar to the results obtained with the multi-resolution analysis shown in <b>Figures 2</b> and <b>3</b>.</span></span></span></span></span></span></span></span></span></span></span></div>
<span style="font-size: xx-small;"><br /></span>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="323" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAfAAAAGRCAIAAAAVZnZOAAAgAElEQVR4nO3df1xUVR7/8bGERTBz1+Qr5q59RUBKcxP9mmmWNFmt5mZhvzTAdCvTWFjNbCtS08xfIP6AQE0NFQkVBPFX4a9QATFXwp+EpOiM2ioqP2QUP+f7x7A0wDAi3Jl7zrnv5x89lME7555z76thmLmjYwAAIAWd2gMAAABlIOgAAJJA0AEAJIGgAwBIAkEHAJAEgg4AIAkEHQBAEgg6AIAkEHT16XRYBStu3rw5YsSIJvzDESNG3Lx5U/Hx1IeFUxymtJkwfY6ms9C0LYSHh9f/t/W3mZiY6Ovr6+Li4ufnt3v37iYPOCEhwdvb27ydXbt2Wf2KVcuWLevRo4eLi0uXLl2++eYby3E6Ozv7+PjMmDHj1q1bdcZfswurV6+ePXv2HXe8/k1fffXV6tWrGxpV8+ffclNN/od3O4Y633nixIlHH3309u3bNV8pLy/v0KHDiRMnmjOkli1bent7JycnN20jzYegNxOmz9Gaecjm5OR06NChoY1Yfj0gICAvL6+ioiIuLs7Dw6PJ9zhq1KiioqLy8vLVq1d36NDB6lfqi4mJ6dGjx759+8rLywsKCoKCgixHWFZWtm/fvscee2zWrFn1R242ZMiQ7Ozsmr/a2PE6N2VlZQ0ZMqSh3VEwGc0JevP/ySuvvJKQkFDz16ioqJdffrlp46nZ/s2bN9PT09u3b9/k7TQTgt5MmD5Hs/rgmjGWk5Pz8MMPu7q6Tp48uaHDuqKionv37hkZGY0Jeo2CgoIuXbo09P2TJ092dXV95JFHcnNzbQz7xo0bSUlJPXr0sPEVS76+vjk5ObZH+NNPP3l7ezc08vbt25eUlJj/bGPH69905coVd3f3hnZEp9Pdf//9f/zjH4cPH3727FnLm7744ot27drVPHDOy8vr27evk5NTzZbNNz300EPbtm2rGfPJkyefeuopV1fX7t27Z2Vl1d+O7Umw/KLlxi03YvUR/cGDB7t161ZVVcUYM5lMnTp1qpnw+uOcMGFCy5YtbYzN/Ndbt26lp6d36tTJ/MX6u6bT6aZPn37//fe3b98+ISHhs88+a9u2rbu7e2JiImPs8OHDvXv3btWqVZ8+ffLy8o4fP96hQ4eKigr2vx8gjh8/Xn+bubm5jzzyiO0jHxoJ0+do9U9O8x969eoVHR1dVla2ePHihg7rkJCQ+fPns4YfyNT/usFg6NWrV0pKSkPfv3jx4rKysqioKD8/P9tjbtu27f79+xv6Sh2tWrUqKyuzPcKysjIXFxfLDVpOy7333lvzhIyNHa9/082bN++9996G9sXswoULYWFhgwYNsvxi69at4+LiysvLzX/t3bt3ZGTkjRs3LL+nqqpq165dPj4+Nfc4YMCAFStW3LhxIz093fy/tzrbsToJVp9ysdx4nY1YXXG9Xh8fH88YW7p0qb+/v41xrly50jyZDY2tZjyPPvpofn6++Yv1d02n0y1cuLC8vHzr1q0tW7aMiooy/7ljx46MMT8/v6ioqNLS0qioqD59+jDGhg0btnDhQsZYVFTU3//+d6vb9PPzqzkIEfRmwvQ5WkOP0F1cXMynWVlZmY1eN9QCqxvPysrq3Lmz+ZxvaIM1d1rTVqvMT7B4enra+IolZR+h29jx+jfZfoRe4+rVq25ubpZfWb16dd++fe+///7w8HDGmIuLi+X/k5YsWfLQQw/de++9Op3unnvuqRmzq6trzb23aNGi/nZsT0JDG6+zEavL/cMPP3h5eVVWVnp6eu7YscPGOGt+S9zQ2MzbLy0tHT9+vPlxvdVd0+l05p8J6v+ZWRzDpaWlrVq1YoxlZmb++c9/Li0t7dSp0759+6xuszFHPjQSps/RGgq6+RF6eXm5jUfoNjZS/+uxsbHu7u7bt2+3vZ2aO23oEXpISMjFixfLy8vXrl1r/mG8/lfqMz+Hvn///oqKioKCguDgYMsRlpWV7d+/38/Pr/HPodveccubsrOzbTyHbnblypUpU6YMGDCg/k05OTnmGPXp08fyEfp99923efPm0tLSTZs2me/L/N/+/fuvWLGi/o8jNduxMdQa9TdeZyMuLi7nz5+vv6k+ffoMHTrUcu0aGqftsdV8T3l5ec+ePa9cuWJ11yw3Vf/Pfn5+5p8yo6Kievfubb6pX79+gwYNeuKJJ8x/rb9N879q5JEPtmH6HK2hoOfk5Pj6+rZq1eqDDz4wP3JsTLws/1DngWqdr1y/ft3qXU+ePLlVq1Y1z6HX/55ly5Z5eHi4ubn169fP/CCr/lesDnXp0qXdu3d3cXHx9PRcsWKF5TidnJzqv8qlzj+Pj4+fM2fOHXe8/k2zZ8+ueZWL1W/T6XRt2rR54YUXCgsL69/Url27GTNmMMaOHDnSp08f80Ndxti0adPatGnToUOHqVOnWoaysLDwhRdeuO++++rMfM12bAy1htWNW27kX//6l5ubW/1/uHHjRp1O991339neVEP7aHVIsbGx48ePb2jXrP4T858PHTrk5+dnfvnT4cOHzTclJyfrdLqaJ/3qb9P8HHqrVq3wHHrzYfr4UllZOXfu3P79+9tj440pi1Jbbj6TyWTjdeg27tHydeg8BIKHMYBG4FDjiE6nu+eee3r06HHo0CGH3aNj7ggAHADnMwCAJBB0AABJIOgAAJJA0AEAJIGgAwBIAkEHAJBEs4Ju+TYWq2xc7xQAAJSlQG0bSrbtC70CAICy7BX0O17oFQAAlGWvoNu43qkOAABqa36Kmf2CbmOsSg1daJgEhklgjGESGGOYBAWvqqTAJmwOpf6tWDyGSWCMYRIYY5gExhgmgZOg138Y3ph8Y/EYJoExhklgjGESGGOYBE6C3sS71PziAdTA6cAwCQg6AIA0EHQAAEkg6AAAkkDQAQAkgaADAEgCQQcAkASCDgAgCQQdAEASCDoAgCQQdAAASSDoAACSQNABACSBoAMASAJBBwCQBIIOACAJBB0AQBIIOgCAJBB0AABJIOgAAJJA0AEAJIGgAwBIAkEHAJAEgg4AIAkEHQBAEgg6AIAkEHQAAEkg6AAAkkDQAQAkgaADAEgCQQcAkASCDgAgCfmDPnkybd1K9h4MAIDq5A+6iwvt2oWgA4D85A+6Xk/p6Qg6AMhP/qAPHUpJSQg6AMhP8qCXldGkSbRqFYIOAPKTPOiHDlF8PMXEIOgAID/Jg75qFR06RPPnI+gAID/Jg/7YY3TrFk2fjqADgPwkD3qvXsQYc3ZG0AFAfpIHPTCQGGNt2yLoACA/LoKu+5/6NyUmJvr6+rq4uPj5+e3evbvOv7K92evXadEiYowNHoygA4D8uAh69SasDSUgICAvL6+ioiIuLs7Dw+OO328pJ4dSUogx5uuLoAOA/HgPeo2CgoIuXbo0/vsZY2vW0PHjxBh7/HEEHQDkJ0bQDQZDr169UlJS6ny/pfr/6t57qzv+/PMIOgBIy3YJm7JBBTbRwFCysrI6d+4cHx/fyO+v8cgj1R1/7TUEHQDkx3vQY2Nj3d3dt2/f3sjvt/TBB9Udf+cdBB0A5MdF0Os/eVIzLBvPq9xx6FOmVHd88mQEHQDkx0XQm3iXNodeVETLllV3fMECqqxE0wFActIGfedOysysjviKFVRYiKADgOSkDXpsLBUXV0c8IwMfWgQA8pM26H/4w+8FLyiglSsRdACQnLRBf+653wtuMlFkJIIOAJKTNugjRtQqeLt2CDpAs9y6Rdu20SefUNu2NHIkffwxpadTURFdvUq//VZ9fp07R4cP0/bttG8fff89rV1Lp07h1HMcOYNeWkpfflnrMKp5kxEANN6FC5SSQlOn0jPP0NixtHAhFRVVn0rnz1NyMs2aRRMn0pw5FBZGr75KkZG0aBFFRtK6dbRyJcXF0dtvU9eutGcPTkBHkDPoe/bQtm21DqBnnsHxBGBLUhINGkRPPEH33UePP07e3vT00zRzJsXF0fnzzTp9Ll6kuDgKCKBHHqE33qD0dDp+nEpLcUoqT86gR0bSpUu1DpcJE3D0AFhx/TpNnUrDh1NCQvU5QmTHk+XaNVqzhj77jD7/nF55hby9qXdvmjuXNm7EGaoAOYPu41P34EhMpH37cMQA/O7KFXrgARo9mv7zH5VPjcOHKTGRBg6kc+dwkjaLnEEfOrTuYVFRQdOm4VgBYIyx1aupbVt6/vnmPpeirJISmjmT3Nzoxx85GpVY5Az67NlWDoiRI3GUgEYdPUq//UbJyRQcTOPH06ZN/J4LZWX01VfUuzdNmvT7i2egkSQM+qlTtGqVlePgrbdwcIDmlJeTjw9FRtLYsZSSQtevC3MW5OTQu+9S9+40Zw4dPCjMsNUlYdBTUig728ryT59OJhMOC9CQ9evpuefozBmxD/tz52jqVBozhmbNokOHxN4Xe5Mw6H/4A924YWXVk5MpPx9HA2jCxYvUt69sLx05c4Y+/pjGjMHFUxskYdBHjbK+2EeO0IoVePUryC8tjUaMoMuX5TzUS0po2DDasUPOvWsm2YJ++zZ98on1lb55k/7P/6E//xnHAcjsk09oxQr5D/LYWBo8GD9z1yVb0PfssfW/7kuXaNGi3191e/s2McZu3sQxATKYOZMCAigvTyvH8+XL9P779OCD9N//amWX70iqoF+6RA8/fIelvXaNZswgxpjRSK+8Qq+9Rj174mgAse3ZQ4MHU3y8Fo/ks2dp3DgKD6fTp7W4+3VIFfR9+2jr1jsvamAgmf9bVUWMsdWr6dln6eefcTSAYPbsoeBgGjSIYmPJru/X59/58zRjBj31lNafhJEq6OvWNWo5582joqJal2M8f54+/ZTqXzAAgFupqTRzJl7vUcvNm/T++9SuHeXkaHRapAr63Ll07dqdF/LkSfrwQ9q+ve53BgRo9CAA4URG0r//jcPVulu36KOPyMeHjEbNTZFUQW/8p1h4eZHBUPebx43T3PKDiPz9f78yItgQFERXrmhroqQKeuN/vXnihJXvDA/X+hORwD8fH/ruOxyljVJeTn/7G2Vmami6pAp6/Yss3pXFi+niRQ2tPQjnxRcpKwuH6N356isKD9fKpEkV9M8+a9aypaTQ0aNaWXgQzp/+hOOziZKTaeBAsvpzuWTkCXpFRd3PEb1bmZl1P7gOgAcXL9KLL+JjOZvrs8+q34MiMXmCfuoUfftts1brzBlaulTy9QbhZGfTSy/hGkTKWLaM+ven3bulnUx5gr5rF2VkNGudbt8mnU7alQYRJSTI/6DS8WbPpiefrH5foWTkCXpSEp082dwVGjJEwjUGQT3zDFn97C1ovsJCGjiQ1q+XbXrlCfrs2Qr8WPq3v8m2wCCiV1+lMWNwOQq7W7CAnnySSkrkmWd5gn7//QqsSkOX3gVwmKFD6ZdfcBw6iMFAEyfKc71GeYLu66vAkixfToWFkiwtiGjCBK4/wVlKlZU0ahTduiXDtMsT9KAgBdbjxx8bdb1GAHuIjKTly3H4qeDaNXr2Wfr1V+EnX56gjxmjwGJcukSxscIvKogoOZkWL8axp6YPP6QffhB7CSQJekUFzZypzEr89a9iryiI6PBhxQ5gaI6JE2nNGoEXQpKg5+crdsWiZl4/AOBuXb5MEyfiqOPF2rXk7i7qckgS9M2bFbtoUVISHTok6nKCiEaOxOdU8CU1lQYPprNnxVsUSYK+eDFduKDM7P/6K339tXgLCYKKiMADCB6Vl9Ozz1JammBLI0nQXV2VnHdxf+ACsYSH49ED12bOFGyBJAm6sm/ZHzlSpCUEQcXE4EWKAsjIIEXe4+IYkgT9zTeVnHF8WiPYW0oKrVyJw0wMp05RUBDl5gqwXrwHXfc/Vm8y/+HaNYVfwJuRgU/5AjtauxZX3RLPyJG0cyfvq8Z70Ku3bjPo69cr/z/Pp5/mfeVAUElJNHkyji4hTZnC+0tfZAi6s7PyUxwdrdjLZgDMjEb68ENauBDHlcACA+nKFX5XUOyg/885pXajRl4eJSbyu2wgorfeomPHcFCJraKCBg3i7uqMFjEUOejmP/TsaZfJ9fa2x1ZBoxYvFuO3anBH5eX09ttkNPK4mjIEXa+3y8ziiU5QSnY2RUfjcJIHEb35JuXnc7emvAddV1udm8x/eP11u0xrQgIdOcLdgoGI3nsPB5KEwsLo1Cm+Vpb3oNu6y/8N/eOP7TKn585RVBRfqwUiGjSITp/GgSSn0FDas4ejxRU+6FVVNHWqvSb0tdc4WioQUWoqrVuHo0hm//gHpafzssTCB/3iRTt+LMA//8nLOoGIrl2j0FAcQvJbtIiXDycRPuhHj9rxEVB6OmVmcrFOIKJHH+X6NcugoLlzufiwM+GDvmePHT81qqyMpk1Tf5FARJs348kWbUlNpfBwlVdc+KCnpdn3tSjr19OGDTgt4a698w4OG81JTqbBg9Vcd+GDHh1t91f4v/02zky4O3o9HT+Ow0aLcnNJxStBCR/0Fi3sPnebNvH1yiTg3Jo19M03OGC0a9s21a7YI3zQPTwcMXH+/jg/oVF+/plCQnC0aN3cuZSSosJhIHzQH3vMEbOGUxQaKTAQhwowxti776pw/XThgz5ihCOmLDsbr1iAO4uIoJwcHCdQbdIkR18/XfigT5jgoPnq1w8nKtgSEYFrRUBdEyY49LqMYgf96lWaN89BkxUZSefP43QF6zIyaNIkHB5gxYgRdP26g44NsYOen++43zwcP06rV+OMBSvWrsVb/KFBV66Qnx+Cfse71On27qXvv3fciTRsGE5aqGv/fpo1CwcG2HL2LL38siMOErGDvnkzZWc77lyaNo1KSnDqQi2jR+OQgDsrKqKhQ+1+qIgd9DVr6MQJx51O+fl4wwjUsnYt7dqFQwIa5dQp6t7dvkeL2EF3wPv+6xg+HGcvVKuqIlxgGe5KQYF9n3sRO+izZlFFhUPPqJgYOncO5zAwxthjj1FREQ4GuDvHjtEzz9jrsBE76M7Ojj6diopo6VKcw8COHaPISBwJ0BT79pGnp10OHrGD/tRTKpxRL72E0xhYQAAOA2i6tDTS65U/hMQOure3CidVTAz98gtOZk1LT8dV8qG5du6ksDCFjyKxg963rwonVWEhrVyJk1nT8PAcFBETQwcOKHksiR30F15Q57xq2RLns3bFx+OTZkExoaFUXq7Y4SR20N98U53zyscH57N2ffQRVh8Uc/UqKXjJWLGDPn68OqfWG2/glNaoBQvw2XKgsEOH6IknlDmoxA66Wp+xjcdo2mQ00qefYulBeQkJynxqndBBd5s7V52za906OnkSJ7bm+Ps7+o1soB0zZ9KaNc09uoQOuvuSJeqcXXl5tHYtTmxt2baNvv4aiw52NGpUc3/fLnTQ/6+KLx9U5T1NoKIPPsCKg92FhNDVq00/0oQO+iNJSaqdY08+idNbQxYtovx8rDjYXXk5jR5NRE082IQO+v9LT1ftHJs4Eae3Vpw9S1OnYrnBQYxGavI7bIQO+qDdu1U7zdasoSNHcJJrwmOPkcmEtQbHyc2lpr3ZReigDzl4ULXT7OxZfNiFJiQmUloaFhocbf36plzpReigv3r0qJpnmpcXznPJnTlDr7+OVQZ1JCbSunV3d/gJHfTRv/6q5smGtxfJzWCgfv2a/uspgOZbtIgyMu7iCBQ66BN++03Nk23xYnx6kcz69aNbt7C+oLLPP6eff27scSh00Fuo++gpN5dSU3HCyyk7m5Ytw+ICF956i5KTG3U0Ch10Fe60DhcXnPNywhXPgR9EtGgRNeaN8Qh6swQF4bSXUE4OffstVhb4smjRnV/3gqA3y4IFdOkSznzZqPXBKQC2pafT44/bOjgR9Gb56SdcpUs2ubm0ahXWFDiVlESTJzd4fHIRdKPRqNfrW7durdfrjUaj5U2pqak+Pj7Ozs4+Pj6pqam17pKDoDPG7PHR3aCigQOxoMC1ZcuooYsDchH0oKCgsLCwkpKS0NDQ4OBgy5vatWuXnp5+48aNtLS0Bx54oNZd8hH0117D+S+PQ4do6VIsKPBuxw7q0cPKgcpF0D08PIqLixljxcXFHTt2tLypR48e6enplZWVaWlpPXv2rHWXfAQ9NpbUfX8TKGj4cCwliCExkaZMqXu4chF0Jycnk8nEGDOZTE5OTpY3HThwoE2bNjqdrk2bNgcOHKh1l7U1ZwDNcfQoJSaiAjI4coSWL8dSgjA2bKh+t4TiJbTXI/SuXbvWPOXi5eVV6y75eITOGOvQARWQwTPPYB1BMAkJtd4Bx0XQAwMDzc+hh4WFBQUFWd7Uvn37mqdc3N3da90lN0H/5z8RAuGdPEnR0VhHEM+SJRQRUX3ochF0g8Hg7+/v5ubm7+9vMBgsh5WcnOzl5eXs7Ozl5bVp06Zad8lN0CMi6MIFtEBsDzxAN29iEUFIU6dWv36ai6A38S65CXpuLm3ciBYI7PJl+vxzrCAIbMUK+vZbQtCV8eCDyIHA+vYloxErCGKbO5d0ulcV2ZTWgz50KHIgKoOBvvwSywcywCN0ZSxcSP/9L6IgpCefpJISrB3IAEFXRn4+LgAipMJCiorCwoEkEHTF/PWv6IJ4/PyoshILB5JA0BUzZw6ZTEiDSAoLad48LBnIA0FXzK5dtH076iASvZ7Ky7FkIA8EXUlt26IOwjh8mGJisF4gFQRdSSEhCIQwevbEYoFsEHQlRUdTUREyIYDMzFqXNAKQA4KupBMncP1VMYwdi2UCCSHoCnvlFZSCd1FRlJODZQIJIegKe+89lIJrhw7hpyiQFoKusI0bKTsbveDXX/6C1QFpIegKKymhxYuRDE5dukSzZmF1QFoIuvIefxzJ4NTMmXTuHFYHpIWgKw/XYuXWO+9gaUBmCLrytm6lPXsQDu6sWUNZWVgXkBmCrryKCtLpEA7uPPssFgUkh6DbBd63wpvdu2nDBiwKSA5Bt4vp0+n6deSDIwMGYDlAfgi6XezbR5s2oSC8+OUXmj8fywHyQ9DtZdAgFIQXvXrhBybQBATdXoYPR0G4YDLRhx9iLUATEHR7Wb6czp5FR9S3YgX9/DMWAjQBQbeX/HxKSEBH1BcYiFUArUDQ7ahzZ6REZTt3UkoKVgG0AkG3o48+QkpUNnAglgA0BEG3o6gounABQVFNYSFerQjagqDbUWYm/fADgqKap56i0lLMP2gIgm5H5eX0xRcIijquX6dp0zD5oC0Iun0FBKAp6oiOptOnMfmgLQi6fb37LpqiDryZCDQIQbevhAQ6eRJlcbTERFz6HLQIQbev48dp1SqUxdFw+WLQJgTd7l54AXFxqMxMWr8ecw5ahKDbHa7S5WAvvYQJB41C0O0uJoYuXkRiHOTwYVq5ErMNGoWg211WFi4n4jjdumGqQbsQdEdo1QqVcYSiIoqIwFSDdiHojvDyy6iMI/j5UXk5phq0i4ugG41GvV7funVrvV5vNBotb6qqqpozZ46np2eLFi3qjFWgoH/6Kd26hdDYV34+RUVhkkHTuAh6UFBQWFhYSUlJaGhocHCw5U0RERGenp45OTlVVVV171KcoG/fTpmZaI194eWhAFwE3cPDo7i4mDFWXFzcsWNHy5u8vb03bNhg/S7FCXppKa7SZV/nztGSJZhh0Dougu7k5GQymRhjJpPJycnJ8iZnZ+dx48a5urp27dp1y5Ytte6ytuYMwAFGjUJu7GjBAjIaMcOgUYqX0F6P0D08PNLS0m7cuJGWlubh4VHrLrmPuKUpU+j2bRTHXiZNwtwC8PEIPTAw0PwcelhYWFBQkOVNo0ePTktLq6ysTEtLe/DBB2vdpVBB37qV9u5FdOxiyxbKyMDcAvARdIPB4O/v7+bm5u/vbzAYLId14cKF559/3tXVtVu3bjt27Kh1l0IFvaSEFixAdOzitdcwsQCMcRL0Jt6lUEFnjPXpg+4o79df8etQgGoIuuPghS72sGABXbqEiQVgDEF3pPXr6eBBpEdhYWGYUoBqCLrjGI309deoj5I2b8avQwF+h6A71MMPoz5KGjoU8wnwOwTdoUJDESDFFBZSZCTmE+B3CLpDffstHTuGBinDy4suX8ZkAvwOQXeoX36h2Fg0SBmjR2MmAWpB0B1t2DBkSAEbN9KePZhJgFoQdEfD40pF9OqFaQSoC0F3tHXrKD8fMWqWU6coJgZzCFAXgu5oZ85QXBxi1CwtW1JJCeYQoC4EXQW+vohRs+DdoQBWIegq+OQT9Kjp1q2j/fsxgQBWIOgqWLOGjhxBkppo+HBMHYB1CLoKiovxavQmOnqUVq7E1AFYh6Cro3t3VKkp+vSh8nJMHYB1CLo63nkHVWqK8HDMG0CDEHR14NXoTfDdd5STg0kDaBCCro4zZ/DBaXctOBgzBmALgq4avFrjrhw5Qt9+ixkDsAVBV83YscjTXXjuObp5EzMGYAuCrpq1a+noURSqUaqqCL8OBbgjBF01p0/TihWIVKOsXUs//YS5ArgDBF1NXbogUo0yahQmCuDOEHQ1TZ6MTt3ZwYO0ejUmCuDOEHQ1LVtGp04hVXfw1FOYIoBGQdDVdOoUxcejVrZcvYpfhwI0FoKusr/8BbWyJS6OTp7EFAE0CoKusqAg1MoWfKY2QOMh6CpbvpxOn0azrPvxR0pKwuQANBaCrrKjR2nVKjTLuk6dMDMAdwFBV9/QociWFVev0rRpmBmAu4Cgq+/115EtKxYuxGs6Ae4Ogq6+5cvpzBmUqy68OxTgbiHo6svLo4QExKuWzEzauBFzAnB3EHQuPPww4lUL3h0K0AQIOhe++IJKS5GwaqWlNHs2ZgPgriHoXPjpJ1q/HgmrtnQp3h0K0BQIOi8GDkTCqr3/PqYCoCkQdF689x4qxhhjmZmUnIypAGgKLoJuNBr1en3r1q31er3RaKz/DeHh4fUHKlnQ09Np/36EjP3975gEgCbiIuhBQUFhYWElJSWhoaHBwcF1bs3JyenQoYP0Qb9+nSIitN6yS5do/nytTwJAk9voXHUAAAsbSURBVHERdA8Pj+LiYsZYcXFxx44dLW+qqKjo3r17RkaG9EFnjD39tNZbtngxFRdrfRIAmoyLoDs5OZlMJsaYyWRycnKyvCkkJGT+/PnM2kDlC/rChXT1qqZzNmWKpncfoJm4CLqNR+i62hp5k6CyszX9+8D0dNq1S7u7D9A09ihhs7YSGBhofg49LCwsKCjI+h1o4BE6Y6xjR+0W7cUXtbvvAIrgIugGg8Hf39/Nzc3f399gMFgdlkaC/uGHGo3ahQv05Zca3XcApXAR9CbepYxB/+YbOnFCi11buJCKirS44wAKQtD5cvo0xcRosWv4lA+A5kPQuRMQoLm07d1LGzZobq8BFIegc2f8eM2lzctLc7sMYA8IOndSUykrS0OBu3aNZs3S0P4C2A+Czp0rV2jhQg0FLiaGCgo0tL8A9oOg82jAAA0F7u23NbSzAHaFoPMoIoLKyjSRuWPHaNUqTewpgAMg6Dz68UfaskUTmRswgK5d08SeAjgAgs6ptm01kTl8OBGAghB0ToWEyF+6nTspLU3+3QRwGASdU9HR8r8Vvn17yXcQwMEQdE4dO0YrV0reu48/lnwHARwMQefXkCEy9047v/gFcBgEnV8jR8rcu5YtyWSSeQcBHA9B51d8vMxvoRwzRtpdA1ALgs6vU6ekfRr9u+9o7145dw1ARQg61zw95ayev7+c+wWgLgSda1K+DmT3blq/XsL9AlAdgs611avpyBHZ2qfXy7ZHAJxA0LlmMNCiRVLl79gxWrxYqj0C4AeCzjvJPmzz6aepslKqPQLgB4LOu7AwefJXUUGffirP7gDwBkHn3datdOCAJBGMjpb5lfUAqkPQeXf9Os2YIUkEpXzRDgA/EHQBDBwoQwdXrqTDh2XYEQBuIegCmDePKiqET+EHHwi/CwCcQ9AFsGcPbd4sdg1XrKB9+8TeBQD+Iehi8PYWu4Yvvyz2+AGEgKCLIShI4CBOnkx5eQKPH0AUCLoYIiPJYBC1iZMmiTpyALEg6GLIy6OkJCGzuGUL/fCDkCMHEA6CLoyHHhIyi3j2HMBhEHRhjBolXhmNRpozR7xhAwgKQRfGmjV08qRgcRT6qX8A4SDowjh9mmJiBIvju+8KNmAAoSHoIhk0SKQ+JiZSZqZIAwYQHYIukgkTqHdvYRIZEiLMUAHkgKALJimJNm0SIJTZ2aK+zhJAXAi6eN5+W4BQ/ulPVFUlwDgBZIKgiyc1lTIyeG+lEP/XAZAMgi6kV1/lOpfJybRrF9cjBJASF0E3Go16vb5169Z6vd5oNFrelJiY6Ovr6+Li4ufnt3v37lp3qeGgx8fTwYP8FrN/f37HBiAxLoIeFBQUFhZWUlISGhoaHBxseVNAQEBeXl5FRUVcXJyHh0etu9Rw0BljbdrwG82pU/kdG4DEuAi6h4dHcXExY6y4uLhjx45Wv6egoKBLly617lLbQZ84kdNo7thB33/P6dgA5MZF0J2cnEwmE2PMZDI5OTnV/waDwdCrV6+UlJRad1lbcwYgotRUTj8DyNWVx1EBSEzxEtrxEXpWVlbnzp3j4+Pr3qX2Il6HXs9jOseM4XFUAFrARdADAwPNz6GHhYUFBQVZ3hQbG+vu7r59+3Yrd6n5oP/rX0TEVz2J6N//5mtIANrBRdANBoO/v7+bm5u/v7/BYLAclo3nVRD0n36i+Hi+6pmdTWlpfA0JQDu4CHoT71LzQWeMDR7MVz1FvGg7gDQQdLGtWkW5ubw0NDqacnJ4GQyABiHoYrt9m/74Ry4amptLS5ZwMRIAzULQhTdhAhcZHTuWi2EAaBmCLrykJPrPf1SOaXQ0R8/8AGgWgi68y5fpyy/VjOn+/TR/PmoOoD4EXQZDh6rWUyIaPx41B+ACgi6D5cvp11/VqeqQIVRcjKADcAFBl0FRES1b5uiqXr9O/fur//Q9ANRA0CXx7LOODmvfvnTxImoOwBEEXRKLFlFhoePyajDQ7NmoOQBfEHRJnD9PERGOK2zHjnT5MoIOwBcEXR7/+IeDCltYSDNmoOYA3EHQ5bF0KRUUOKKzQ4ZQVRWCDsAdBF0ev/1G8+bZvbNz51JKCmoOwCMEXSqvvGL31IaGouYAnELQpbJ+Pe3fb8fg7t1LmzYh6ACcQtClcvs2+fraMbgvv4yaA/ALQZeN/T7S89gx7j7xDgAsIeiy2baNdu60S3YXLcJbQwG4hqBLqFcvKi+nhx6iAQOU/Mhmf3/UHIBrCLqEJkygJUvo7Fm6do0WLKDvv1cgxCUlFBmJoANwDUGX0N691K3b7/ENCVHgqZIdO2jXLgQdgGsIuoSIaNUqsvzrG2/Qjz82K8fz5tHVqwg6ANcQdK2YOpUOHWp6kTt1Qs0BeIega4jl8zANuXaNunYlo7H6O4lo+3b66ity/PXWAeBuIegaEh5Ov/3WYJeJKDeXxo2js2dp4kR68knq35+GDaPExGY9tAcAh0HQNeTyZXruOetp3r2bXnyRvviCiNBuAFEh6NoSHW3lbUdVVTR2LDoOIDwEXXOCguq2OzCQLl1C0AGEh6BrTm5urbcIHT6MK7QASAJB16Lp02nr1uqIDxqEmgNIAkHXqIAAunKFGGPDhiHoAJJA0DWqtJR69KDKSpo1C0EHkASCrl1r19L06ZSUhKADSAJB17TgYMrPR9ABJIGgAwBIAkEHAJAEgg4AIAkEHQBAEgg6AIAkEHQAkASawHvQjUajXq9v3bq1Xq83Go217lLzi8cwCYwxTAJjDJPAGMMk8B/0oKCgsLCwkpKS0NDQ4ODgWnep+cVjmATGGCaBMYZJYIxhEvgPuoeHR3FxMWOsuLi4Y8eOte5S84vHMAmMMUwCYwyTwBjDJPAfdCcnJ5PJxBgzmUxOTk617hIAAGpTJLwqPEIHAAB7sFfQAwMDzc+hh4WFBQUF2eleAACghr2CbjAY/P393dzc/P39DQaDne4FAABqaP13EQAA0kDQAQAkgaADAEgCQQcAkISjg27jkgASs7HXiYmJvr6+Li4ufn5+u3fvVmuEDnDHpQ8PD1fq1bjcsjEJVVVVc+bM8fT0bNGihcTzYGMGUlNTfXx8nJ2dfXx8UlNT1Rqh4yn4UnRHHzc2LgkgMRt7HRAQkJeXV1FRERcX5+HhodYIHcD20ufk5HTo0EHikJnZmISIiAhPT8+cnJyqqiq1hucANmagXbt26enpN27cSEtLe+CBB9QaoVqEDLo233DUmL0uKCjo0qWLY8flUDYmoaKionv37hkZGdIH3cYkeHt7b9iwQaVxOY6NGejRo0d6enplZWVaWlrPnj1VGqBqhAy6jUsCSOyOe20wGHr16pWSkuLwoTmOjUkICQmZP38+08A1PWxMgrOz87hx41xdXbt27bplyxaVBmh3NmbgwIEDbdq00el0bdq0OXDggEoDVI2QQccj9Pp7nZWV1blz5/j4eDWG5ji2r9em+EUt+GRjEjw8PNLS0sxPOEj85JuNGejatWvNUy5eXl4qDVA1QgZdm5cEsLHXsbGx7u7u27dvV2lojtOYpZe75szmJIwePTotLc38hMODDz6o0gDtzsYMtG/fvuYpF3d3d5UGqBohg67NSwLU3+uaxdPOg1Mbk1BD7hlgNifhwoULzz//vKura7du3Xbs2KHqMO3IxgwkJyd7eXk5Ozt7eXlt2rRJ1WE6lIIRkPz8AQDQDgQdAEASCDoAgCQQdAAASSDoAACSQNABACSBoAMASAJBBwCQBIIOACAJBB0AQBIIOgCAJBB0AABJIOgAAJJA0AEAJIGgAwBIAkEHAJDE/wessRJBsa4BcgAAAABJRU5ErkJggg==" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 4</b>. Fast variations removed through signal subtraction with CDF(4,4)</span></td><td class="tr-caption" style="text-align: center;"></td><td class="tr-caption" style="text-align: center;"></td><td class="tr-caption" style="text-align: center;"></td><td class="tr-caption" style="text-align: center;"></td></tr>
</tbody></table>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="333" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><b><span style="font-size: xx-small;">Figure 5</span></b>. <span style="font-size: xx-small;">Fast variations removed through signal subtraction with HWT</span></td></tr>
</tbody></table>
<br />
<hr style="margin-left: 0px; margin-right: 0px;" />
<span style="font-size: xx-small; font-weight: bold;"><br /></span>
</div>
Unknownnoreply@blogger.comtag:blogger.com,1999:blog-1760164640344466369.post-84166190315297487452016-04-01T17:18:00.002-07:002016-04-04T10:38:16.513-07:00Removing Fast Variations from 1D Signals with CDF(4, 4) and HWT: Programmatic Note 16 on Ripples in Mathematics<div dir="ltr" style="text-align: left;" trbidi="on">
<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="font-family: "Trebuchet MS",sans-serif; text-align: center;">
<span style="font-size: x-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></div>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Problem</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">This is my programmatic note 16 on Ch. 04, p. 31-34, in "<a href="http://www.springer.com/us/book/9783540416623">Ripples in Mathematics</a>"
by A. Jensen & A. la Cour-Harbo. These notes document my
programmatic journey, sometimes easy, sometimes
painful, but always joyful, through this great text. My notes
are for those who want to use Java as a programming
investigation tool of various wavelet algorithms and Octave for plotting
the
results. You can find my previous notes by searching my blog on "ripples
in mathematics." If you are on the same journey, let me know of any
bugs in my code or improvements you have found that let us all, fellow
travelers on the wavelet road, get better and more beautiful results.</span><br />
<br />
<span style="font-size: xx-small;">In
this note, I will consider a programmatic approach to removing fast variations from 1D signals. One way to remove fast variations is to use the <a href="http://vkedco.blogspot.com/2016/02/multiresolution-analysis-of-synthetic.html">multi-resolution analysis</a>. The higher the number of iterations, the smoother the signal reconstruction from the scale coefficients. Another way is to process the signal to keep the fast variations and then subtract the fast variations from the original signal. This latter approach is the subject of this post.</span></div>
<hr style="margin-left: 0px; margin-right: 0px;" />
<span style="font-size: small; font-weight: bold;">Keeping Fast and Slow Variations</span><br />
<span style="font-size: xx-small; font-weight: bold;"><br /></span>
<br />
<div style="text-align: justify;">
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;">I added a static method <span style="color: purple;">genericKeepFastVarsInSignal()</span> which implements the following method. </span></span></span></span></span></span></span></span></span></span><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;">Given a 1D signal of size <i>n</i> and number of scales, i.e., <i>num_scales</i>, a DWT is applied for that number of scales. A signal reconstruction is obtained from the scaler values of the signal transform after the final scale. Finally, the signal reconstruction is subtracted from the original signal to remove fast variations .</span></span></span></span></span></span></span></span></span></span></div>
<br />
<span style="color: purple;"><span style="color: purple;"><span style="color: purple;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;">public static void genericKeepFastVarsInSignal(double[] signal, ApplyDWT.DWT dwt, int num_iters) {<br /> // signal_transform holds the DWT transform of signal_tranform of ApplyDWT.DWT<br /> double[] signal_transform = new double[signal.length];<br /> // - signal_with_filtered_range holds the slow variations filtered from the signal<br /> // transform in the required range [range_start, range_end];<br /> // - the reconstructed signal is reconstructed from filtered_range_from_signal_transform.<br /> double[] filtered_range_from_signal_transform = new double[signal.length];<br /> <br /> // 0. copy signal into signal_transform.<br /> System.arraycopy(signal, 0, signal_transform, 0, signal_transform.length);<br /> // 1. apply forward DWT to signal.<br /> forwardDWTForNumIters(signal_transform, dwt, num_iters);<br /> // 2. filter the required range from signal transform into filtered_range_from_signal_transform;<br /> // filtered_range_from_signal_transform contains slow variations.<br /> final int range_end = (signal.length/((int)Math.pow(2, num_iters)) - 1);<br /> //System.out.println("range end == " + range_end);<br /> filterSignalRange(signal_transform, filtered_range_from_signal_transform, 0, range_end);<br /> // 3. reconstruct signal from slow variations for the same number of iterations<br /> inverseDWTForNumIters(filtered_range_from_signal_transform, dwt, num_iters);<br /> // 4. subtract the reconstructed signal from the original signal to keep the fast variations;<br /> // fast variations = original signal - signal reconstructed from slow variations.<br /> subtractSignals(signal, filtered_range_from_signal_transform);<br /> filtered_range_from_signal_transform = null;<br /> signal_transform = null;</span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<span style="color: purple;"><span style="color: purple;"><span style="color: purple;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;">}</span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><br /></span></span></span></span></span></span></span></span></span></span>
<br />
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;">Once there is a way to keep fast variations in the signal, it is possible to write a method that gets the fast variations from the signal and then subtracts them from the original signal, thereby keeping the slower variations.</span></span></span></span></span></span></span></span></span></span><br />
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><br /></span></span></span></span></span></span></span></span></span></span>
<br />
<span style="color: purple;"><span style="color: purple;"><span style="color: purple;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;">public static void genericKeepSlowVarsInSignal(double[] signal, ApplyDWT.DWT dwt, int num_iters) {<br /> double[] signal_copy = new double[signal.length];<br /> System.arraycopy(signal, 0, signal_copy, 0, signal.length);<br /> genericKeepFastVarsInSignal(signal_copy, dwt, num_iters);<br /> ApplyDWT.subtractSignals(signal, signal_copy);</span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<span style="color: purple;"><span style="color: purple;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><span style="color: purple;">} </span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<hr style="margin-left: 0px; margin-right: 0px;" />
<span style="font-size: small; font-weight: bold;">Experiments</span><br />
<span style="font-size: xx-small; font-weight: bold;"><br /></span>
<br />
<span style="font-size: xx-small;">I wrote several methods to apply this analysis to the function graphed in Fig. 4.12 on p. 33 in Ripples shown in <b>Figure 1</b>.</span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="325" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAewAAAGQCAIAAADjqMSNAAAgAElEQVR4nOzdZXwV1/r28Y1HICEBQoIFDSR4AgQJEtxdQ3B3OOc5lUNbtAq0QHFpaYuU4u7uDsHd3S1B73le0D+nUMj+TbvSndlZ16vz4azuwGTmu++ZWeteNkNHR0dHx7KxOfovoKOjo6Pz16MR19HR0bFwNOI6Ojo6Fo5GXEdHR8fC0Yjr6OjoWDgacR0dHR0LRyOuo6OjY+FoxHV0dHQsHI24jo6OjoWjEdexRmw2fa7q6Lwj+sLQiY+x/SF/7RM+++yzP/+3f/7MmTNnBgYGuri4hISErF+//i//hWfMmBEQEPDqc9atW/fOP9HRiYtoxHXiY/5m3b1z505fX9/3fcgf/7xhw4ZRUVHR0dETJkzw8/P7yz8xMjLy7Nmzjx8/njp1qq+v7zv/REcnLqIR14mPeWcRbRjGzp07g4KC3NzcPvjgg/cZHR0dnS9fvjVr1hDEX+fkyZPZs2d/3/gPPvjAzc0tb968u3fvjuWvHRMTM2vWrPz588fyJzo6aqMR14mP+fPjlFf/Izg4eMyYMY8ePRo1atT7jO7Zs+ewYcOM95fzf/7zK1euBAcHz58//33jR40a9ejRoxEjRoSEhMT+d06dOvXWrVvf9yc6OsqjEdeJj3lfJe7i4vL48WPDMB49ehSL0bE/Un/rD7dv3+7v7//LL7/E8pd5/UNdXFxi+Wu/eniSI0eOWP5ER0dtNOI68THvQ/xVJf748eNYKvFYPuTPfz5+/HgfH58VK1bE/jmvf+j7KvGePXtev3798ePH06dPz5Qp0zv/REcnLqIR14mPieWZeGBgoKura48ePdzd3d858s8f8sf/8VaR/tafPHjw4J0/+oMPPnB1dX39TPzPYyZNmuTn5+fu7l6iRIktW7a88090dOIiGnEd6+XJkydDhgwpVapUXHz4+74/dHTiZ/TZqWOx2Gy2xIkT58+ff8+ePf/YT/xnfpCOzl+IPjt1dHR0LByNuI6Ojo6FoxHX0dHRsXA04jo6OjoWjkZcR0dHx8LRiOvo6OhYOH8L8Viabf79VqI6Ojo6Onbzt4SNpdmmtltHR0fnH4gCat/ZbNNms3l6enp5edWrV+/ChQt//6fo6Ojo6Pw5fxfx2JttXrt2rU+fPuHh4X/+T3R0dHR0XuevI/yX/8vXib3Z5r179141Kvrfj9RPWvRBMAxDHwTDMPRBMAxDH4S/dwT+1rGz22zzzp07H330UVhY2Bs/MsH/wgx9EAzD0AfBMAx9EAzD0AfBgYj/udmm7c2enx4eHtWqVTt9+rSqv67TRB8EQx8EwzD0QTAMQx8EByL+F39kgv+F6ei8jr4cDH0QNOI6Ojo6lo5GXEdHR8fC0Yjr6OjoWDgacR0dHR0LRyOuo6OjY+FoxHV0dHQsHI24jo6OjoWjEdfR0dGxcDTiOjo6OhaORlxHR0fHwtGI6+jo6Fg4GnEdHR0dC0cjrqOjo2PhaMR1dHR0LByNuI6Ojo6FoxHX0dHRsXA04jo6OjoWjkZcR0dHx8LRiOvo6OhYOBpxHR0dHQtHI66jo6Nj4WjEdXR0dCwcjbiOjo6OhaMR19HR0bFwNOI6Ojo6Fo5GXEdHR8fC0Yjr6OjoWDgacR0dHR0LRyOuo6OjY+FoxHV0dHQsHI24jo6OjoWjEdfR0dGxcDTiOjo6OhaORlxHR0fHwnFaxF++lJcvJU7/Mjo6CS3z5+trKt7FaRGvXl1u3tQnnI6O/ezcKStXooslVSo07MgRaddOX33/UJwW8WrV5MYNfRrp6NjPpEkyYIBKxKOipGlTNLJMGX2R/t04LeK6EtfRgUROniwDB6KRHh6KEU+SRF+kfzdOi7iuxHV0PD3RJcArcYj4wYPqEe/SRV/O745GXEfHaZM6Na3E1SIeF5V40qT6cn53nBlx/ThFxykzYYLs3o3ObYj4pEn0cQos7XklzmnWiL8v8RHxGTNmBAQEuLi4hISErFu37o0fqStxnQSfnj1l0SLFiMNKHCLOK3HliM+ZI9evJ6wLPz4iHhkZefbs2cePH0+dOtXX1/eNH6krcZ0En169KOJeXo6pxOMC8WTJ0MiICNm3L2Fd+PER8VeJiYmZNWtW/vz53/iRuhLXSfDhlThHPP5X4hrx9yWeIm6z2Ww2W+rUqbdu3frnP3+dWD5BV+I6lsvXX6Mz1oGVOHw+wxGHNPORERGyd2+CuPChhHY+ROFf6M959TglR44cb/zIOKjEg4MTxK9cJ/7HzQ2dij17ysKFaKS3t+JK3IGIJ0+uuBKvUcNJLvz4iHjPnj2vX7/++PHj6dOnZ8qU6Y0fGQeIwytHRyeuwxGHlXjCRBxW4nC6ZPxPfER80qRJfn5+7u7uJUqU2LJlyxs/UiOu47xJgIhDmvlIXolrxI34P08cIu7u7iS/Sx2rB56KDkQcPmSPC8RTpNCV+LvjzIjDF5sacZ14EuWIp0kT3xFPkUJE6EgyTHkl/uyZPH8er4lwZsR1Ja4TH/LRR/LwocpT0RKIN2kS3xGH0yUHD5bx4+M1Ec6MOKzEU6aM178hHaunalW5dctJEIfPZw4cMFGJw81bHIj4hAnxmghnRhxW4hpxnThN1apy+7bKU5FPMUyb1jGIm3qcAhF3cdGV+LvjtIjbbBpxnXgRXolzxGElrhxxWNrzStzFRV68UIw4fLEJZ9poxBVHI65juThTJQ4R55W4iwt9bai8EteIG/EfcdjMDO44paPz18IrcXgqWqIShy82IeIi4uoa3yvxggUdI4lGXCOuE7dxIOLp0sX3StzVVZ49sz/y5UsTiDuqEocP2ZXHaRFPlEiuXdOI68RVYmJk+HB05sQF4vBxinLEYWnPK/G4QBxW4nC6JEccfisoj0bceRZu6fyTuXdPKldWjDg8FXkl7uNDEe/fXyXifJ64q6s8fWp/5IsXAnsSaMTN/bcK/x70R5pB/OpVjbhOXMUU4vDFJkccVuIccQdW4soRh49TNOJGPEc8cWKNuE4cxskqcYg4fD7DEXdzkydP7I98/lx9JQ7nvGvEFcdmc42IQEcqcWK5ciVev47QsXQsUYmnT4+GTZxoAcThclZeiStHHJb269dLv34qzbEc4u6VKlHEL1/WiOvEVeKiEoenonLEeSUOS3uOuLu7xMTYH/nsGUW8WTOHVeIQ8aVLpXt3jThIkiSKEZ8yJaFs+6RD4kyIT5xIX2zGf8T54xQ4XVIjrjg2mxtH/NIllU+yevWSBQs04jq/5/5950HcsZV4dLT9kU+fClzOyitx5YjD0l4jbqISV4t4794acZ3/JS4qcXgqcsR9feN7JZ4ypTx+bH/kkycUcQdW4hpx9iNxJZ40qVy8qBHXMZ0cOdBvOS4qcXgq9uihGHE+TxyW9g5EnFficLqkcsSXLUvoiNNKXCOu89cCVwbyStxmc1gl7uenuBKPC8QfPbI/MiZG4HJWXokrRxyW9kuXSrduaOSXX8ITzGKIm6jEL1xQ+Tqid2965ehYOnGBONyfBJ6KvBJ3IOKNG6ORqVIpRlx5JT5okGLEeSUOT0XLIU4r8WTJFCOuX2wmkMBFJQkTcfh8Zv9+WomnSoX2rouOVo84nPPuwErcWRGnlXiyZHL+vK7EdUyHI26zoZGJEtHW9k6DOH+cwhGHK6GUI84rcVja8xebzoo4rcSTJ5dz51S+jtCVeAKJAxGHpyJHPEMGxYjDb4X9++njFA8PefDA/sjHjx2GOK/ElSMOT0XrIQ6vHOWI6xebCSRwUcnduyYQh63tOeLwVISIT5igGHFeiTsQcThdMi4qcfg4xVkRT8kRP3tWV+I6psMRT5TIYYjDSjxjRgtU4vfv2x/56JHAlVDNmsmePSoR15W44sQF4vB1hK7EE0gg4nfuUMQTJ6at7eGpyCtxiPiECbQlEyztOeKengjxhw9NIK68Eh83TuXzGV6Jw1PRcoingldOihRy5ozKK0dX4gkkcFGJMyHOK/G4QPzePcWIw0ocTpfklThHHFbiCR1xFxfFiOtK3NI5flzmzEG/Poj47duSODFFHLa2h/fj/HFKpkyKK3H4rcART51a7t61P/LBA4EroZQjritxxbHZPDjip0+rvHJ69dJTDC0cfuXEBeKwtT08Fbt3p/UERHziRPWIw8eecYE4fJyiHHH4fEb5qWg9xOGVExeI60rcuuHL5OCVc+sWRTxJEsWI88cpmTM7phLft88E4nfu2B95/z5FvGlTWonDOe98dopGnP1ImydH/NQplTdBGnFLh185cGXgzZuSJAkamTQpbW0PT0VeiUPElVfi+/bRFwYccbgSij9O4YirrcSXLNGIM8RdXTXiOv8Lf5sU/xF3YCUOn8/s3UsR9/JCe9fdu0cRj4tKHCIOn88oPxUth3hqeOW4usrJkxpxnd+j/Mq5ccME4rC1vfJKPEuW+I64tzdFHE6i54jDOe/KEeeVeEJH3M1NTpxQeROkEbd04gLxpEkVIw5PRV6JK0cclvZ79tAXBt7eqE/v3bvOg7jyJ3uWQ9xLI67zF8IRh8u7r1+niCdLRlvbw1Oxe3eZPx+N9PdHw8aPl88+i9eI37ljAcTh8xldiXvDK8fNTY4fdwziGzZo6+NdePmTABHnlTgs7XfvpoinSYP69N65I3A9R9Omsns3GgkXLilHXPmp6LSIu7tTxOFNEEccLi3T+SejvBK/dk2SJUMjkyenre3hqejASpwjDu+Y06RBLR5v3zaBOKzEHYU4r8SdFfE0HPFjxxyDOJzQqvNPhpc/8DvYFOKwtb2jEJ8wQTHiu3apRxxOorfZKOJwuuTAgRRx+HxGV+Jp4JWTMiVFHH5/9uypEbdw+GIfiPjVq+oRh6ciRzxrVsWVOPxW2LmTPmtKmxa1eLx1ywTi8HGKoxDXlXhajvjRoyqvHF2Jx8+UL6+4/IG/vitXJHlyNDJFCtraHp6K3bppxN8bByIOn89wxGE94bSIp0qlGHFeicNVCTpKAk/0ZcucB3FeiWfLphhx+K2wYwdFPF061OLx5k2Bk+htNtm1C42Ec94diDg8FR2G+MyZMwMDA11cXEJCQtavX//W3+l13v6RtnTwykmVSo4cUXkTxCtxjfg/GYg4f7EJr5zLlyniLi6otb2IwFORV+IQ8XHj1CMOiy3liCdKpB7xsWM14u9Kw4YNo6KioqOjJ0yY4OfnB/9OphA/fFgl4j170itHI/5PBp7oyh+nXL4sKVI4BnFeiWfP7phKfPt2E4iTPr03bphAfOdONBLOedeVuP2cPHkye/bsb3yuzebp6enl5VWvXr0LFy68+X/5qEWcXzm6Eo+f4YjDShz++i5dMoE4aW3/8qWJSnzePJWIjxsnn36qsrTfvp3epvj4IMSvXxc4iT5xYvWIw0ocPmR3NsSvXLkSHBw8f/78P/9f165d69OnT3h4+Bs/0uZjs8W872HLH+PhIYcOIcTh9yevxOHSMh0lUV6JOxBxeCoqR3z8eMWIb9tmAnHSp9cU4jt2OAnisZ+KsTx25vm7iG/fvt3f3/+XX35534B79+65u7u/8SNt6eGV4+mJEOdXTq9eGvH4GGiucsQvXhQXFzTS1RW1tn/xQj3iOXI4phLfto1+w6VPjxC/dk3gJHqOOJzzzhGHD9mXLJGuXVWeig5DfPz48T4+PitWrHjfgDt37nz00UdhYWFv/EhbenjleHrKwYPoyoHfn3x2ikb8n4xyxOGvzxTipCvy8+f0VHQg4rC037rVBOKkTy9HPEkS2b5dJeIDBmjE3/+D/5gHDx68/qu8+hMPD49q1aqdPn36zf/KF145qVOrRxxW4nB9sI6SOArxCxco4m5uDkM8Z07FiMNvhS1bKOK+vqjF49WrAudfJkki27ahkXDOu67EFccU4lFRKq8cjXj8DDSXIw5/fRcuiKsrRZy0tn/2jJ6KXbtaAHF4nSpHPGlSxYjzShw+ZF+8mCIOz23LIe4HrxyOOPz+1IjHzzgK8fPn1SMOT0VeiefKRRH/5BOViG/ebAJx0uLxyhUTiG/d6iSIw1PRmRE/cEDllaMRj59xFOLnzombGxrp7o5a2z99Sk/Frl1l7lzHIA5L+82b6Tecnx9FHM6/TJaMIg7nvA8YIGPGqHzIrhHPAE8OLy+KOPz+5IjDJg86SgJPdD6vy4GIw1ORP06BiI8dqxjxTZtMIE769F6+bALxLVsUIw4rcY04+5G2DPDK8fKS/ftVXjka8X8yy5bJpk0qT3ReicNf39mzFPGUKVFr+ydPTCAOK/GAgPiOeIYMFHE4/zIuENeVuMrYbBnhlePtLfv2qUS8Rw9a/mjE/34GD5bx41We6LwS54i7uyc4xGFpv3Ej/YbLkAH16b10yQTimzejkXDOO0ccPmTniOPGjVZDHF45adIgxJ88Efj92aMHrcRhkwedWPL55xRxeKLzShz++s6coYinSoVa28fE0FORI547d3xHPGNGhPjFixTx5Mk14ibiEMQzccT37lV55WjE/8nwShye6LwS54inTEkRJ12RLYE4LO03bKDfcBkzoj69Fy/S+ZcpUtAHcXDhUv/+FHH4fIYjjrvvOiniadNSxOH3J3+cohH/+4n/lfjp04oRj46mp2KXLjJnDhqZJw8aNmaM9O1LvxVE7I9cv94E4qTF44ULJhDfuDG+I96lS4JGPDO8ctKmRVvt8SuHV+KwU8/hw3RVQgJMXFTisPyBvz5TiJPW9o8fOwzxsWPVIw4PTqZMFHE4/9LFhSIO57wrR3zRIo24asThoeeVOFTghx+kf3+N+LvDEYcnOq/EfXyQU6dOSapU6AM9PCji8FTs0oU+TomLSvzlS/sj160zgThp8Xj+vAnEN2xwDOLwITt/nAIlsRziWTjiZKs9fuVoxP/JKEecV+Lp06tHnLS2f/TIBOKwEg8MVFyJ58lDEYcHJ3NmijicuhMXiI8erRJxXok7LeLw5EiXzmGIw3ZrGvFYEheVOEecOHXypMDNyD094zviY8bIf/9LEX/xwv7ItWtNIE769J47ZwLx9evRSDjn3YGIw3rCcoj7c8TJVnuPHgk89BrxfzIccVitmKrECeInTphAnLS2f/iQnoqdO1PEg4LQsNGjHYZ4liwUcTh1x9VVMeL9+lHE4ZtSjbg/vHJ8fNAuTRzx7t014v9cHIs4cYojnjq1YsR5JQ4R58/EAwPl+XP7I9esoQcnSxbUp/fsWROIr1uHRsI577wSjwvEST1hOcSzwpMjfXqE+MOHAg89Rxy2W5s8WSP+3jgQcV9fhPjx4+LpSREnre0fPKCnYufOMns2Gpk3r+JKXDni/v4I8TNnKOJubooR55U4fMiuETeBONmliV85yhHXlXgs4YjD+x5TiBOnTCFOuiJbAvGgIHn2zP7I1avpwfH3R316z5yh8y/d3WXtWjQSLlxyIOKwnrAc4tngyeHrSxGHh757dzqvS1fifz8ORNzPDyF+7Bh1yssLIX7/vnrE8+VTjHjevPL0qUrEs2ZFiJ8+7VSId+6sEQfx9UVb7d2/bwJxWInDnpkJsxKHl6JyxPnkXD8/VGweOyapU1PESVfke/foqWizxXfEV62iBydrVtSn9/RpOnUnZUpZs0Yl4p99JqNGoZHwTenChRRxWE9YDvHs8OTw81OPOKzENeKxBD4N44jD+x5TlThx6uhR6pS3N0UcKmCzyaxZaGT+/BTxjz+m3wpPntgfuXKlCcRJi8dTp0wgvno1Ggkby/Trpx5x+DjFWRHPwREni9r5laMRVxJHIc4bVmTIQBGH+9h6e6PW9nfvOhXi8OBky0YRh1N3lCPOK3H4ptRUJU5uCq2HODw5lCPerRtFHPbM1IjHkrioxDnixKkjR6hTadIoRjxRIvntN5WIjxplAvGYGPsjV6wwgTjp03vypAnEV61CI2FPAl6JK0cc1hOWQzwnR5xstXf3rsBDzytxjXgsga80OOLwvodX4hkzIsQPHxa4vSdsbX/nDj0VOeIFCiiuxPPnp4jDg5M9O0UcvvVNlQohLiIQcV6Jw4fsGnGKeIYMihHXlbiSWAJx4pQDEU+cWGbOVIk4r8Tz55foaPsjly83gTjp03vihAnEV65EiMOeBA5EHNYTlkM8Fzw5MmZEW+3duSPw0HPEYePjhDnFMP4jnikTQvzQIeoUbG1/+zY9FTniBQuiYd9/Lx99pBhxuG1ejhwI8ePH6QQEDw+E+MuXJhD//nuViC9YIJ06acRBMmZEuzTxK0c54gmzEofvpQcPlnHjVN73mEKcOHXoEHUKdkXmp2KSJPLrryoRHzWKIl6ggDx+bH/ksmUmECd9ejninp6yYgVCHPYk+PRTijh8U8orcVhPWA7xAHhyZMpEEYeHvls32rACNj5OmJU4RxxW4o5C/OBB6lS6dAjxW7foqZgkicyYgUYWKqS4Ei9YkCION+vImRMhfuwYfesLEX/xgjaWUY44r8Q14mirPX7l8EocIq4r8ViivBLna50zZ0ZOHTxInYJdkfmpmDSpIxF/9Mj+yKVLTSBO+vRyxFOnluXL7Y98/lx9JQ7flJpCnNQTlkM8N0Q8c2aKODz0Xbs6rBKPjHQe65UjDh9e8Uo8c2bkVFQUdcrHByF+8yY9FZMmlenT0cjChSniH35IvxUePrQ/cskSgX3ec+VCLR6PHjWB+LJlCHHYWMaBiGfO7KSIwysnc2a01R6/cvjjFNi9nlfisDWzJQInFylHnDesyJKFIg6d8vFBre1v3KCnYrJkjkXc/jCOeEAARRxO3fHyQog/e2YC8ZEj0Uj4pnT+fBOIk5tCyyGeByKeJYtixHklDhGfPFn69dOIvzuDBlHE4X3P4sUmECfF5oED1Kn06SniUIFkyWTaNDQyOBgNGzmSIl64sDx4YH/k4sUCWwQHBKA+vUeOmEB86VKEOGwswytx+OvjlXiWLE6KOLxysmRBW+3xK4cjDhsfO1Ml3qkTag9imKnE4YtNiDivxP39KeLQKdja/vp1hyHOK3EHIg6n7nh7I8SfPqWIf/IJrcThQ/b586VjR5U3hZZDPBAi7u8vGzbYH2YKcdg6DiLOn4nDpeoOTPPmaAKGYRhwhqgDK3F/f+TU/v3UKV9fijhUIHlymToVjQwJoZX4Bx/Qb4X79+2PXLSIHpzcuVGf3sOH6Vtfb29ZsgQhDnsS8Mcp8NdnqhIn9YT1EIcnR9asaKs9fuV06aIecfg4Jf4jHhmpGHH+TBw+vDJViRPE9+0zgThpbX/tmsMQHzFCPeKwRTBE/NAhxYg/eUIRd2AlDm8KLYd4EEec7NLErxz+OAW2zHaySpxMwDDioBJXjnjWrMipffuoU7C1/bVr9FVbihTyyy9oZJEiiivxkBC5d8/+yIULTSBOHsQdOkTfXaVJI4sXI8RhT4K+fSni8NdnCnFST1gPcXhycMThoeeVOEccVuJwqboDwx+nwBmiHHF436Mc8b17qVOwtf3VqyYQ//lnlYjzSpwjDrtL5smDED94UDHiMTEUcV6Jc8RttgSNeF545WTLhnZp4ldOXCAOK3GNeCyBiPO1zlmzIqf27qVOwa7I/FR0caGIFy2qGPEiReTuXfsjFywQ2NMmTx7Up/fgQfruKm1aWbTI/sjoaIE9Cfr2lREj0Ej4pnTePIo4rCc04vQlNUccbkGiK/FY4sBKPFs25NSePRTxDBkQ4leu0FPRxUV++kkx4pCVIkXkzh37I+fPp4gHBiLEo6KcCvFEieip6JSI54NXTvbsaKs9fuU4EHG4ytGB4S82OeJjx6q871m4kE4J4IhDp2BX5MuX6ano6koRL1ZMMeJFi1LEYTuEoCDUpzcqir67SpdOFi60P/LxY4E9CTji8E3p3LkmECc3hRpx+pK6Sxe6JxbcgsSZEOeVOFyrxStxiPiiRRTx7NmRU7t3U8QzZqSIw1PRzU2mTFGJ+PDhlJWiReX2bfsj580zgTjp03vggAnEFyyI74gnTkxPRadEPD+8crJnR1vt8StHIx5LeCXuKMR5JZ4jB0UcOgVb21+6pB7x0FDFiBcrRhGH7RDy5lWMuI8PQvzRI4E9Cfr2leHD0Uj4pnTOHBOIk5tCp0U8Rw6KODz0nTsrRnzSJIo4XOV49Ki0bq2Yezi7kU8xhGu1Bg6kj1PgwytTiBOndu2iiGfKRBGHp6K7u/z4o0rEv/uOslKsmNy6ZX/k3LkmECdf//v307e+Pj4yf77zIE7qifiI+MyZMwMDA11cXEJCQtavX//Gj7QVgFdOzpxoqz1+5fAtxuE+UsoRP3RImjRRjHjSpOgDeSUOEeeVOEccTs6FiO/cSZ3KnBm1tr94UT3ixYsrRjw0lCIOV9Lmy4fOnH37KOLp0yPEHz4U2JPgv/+liMM3pbNnS5IkKm8K4yPiDRs2jIqKio6OnjBhgp+f3xs/UjXiFy/Sl9Q2G92d1pkQT5Ysvlfi8L6HV+I5cyKnTCFOuiLzUzFlSvnhB5WIf/stZSU0VG7etD9yzhwTiJMzZ98++tbX11fmzXMexEk9ER8Rf52TJ09mz579jR9pKwivnFy50FZ7cYE43EfKyRCHlThccMtnpzgK8R07qFNZsiDEL1wwgfjkyfZHikiJEugDhw2jrBQvThGHK2nz50eI792rGPEHDwT2JOCIwzels2YJvMG1POJXrlwJDg6eP3/+Gz/SVtBmu2j7v8Tyn+fKhXZpunCBvqROlIjuTqsccbhUnSMOXwYajkNceSW+YAF9nJIzJ3LKFOKkKzI/FVOlQoi/fGkCcchK8eJy44b9kbNnm0Cc9Ondu5e+9fXzQztw3b9PEf/4Y/nuO5WI//YbPdqx1xO2P4R82rs/5C//l3azfft2f3//X3755e0faSsEr5yAAAsg/tlnjkEcPgA1DCN58vheicOHVxzxXLmQU9u3U8T9/RHi58+bQHzSJIR4yZLoA4cOpS8/SpRAB2fWLIGLsAoUQIjv2UNfGHDEYbE8QgUAACAASURBVE+CuEAc1ka5cqGbwviI+Pjx4318fFasWPGOH2kGcbLV3vnz9CV14sR0i3G4j1RcVOKNG6OR8N7ZcBzivBJ3IOKw2PT3R63t+ano4YEQf/GCI05ZKVFCrl9XiXjBgqhPL0c8QwbUqO7ePfWIw1/fzJkmECc3hfERcdubefP/KgwRz53bAog7qhKPC8Thi03YNYEjDu97OOIBAcipbdsUI37uHH3V5uEhEycixEuVQh84ZAhlpWRJuXbN/sjffhP4yK5gQdSnd/du+sIgQwa0svrePYE9CeICcXhZBQRYFvHYfqStMLxycudGW+3xKydJErrFONxHauJEijhcqu5YxGElzhEfM0Yx4nBlee7cFHFYbMLW9mfP0lPR0xMh/vy5CcThL1o54oUKKUY8Y0aE+N27FPGPPpJvv0Uj4a/v119NIE5uCi2HeDBEPE8exYgnTaoYcf44xYGIp0ihuBKHXRM44vC+xxTixKmtW9UjDl+1pU4tEyYgxMPC0Ad+843AX3SpUnL1qv2RM2cKnL9fqBDq07trF31hkDEjWs9x967AngQff0wRh7++X3+lRzt3bidFHF45gYFoqz1+5SRNSrcYh5sB8kocLlXniMO3WIYZxGElzhGHj1Mg4ryJc548FHFYbMLW9mfOKEb82TMLIF64MEJ8506KeKZMCPE7dyjivBKHv74ZM0wgTm4KLYd4iFrE+ZXDd6dNmIirrcQHDFBcic+fT9uD5MmDnNqyhToFuyKfOUNftXl5oV2knz2T0qXRB379tbi4oJFhYXLliv2Rv/4qcOpn4cKoT+/OnfTdVebMaD3HnTsCexJ8+CFFHP76ZsygRxveFFoPcVj+BAWhrfb4lZMwEYdnW0QERRy2vuGPU+DDK97EGSK+eTNFPHt2hPjp0yYQJz0Jnj6liH/1FWWldGmKOJw1FByMEN+xQzHit28LXM7KK3H465s+nR5teFNoOcSLwCsnKAjt0sSvnGTJ6O60cEdXjjhcqs6nGMKpCAZGnD9OgYjzShwizvt/BgYipzZvpuuMYFfk06fpqzZvb4p4mTIUcVdXivjly/ZHzphhAnHSp3fHDvruKksWtJ7j1i2K+IcfyrBhaCT89U2bRo82rCcsh3hRiHjevBRxeOgtgTisxJUjHv8rcVOIE6c2baJPDHLkQIifOmUCcfLC4MkTKVsWfeCXX1JWypRBB2f6dIGzhkJCEOLbt6tHHC5ntdkchnhgoJMiDq+cvHnRLk38ykmenG4xDnd0dWAlnjy5iKCR8Gzjz8Rh/zJeicOHV3Pm0PYgQUEUcVhswq7Ip07RV21p0iDEY2JMIO7mRhG/dEkl4kWKoD6927fTd1f+/mg9x82b6hGHv76pU+nRhjeFlkO8GEQ8Xz6KODz0cYH4p5+ikXCV48GDDkOcV+LKEYf3PaYQJ05t3EgRz5kTIX7ypAnEycGJiZFy5dAHfvEFZaVsWbl40f7IadMEvnCGiG/bph5xuJzVZpOhQx2DeFCQkyIOr5x8+dBWe/zKSZGCbjEOd3SdMIFW4hBx/jgleXJ5+dIxlThsQjlggIwerRLx2bNp1yGOOCw2YVfkEyfofIm0aRHi0dEmEHd3dwziRYuiZuvbttF3V1mzovUcN26oRzw0FNVGv/xCjza8KbQc4qEQ8fz5KeLwynFxUYw4f5wCVzmaqsQJ4iK0ZOCVePxHPG9e5NSGDRTxXLkUI54uHTo40dESHo4+8PPPJWVKNLJcOblwwf7IqVMFvqsoWhT16d26lT72zJoVree4cYMuZ02USIYMcQziefM6KeLwyilQAG21d+IEfUnt4kK3GIebAU6YQB+nQMR5JZ4ihbx4oRJxB1bi8OHVrFm0PUi+fBRxWGzC1vbHj9NTESL++LEFEC9WDCG+ZQtFPFs2hPj16+oRL14c1UY//0yPdt686KbQcogXV4s4v3JcXeM74rwSh4i/fKm+Eof9y/r3dyTixKn16ynisCvy8eP0VZuPj4wahRAvXx594ODBkioVGhkeLufPo2ITvnAuVgz16d2yhT72zJYNree4fp0uZ02cWL75xjGIw3rCeojDK6dgQbTVHr9yXF3pFuMOrMQ54s+fI8ThfZ9yxJVX4r/9RrsO5c+PEF+3jhabuXMjxI8dM4H499/bH/nokXrEy5eniMPHXKGhCPHNmyni2bMjxK9do4gnSUIRL1EC1UY//USPtrMiXkIt4vzKcXOju9PCHV054nCpOq/EXVzk2TP7I1+8cBjivBKHbyBMIU6cMoU46Yp87Bh91ZY+PUW8QgX0gYMGiYcHRfzcOVRscsRJn97Nm+kLgxw50HqOq1fpctYkSeTrrynipDaaMoUiDusJ6yEOr5xChdBWe/zKif+I80ocIv78uXrEYRNK5YjPnEm7DhUogJxau5Y+MciTByF+9KgJxEeOtD/y4UOpWBF94MCBFPEKFdDB+ekngXdIxYsjxDdtchjiSZPKV1+hkSVLUsTh0XZWxEtyxMkuTfzKcXenW4zDHV054nCVo6lK/OlThDh8eBcXiJPHvgZ+eMX7f8YF4qQr8tGj9FWbry9C/MEDE4h7elLEz55ViXiJEqhP76ZN9N1VzpxoPceVK7QngSnESW30448U8QIF0E2h9RCHV07hwhRxeOXEBeKffBKvEX/2zATiZKdEwzBgE0qOOLzv4YgXLIicWrOGPjEIDESIHzliAvERIxDilSqhDxwwQFKnRiMrVkQHZ8oUgXdIEPGNG9UjDpezJksmX36JRpYqRRGHX5nOingpjjjZao9fOSlToi3GDcOA23KPH+8wxF1d5ckTxYjDStxRiPP+n3GBOOmKfOQIfdXm54cQv39fPeKVKsmZMwhxeIdUsiRqtr5xI313lSsXWs9x+XKcIE5qox9+oIgXLIhuCq2HOLxygoMp4vDKSZVKPeLwcQpcqq4c8adPnacS54gXKoScWr2aPjEICkKIHz5sAvHhwxHilSuj5Sf9+4uXF0X89GlUbHLESZ/eDRvoY89cudBU4MuX6XLW5Mnliy/QyLAwijj8ynRWxMMg4iEhaKu9w4fp+41UqdAW44ZhwG25eSWuHHE3N4mJQYjD1+gccdgOvl8/ijh8eDV9Om0dFxeIk9b2hw7RUzFDBoT4vXtSpQqaucwRr1yZIg6/XEuVQoivX08RDwhAiF+6FCeIk9po8mQTiJObQushDq8ciDi/cjw8EhziT55QxJs1U4w4r8SVI164MHJq1Sr62Bd2RT50iL5qy5gR7b/OEe/XT7y9KeKnTqFikyNO+vSuX08fe+bOjdZzXLpEl7OmSCGff45Gli5NEYdfmYUKOSfipSHiRYqgrfb4lePhgbYYNwwDbsvNEYdL1U0hHh2NEIev0XklDtvB80ocPryaNo2uPg0OdgziBw+aQJzsNXP3rlStipaf2GwCN+OuUoUiDr9cw8IQ4uvWKUb84kWKuIuLCcRJbTRpkgnEyU2h9RCHV07RoghxfuV4eqLdaQ0rIO7uLo8f2x8ZE0MR55U4R5ysZzHiBnHi1MqV9LEv7Ip88CB91ZYpk8MQr1pVTp5ExSb8vYSFoT6969bRFwZ58qD1HBcu0OWsLi4yeDAaWaYMqo0mTqT3PfCm0HKIl4GIFyuGttrjVw5HHG7LPW6c9O0brxGPjnYexKdOpQuXQkKQUytWUMTz50eIR0WZQJxsU3DnjlSrhpafJEokcB/XatXQwZk0iSJeujRCfO1a+tiTIw6Xs7q6yqBBjkEc3hRaD3F45UDE+ZWTOjXaYtzAiI8fTxGHS9UPHpRGjSjijx4hxOFcKI443NPjs88o4vANBO//yRGHj31hV+SoKPqqLXNminj16gjxxIlNIH7iBEIc/l7KlEF9ejnigYFoPcf58+oRL1sW1UYTJtD7HnhTaDnEy0LEQ0PRVnv8ylGOOK/EIeJRUYoRf/zYYYjzSpwjDqdLhoQgp5Yvp4gXKIAQP3DABOJkm4Lbt6V6dbT8JHFigVsAVq+ODs7EiYoRX7OGPvbkiMPlrG5uMnAgGlmunGLEQ0KcFHF45YSGol2a+JXj5YW2GDcMo3BhxYjDpepRUfRxSsqU8vBhvEb8s8/QynIDv4Hg/T+LFKGIw3d3sCvygQP0VVuWLAjxW7ekRg2EeJIkJhA/fhwhDn8vZcuiZusc8aAgtJ7j3Lk4QZzURuPH0/seeFNoOcTLQcSLF0eI799PrxxvbwsgDitxiPijR3RCa7NmsnMnGgk3ZuKVOLzv+flnOl2ySBHk1LJl9LFvwYIIcX4qZsmCtim4dUtq1kTLT5IkEbgFYI0acuwYKjbVIr56NX3syRGHy1nd3WXAADQyPJwiDr8yixRxUsRh+VOiBNpqb/9++pLa2xttMW4YRnAwGjZ2rMMQT5VKHjxQibjNRhGHe3rwShwizps4Fy2qHnHSFXnfPnoq+vsjxG/elJo10czlpEnVIw5/L+XKoWbrq1bRO+a8edF6jrNn4wRxUhuNG2cCcXJTaDnEw9Uizq+cNGkUI84rcbhUXTniDx9aAHF43/PTT3SmTbFiyKmlS+ljX9gVed8++qota1a0TcHNm1KrFkUcbjxSs6YcPYqKTfh7CQ9HfXo54vnyofUcZ89K5cr0trV/fzSyfHmKOPzKLFrUSRGH5U/JkmirPX7lpEmDthg3DCMkhFbi//2vwxC/fx8hDlcl2GyyY0e8RnzKFPp831GI791rAnGyTcGNG1KrFlp+kiyZwJ71tWopRrx8eYT4ypX0WRNE/MwZqVKFXiwccVIbjR1rAnFyU2g5xMvDKwcizq+ctGkdhjhcqh4VJTYbGunhgRB/8IAinigRRRxuzPTppxRxeN/DEQ8NRU4tWUIf+8KuyHv30ldt2bJRxGvXVo/4kSOo2IS/l/LlUZ/elSvpHXP+/Gg9x+nTJhDv1w+NrFABIT5mDL3vKVYsYSNeqhTaao9fOWnT0r1mihSxAOL37tkfef++CcS3b4/XiP/4I300FBqKnOKIBwcjxPfsMYE42abg+nWpXRstP0meXGC749q10cEZO5YiXqECQnzFCvWIV62KPtDTk15WFSui2ogjHhqKbgoth3gFeOVAxPfsoe830qWj3TyKFnUM4gcO0LPN01Pu3rU/7P59urQscWL1iJOW2Qa+7+GIFy+OnFq8mL67g12R+amYPTtFvE4dhHiKFOLnR36yUbu2HD6MEIe/l4oVUZ/eFSvoHXOBAmg9x6lTJhBPlIj+W0htNHo0ve+BN4VOi3hYGNpqzxKIw6Xq+/fTs83TU+7etT/y3j0TiG/bhkbC3fWUI/7DD/Suonhx5NSiRfSxb0gIQnz3bvqqLXt2tE3BtWtSpw5afpIihcBOmXXqoIMzZozA+1GI+PLl6hGvVg19YOrU9LKqVEkx4sWLOyfiFWH5ExaGdmniV46PD525XKwYGjZmjCMRv3MHIQ6XlsV/xHn/zxIl1CNOuiLzUzFHDoT41atSty5C3MXFBOKHDqlEvFIl1Gx9+XL6rKlgQbSe4+RJE4gnTkz/LaQ2GjWKPryCN4VOi3jp0gjxXbvo+4306R2GOFzluG8fPdsg4nfvmkB861Y0Eu6uxxGHWEyeTO8qSpRATi1cSB/7FimCEOenYo4caJuCq1elXj20/MTFRWCTtbp10cEZPVrg/ShEfNkyesfMEa9eHX2glxe9rCpXpojDr8wSJZwT8Uqw/ClTBm21Zwpx+KotNJQi/vHHjkE8dWq5fVsl4kmSKEb8k0/Q5jUGRnzSJIp4yZLqESddkXftok9pc+VCiF+5IvXro5nLrq4U8Xr15OBBhDgsZSpXRs3Wly6liBcqhNZznDhhAvEkSdDIKlVQbfT99yYQJzeFlkO8MrxyypZFiO/cSa8cX1+HIQ6Xqu/dSxH38kKI37lDmzwkSSJbtqCRcHe9Tz+liMOKb9Ik+oVUsiRyasEC+u6uaFHUUJOfirlyoW0KTCEOm6zVry9RUajY5IiTPr1Ll9JnTYULo6nAJ05IjRroA7291SMOvzJLlkzYiJcrh7baM4U4vMEvXhwNGz1aPeLwbPPyklu3VCKeNKls3qwScV6JQ8QnTqSIlypFEYc3AbAr8o4d9CltQADapuDyZWnQAM1cdnMT2NqhQQOKOCxlqlRBiC9ZQhEPDkaIHz8uNWuiD0yTRpImtT9SRKpWRbXRyJEmECc3hZZDvAosfyDi/Mrx81OMuPJKfM8exYjfvk0RT5aMIg531+OIFyuGNnSfOJH+W8LCkFPz51PEYVfkHTvoDX7u3BTxhg3VI37gACo24VVQpQrq07tkCX3sGRKC1nMcO+YwxEeMoPc9pUrFb8Rt/5dY/q8//78c8fBwtNUev3L8/CgrJUrQSvyjj9BIuFR9zx50thmG4eUlN28ixGGnnmTJZNMmxYiTvYANjPiECSYQJ07Nn0/f3UHEt283gTjZpuDSJWnYEC0/cXcX2NqhYUN0cEaOpIhXrYoQX7yY3jFzxGvVQh+YNq0kS2Z/5MuXUq0aqo044mFh6KbQwZX4+xB///iqsPyBiPMrJ0MGhLiIOArx3bsp4t7ecuOG/ZG3bjkM8b59KeKhoWhD9wkT6L+ldGnk1Lx5FHHYFXn7dvqUNk8einijRuoR378fIQ6vgmrVUJ9ejniRImg9x9GjUru2YsSrV0eIDx9O73vgTWE8RdzT09PLy6tevXoXLlx48/+qCq+c8uXRVnv8ysmQAbHy8qWULKkYcbjKcdcuxYjfvEk79SRLJhs3opFwi9S+fel9T2go2guYN3EuXRo5NXcufXdXogRCfNs2E4iTbQouXpRGjdDyk5QpBa4KbtRI9u+3P2zECIp49eoI8UWL6GNP5YinSyfJk9sf+eKFVK+ObnCHD6dfmaVLWxbxV7l27VqfPn3Cw8PfHF/NZtsRy6OY14GI8ysnY0a0xThHfNQo9YiTksEwjDRp5Pp1lYgnT44QFxGOOKzEixeniMN/S5kyFHH47g52Rd62jT6lDQykiDdujBBPlcoE4vv2oScG8CqoUQM1W1+0iN4xFy2K1nMcOSJ16lDEU6RAiNeogWqj774zgXgsN4WxPHbmiVvEDcO4d++eu7v7m+OrwfKnQgW01d7WrfTKyZQJIf7ihZQqpRhxuMpx507FiN+4QTv1JE8uGzagbzi4RaopxMlewOPG0X9L2bLIqTlzKOIlSyLE+akYGIi2KbhwQZo0QctPUqUSuCq4cWN0cIYPp1cBRHzhQvWI162LPtDHByH+/LnUrEkRh1+ZZcqgJ3vxF/E7d+589NFHYWFhb46vDhGvWBHt0rR1K32/kSkT2mLcsYiT+z7DMNKkkWvXVCKeIgVFHO6u99//oq9MwzBKlECIjx2rHnH47g52ReanYlAQQvz8eWnSBM1c9vAwgfjevSoRr1kTNVtfsIDeMRcrhtZzHD5sAnEXF/sjnz2TmjVRbfTttyYQJzeFjp+d8vp24PVf5dWfeHh4VKtW7fTp02/+V9Vh+QMR37KFXjmZMyPEnz+XsDDFiAcEoAkYO3ZQxNOmRYhfv24C8fXr0TccRJxX4iVLor2Ax46lXYfKlUNOzZ5NEYcNNbdsoU9pg4LQNgXnz0vTphRxsipYRJo0kT17ULEJrwKOOLxNCQ2liNerhz4wfXqKeK1aFHH4lVm2bPxG/C/+SFsNiHilSmirPX7lZM6Mthg3hfiHHzoM8atXEeIQPhcXWbdOJeK8EoeIjxmjHnH47g4ivnkzPRXz5kXbFJw7J82aoZnLnp5C1iKISNOmFPHSpdG/pVYt1Gx9/nwTiJP1HIcOSf366AN9fcXV1f7Ip0+lVi1UGw0bZgJxclNoPcRh+VO5MkKcXzlZsiDEnz2jp68pxMksuu3b0cM7wzDSpUOIX7umGPHnzwVukcoRL1UKbeg+ZgxtHRcejpyaNYsiDrsib95MX7Xly4caxytH/OVLadZMdu9GxSZHnPTpnT+f3jEXL47mNR08qB7x2rUR4kOHovsewzDKlXNOxGvylWBkqz1+5WTJgrYY54h//z1FPHdu9YhfuYIQh/C5usratYoRJw+vDIz46NH031K+PHJq1iw6AQMivmkTfUqbPz9C/OxZiYhAM5dTpxayFuHlS4mIQAdn2DApUwb9W2rXRojPm6ce8QYN0Af6+Ymbm/2RT55I7dqoNho6FH1lGoYRHo5uCq2HOCx/IOL8yvH3R4g/fUpPX1OIk1l027ahh3eGYfj4IMSvXlWM+LNnAve55oiHhaEN3UePpq3jIOK//Ubf3cGuyPxULFAANY4/e1aaN1eJ+IsXEhEhu3YhxMuWRf+WOnVQn9558+gdc8mS6G1KVJR6xOvUQYgPGZLQEa8Fy5+qVdFWe5s20fcb/v7yzTfod6kc8Tx5EOJbt5pA/PJl+yOvXDGB+Jo1KhH/+GMTiJO9gHkT5woVkFPKEd+4kZ6KEPEzZ6R5c7T8xMtLyFqEFy+keXN0cIYOVYz43Ln0jpkj3rAh+sAMGcTd3f7ImBipUwfVRkOGoK9MwzDKl0dP9hI64vzKyZoVbTH+5Ak9fUeOlA8+oIiTWXSmEL90CSEO4XNzQ4g/fSpwn2uOeOnSFHHYOg4iPnMmfYMNW9tv3Eif0hYsiHoOnzkjkZEIcW9vhPjz59K8uezciRAvVw79W+rVQ83WOeKlSqG3KQcOSKNGFPGUKRHideui2uibb0wgTm4KLYd4bVj+VKuGttrbsIFeOdmyIcRjYtQjHhiIEN+yBb2BMTDily+bQHz1aochTvYC/v572nWoYkXk1K+/0pcfsLU9PxUh4qdPS2QkWn7i7S1kLcLz5xIZiQ7OkCESHq4S8Tlz6LMm5YhnzIgQj46WevUo4nANdoUKToo4LH+qV0e7NG3YQB+NZcuGthiPiaE1iCnEySw6jnj69HLxIkIcVq/u7gjxJ08E7nP90UdoLpBhGGXKIMRHjnQY4rArMj8VCxVCPYdPnZIWLRDiadIgxJ89k8hI2bFDJeL166Nm67Nn0zvmsDD09b9/vzRuTBFPlcr+yMePpV49VBt9/TU62ga+KbQc4nXUIr5+Pb1ysmdHiEdH09OXIx4UhBDfvBm9gTEMw9cXIX7pkgnEV61C33BxgTjZC3jkSNo6rlIl5NSMGfTlB2yoyU9FjnjLlmj5SZo0QrbNe/pUWrRAB+ebb6R8ecWIw9uU0qUp4k2aoOUXmTJRxOvXV4x4xYpOijgsf2rUQFvtrV9P329kz462GOeIjxgh//kPRZzMojOF+IULCHFYvaZMKStXIsThPtcc8bJlEeIjRqhHHD4344jDU7FwYdSu8uRJadUKzVxOm1bIjktPn0rLlrJ9O0K8QgX0b2nQADVbnzXLBOLkzNm3T5o2RYhnziweHvaHPXokDRqg2uirr9BXpmEYlSqhm0LLIV4XIl6zJkJ83Tp65eTIgRB//JjWICNHotm+hmEEBaFZdJs2odfohmH4+SHEL15UjHh0NEXcZqOIlyuHNnQfMYK2jqtcGTk1fTpFHDbUXLeOPqUtXBh1OlOO+JMn0qqVbNuGis2KFSnipE/vrFn0NqVMGTQVeO9eadoULb/giDdsiBD/8kt0tA3DqFzZSRGH97C1aqGt9viVkyMH2mL80SOK+IgRFPG8edUjfv68SsRTpZIVKxDihQtTxMmlaGDEhw+nXYcqV0ZOTZ9OX35AxNeupadicDBC/MQJad0azVxOl07IZh1Pnkjr1ujgfPUVRbxhQ4T4b7+pR7xZM4R4lizi6Wl/2MOH0rAhqo1MIU5uCi2HeD1Y/kDE166l7zdy5aKIwxvJESPQbF/DMPLmRbPoNm5UjPiFC/QRBET88WP1iIeHow3dOeJVqiCnpk2jiMOuyPxUDAlBTXJOnJA2bVQiHhMjrVvL1q0I8UqV0L+lUSPUp/e33+gdc7lyaD3Hnj3SrBlafsERb9QIIf7FF+hoG4ZRpUrCRrx2bbTVninEP//c/rCHDyniw4dTxPPlQ4hv2IDmQhmGkSGDnDtnf+T58yYQX74cIR4cTBEnl6JhGOHhaC/g776jXYeqVkVOTZtGX35AxNeskSZNVCJ+/Li0aYOWn/j4oM06YmKkTRt0cL78kiLeuDFCfOZMepvCEY+IQIj7+0vq1PaHPXggjRqh2ogjXrUqerJnOcTrw/IHIs6vnIAA+fxz9IUMbyS/+w7N9jUMI18+NIvOFOJnzyLE4XNkDw+E+KNHFPFEiSji5cs7BvGpUynisCvymjXStCn6wCJFUJOc48elbVuViEdHS5s2smULQrxyZfRvadIENVvniIeHo/Ucu3dLRARafsERb9wYIf7553R/q6pV0U2h9RCHV06dOmirvdWr6ZWTO7cMHox+l7AG4Yjnz48QX78ezYUyMOLnzplAfNkyhHhICPrAxInRpWgYRvnyaC/gb7+lreOqVUNO/fILfflRqRJCnJ+KEPFjx6RtW7T8JH16tONSdLS0bYsOzhdfSJUqKhH/9Vd6x8wRb94czdzNmlW8vOwPu39fmjRBN7iff073t6pWzTkRbwARr1uXIt6sGUWcbDHOEf/2WzTb1zCM/PnRLDqOeMaMcuYMQhw+R/b0RIg/fKge8QoVKOKw61D16hRx+NwMdkXmp2LRoqi/wrFj0q4dQtzXF7Hy+LG0ayebNyPE4eb0TZuiZuszZtA75vLl0XqOXbskMpIi7u1tf9i9e9KkCaqNBg82gTi5KbQe4rD8qVcPbbW3ahW9cvLkQYjfvy+VK6P5p99+SzenL1AAIb5uHZoLZRhGpkwI8bNnTSC+dCn6hitSBH1gkiToUjQMo0IFtBfwsGEU8Ro1kFM//0yfm8GGmvxUhIgfPSrt26PlJ76+aLOOx4+lfXt0cD7/XD3i8DalQgWKeIsWaPlFtmwU8aZNKeJwa5Tq1Z0T8YZ8JRjZpWnVKomIoIiTLcY54sOGmUCczKIzhfjp0whx+Bw57WyGpgAAIABJREFUdWr1iJNZ+YZhVKyIEB86lHYdciDi8FQsVgz1VzhyRDp0QDOX/fxQn/dHj6RDB9m0CSFerRr6tzRrhpqtT59uAnFy5uzcKS1bIsSzZ5c0aewPu3tXmjZFtdGgQSYQJzeF1kMc3sNCxFeupFdOYCBC/N49qVIFzT8dNoxuTl+wIEJ87Vo0F8owjMyZEeJnzphAfMkS9A1XtCj6wKRJKeKVKqEN3TniNWsip376iT43gw01V66U5s0p4mRp7pEj0rGjSsQfPpQOHWTjRlRsws3pOeLwNqViRXTm7NghLVui5Rcc8WbNEOIDB9KtUWrUcE7EG/GVYGSrPX7lBAaiLcbv3pWqVRHiQ4eaQJxMhTaF+KlTCHH4MtDLSxYvVow4mZVvYMSHDKGt42rWRE799BOdgMERj4xEHxgaihA/fFg6dkQzlzNkQH3eHz6Ujh3RwRk0iCLevDlqtj5tGi22KlVCZ86OHdKqFUI8Rw5Jm9b+sDt3JCIC1UYDB9Ku+jVropvChI74ihX0ygkKMoE4mX86dCjd17hQITSLbs0aNBfKwIifPk0R9/ZGiN+7J8WKoQ9MlowiXrky2tB9yBDadahWLeTUlCkUcdgVmZ+KoaFoVdfhw9Kpk0rEHzyQjh1lwwaEeI0aFHHSp5cjXrkymgq8fbu0aoWWX3DEmzdHiA8YkNARbwzvYRs2RFvtrVghLVpQxPv3R7/LatUQ4kOGKEZ89WqKeJYscvKk/ZGnTplAfNEixYiTS9EwjMqV0V7A33xDEa9dGzk1ZQqdRQcRX76cnorFiyPEDx2STp3QzOWMGVGf9wcPpFMndHAGDqSb00dGIsSnTqV3zBzx1q0R4jlzSrp09ofdvi3Nm6PaaMAA2lW/Vi30ZM9yiDeB5U+jRghxfuXkzWsCcbKI4Jtv6L7GhQujWXRxgTic0ZEmDUL87l0JDUUfmDw5RbxKFYo4bB0HEf/xR4o47Iq8fLm0bIk+sEQJtKrr0CHp3Fkl4vfvS+fOsn49Qhzua9yiBWq2PnUqvU2pUgWt59i2Tdq0QcsvOOKRkQjx/v1pQ+aEjnjjxmirvWXL6JWTL5/064d+l9Wro/mnyhFftQqtSjAMI0sWOXHC/siTJ00gvnChSsRTpECXomEYVaqgvYC//poiXqcOcurHH+ksuho1EOL8VISIHzwoXbqg5SeZMiFW7t+XLl3QwRkwQDHiv/xCiy1TiJOZu7lyiY+P/WG3bkmLFqg26t/fgIjXro2e7FkO8aZ8JRhEvFUr9IH586Omg7dvS40aCPGvv6ZbYgYHo1l0HHF/fzl+HCEOZ3SkTYsQv3NHiheniJNZ+YZhVK1KEYet4yDiP/xAZ9HBrsj8VCxZEq3qOnhQunZFiGfOjBC/d0+6dJF16xDicHP6li1Rs/Wff6aIV62KzpytW6VtW5WI37wpLVqg2qhfP9qQuU4ddFNoPcRh+dOkCdpqb+lSeuXALcZv3ZIaNdD8U+WIr1yJViUYGPETJ0wgvmAB+oaDiLu4oEtRRKpVQ3sBf/UV7TpUty5yavJkijhsqLl0qbRurRLxqCjp2hUtP8mcGbFy75507YoOTv/+FPFWrSji8DalWjWKeLt2aOZuQICkT48Qb9kSIW6z0V6edes6J+LN+EowsksTv3I44jVrIsS/+opuiRkcjGbRccSzZpVjxxDicFoeR7xECYo4mZXPEf/yS4p4vXoUcTiLjiPepg36wFKl0KquAwekWzc0czlLFsTK3bvSrZusXYsQh5vTt26Nmq3/9BNFvHp1dOZs2SLt2yPEc+cWX1/7w27ckJYtUW1kCnFyU2g9xGH5AxFfsoReOXCL8Zs3pWZNNP+UIx4SghBfsQKtSjAMI1s2hPjx4xTxdOlk/nz0DQcRd3VFl+LLl1K9OtoL+Msvaeu4+vWRU5Mm0Vl0sKEmPxVLlUILAg4ckO7dVSJ+5w5F3Gajm9NzxOEdc40a6MzZvFnat0fLLzjirVohxBMlor0869VzTsQjIOIREWh/L+WI37ghtWohxL/8km6JGRKCpkKbQvzoUYQ4nJaXLp3Mm4cQL1mSIk5m5b94ITVqIMS/+IJ2HapfX9asQYjDWXQc8bZt0QeGhSHE9++XHj3QzGV/f8TKnTvSvTs6ODYb3Zy+TRvUbH3KFHrHXKMGOnM2b5YOHRDiefKIn5/9YdevS+vWqDZKnJgiXr++rFtnf5j1EIf3sBDxxYvplQO3GL9xQ2rXRvNPv/iCbsRTpAiaRbd8OVqVYBhG9uwI8WPHKOI+Pgjxmzcp4m5uJhAnG7pzxBs0QE5NnEgRh12R+akYFobmku7fLz17qkT89m3p0UNWr0bFJkec9OmdMoUWWzVroqnAmzZJhw5o+QVHvE0bijjs5Vm/PnqyZznEm/OVYGR/r8WLpV07lYhfv64e8aJFEeLLlplA/MgR+yOPHqXT8nx8ZO5chHipUhRxcik+fy41a6K9gD//nHYdatAAOTVxIp1FBxFftIieiqVLI8T37ZOePdHM5axZESu3b0vPnhRxuDl927YI8R9/VI94x44I8cBAyZDB/rBr16RNG1QbJUlC28A1aAAfXlkNcVj+QMT5lVO4MGo6eP261KmDFhF8/jndiKdoUTSLbtkytCrBMIwcORQjnj49QvzGDYq4uztFvFYtijjsOtSwIXJqwgSKOOyKvGiRtG+PPrBMGTSXdN8+6dVLJeK3bknPnrJqFSo2IeLt2qFm6z/+SG9TatVC6zk2bpROndDyC45427YacfIjbZF8OS/Z32vhQnrlBAcjxK9dkzp10PxTjnixYgjxpUtNIH74sP2RR47QudXp08ucOQjxsDCKOLkUnz2TWrXQXsCDB1PEGzVCTk2YQGfRQcQXLpQOHVQivnev9OqFlp9ky4ZYuXVLevWiiMPN6du3R4j/8AMttmrXRus5Nm6Uzp0R4kFBkjGj/WFXr0q7dqg2SpqUtoFr2BC+gbAa4nwlGEQcXjnBwajp4LVrUrcuQnzwYLoRT7FiaBbd0qVoVYJhGDlyyKFDKhH39UWIX78upUujD0yVCl2Kz55J7doUcdh1CCI+fjydRQe7Ii9cKB07ok70ZcuiuaR790rv3ioRv3lTeveWlSvtDjSSJKGb03fogJqtT55Mi606ddCZs2GDdO6Mll9AxK9ciRPEyU2h5RBv8T7Er12Tr76Sxo0lMlLCw+Xjj6VdO4mKsnMIFiww4JUTEoIQv3pV6tZF80854qGhCPElSyjiOXMixA8fpnOrfX1l9mz0DQcR9/BAs/KfPpXatdFewIMGUcQbN5aVK+2PHDeOzqKDDTUXLFCM+J490qeP/eUnz59LliySL5/MnClffimv9rFLl07CwyU0VPLkkYYNpWpVKVZMIiNlzhwJDZW2baVuXenRQyIjpWJFadtWataUQoWkdm0pWlTSpxc/P6lfXyIiZMgQGTlSxo+XbdvePdmRIw6Lrbp10ZmzYYN06YJm7ubNK5kyIcTbt0c3uMmS0TZwjRo5KeLvvIf99lv54IO3d6K6elWGDJFKleTAgfceCH7lhISgpoNXr0q9egjxQYPoRjyhoWgW3ZIlaGmZYRg5c8rBgyoR9/OjiJcpoxjxOnUo4rB1XJMmDkO8UyfUib5cOTSXdM8e+de/3pi5vHWrzJ0rgwZJypRSsaJUqSJVq0q/fjJ0qGzfLuvWyf79aDs3mKdP5fx52bBBVqyQCROkTx/p21eaNpUCBaRCBcmWTTp3lvbt5aOP7P/QSZMUI75+vXTtihDPl08yZ7Y/7PJl6dAB1UYc8caN0U2h5RBv+ed72FGj7PSmGDnyvVzOn0+vHLjF+JUrUr8+mn/KES9eHCG+eDFFPFcuhPihQ3SBjJ+fzJqFvuEg4p6eaFb+kydSpw7aC3jgQNo6rmlTWbHC/sixY+ksOtgVmZ+K5cqhaUiTJ8t//iP+/pI3rwQHy4cfyrffysyZaK+ffya3bsnDhzJ6tAwZIm3bSpEiUqGC9O0r48a9PbVu0iTp2BH9tevVQ2fOunXSrRtafsER79gRIZ48OW0D16SJkyL+VvmzbBla8bVjh9Ss+Y5DPH++dO6sEvHLl6VBA4T4wIF0I57ixdFU6MWL0dIywzBy5bL/oMkwg3iGDBTxsmUVI163LkJ8wAATiC9fjhCHEzBgV+RXpyLpRB8e/m7EDxyQsWMlWzYpUEA++khGj5aYGNSLLV7l/n3Zvl3GjZMOHaRgQQkLk759pW1b+kycI969O0I8f34jSxb7wy5dko4dUW2UIgVFvGlTdFNoOcRb/RHx58/l3/82cY4OHvy2+PPm0SsHbjH+CnEy/3TAANr+u0QJhPiiRRTxgACE+MGDdIFMxozy22/oNgUinjo1mpUfEyP16qEnAAMG0NZxzZohxMeMoYjDrsjz5kmXLhTx19OQXj2EqVVLunSR4cPRRjCWy6VLsnatrF4tVapIjRry2WcyY8Z7v7nr10dnztq10r07Wn6RP79AxDt1oojDNnBOi/gf72EzZ0adNv+YwYPfeJHCr5xixRDily5Jw4aKES9ZEk2FXrgQLS0zDCMgILb3BK8TFWUC8ZkzEeLlyqlEPDpa6tVDzwf696ddh5o1k2XLEOJwFh1HvGtXtJ1I6dKSNasULSpNm8r8+Wj6qTPl5k1ZuVIGDpQaNcTXVyZOlL17/3cE6tdHU4HXrpUePRDiBQqIv7/9YRcvSqdOqDZycaGIN2uGnuzFR8Rt/5d3/V+tX5c/Dx9K375/5fSdM0c++eT3/3DuXHrlFCuG+lVduiSNGqH5p/370/bfJUuiWXQc8dy5KeJwlWOmTAjxy5cp4l5e6FKMjpb69RUjHhGBEB89ms6ig12R586Vbt3k+fN3/79nzsiUKVK6tLRrJ7/+ilaTJZDs3y+DB0ufPlKunAwYIBUqoDNnzRrp0QN9/3HEO3emiMM2cBZG/PdPt4f4yJGoe+87M33675rMmfPqyrH/OaGhCPGLF9UjXqoUQnzBArS0zDCM3Lll/377Iw8cMIH4r78ixMPDVSL++LE0aID2Au7Xj3YdioiQpUsR4o0aqUT81an41iPsbdukQwdp1EgGDZKtWzXcdnL+vJw4IXXrSkCA/Otfsb1mXLNGevZEiBcsKFmz2h924YJ06YJqI1dX2kEoIgI92bMc4m1e38PC9XLvy6pVMnSozJkj3bujlz+hoajp4MWL0rgxWkTQrx9t/12qFJpFxxHPk4ciDlc5Zs6MEL90iSLu7Y1m5XPEbTbadah5c4T4qFEUcdgV+dWp+KoT/astC1q3lrFjTT8w1HmVQ4fkiy+kZEkpU0amTn37Hebq1dKrF1p+ARE/f166dlWMePPmTor4q3vYgwdl2rS/e3LPni0RERTx4sUR4hcuSOPGaP6pzUY7x4aFIcTnz0dLywzDyJNH9u2zP3L/fhOIz5iBvuHKl6eIk1n5jx5Jw4ZoL2COeGSkLFmCEG/cmN4Uk4aas2dL587SvbsEBcn48ejeSwdm9mwZPFiqV5d+/X6/oVm9Wnr3RjN3CxWSbNkQ4t26odrIzY12EIqMRE/2LId4W5ttps1ms9m62Gxef/+nDB0qH3+MNuIpXhw1HbxwQZo0UY84mUXHEQ8MfONd0Puyfz9d5ZglC0W8QgX0gWnSUMQbNUKIJ0pEuw61aIEQ//57adKE3hTbRfybbyRDBjlyBPWr0vnLuXhRxo6VRo3Ex0f69EGIFy6MED93Trp1Q7WRKcTfd1NoezPk0979OX/5v0Sf/h7EX93Dwj5KJL/9hm6fS5RAiJ8/L02aoPmniRLRzrGlSyPE581D64MNwwgKQojv22cC8enT0TccRDxtWjQr/+FDadQIPXDgiLdsKYsX2x85ciRFPJaGmitWSLJk8sEHaCtFHbU5dUqaN5csWexsnle4sGTPjhDv3h0h7u5O28C1aIFoio+Ix/IlY7O1a9xYnj2TwYNVnvSDB9t/rVyiBGo6eO6cNG2qHnEyFdoU4nv2IMThUnV/f4p4xYqKEW/cGCGeODHtOtSypSxahBBv2vSvIz51qjRoIBMmoLtAnTjN/PnSsqVkzPjuVxfBwWi78LNnpXt3VBulTEkRb9kS3RTGR8Rj+5G2dk2ayMaN6FGRqfToYedtJNxi/Nw5adYMzT9NnJh2ji1TBiE+dy5aH2wYRt68CPG9eyniWbOiVxTnz1PE06VDs/IfPJDGjdGG7kmS0IYVrVohxEeMkGbN6E3x64aaly7JgAHSsSNqMarzD2fBAomIEB+fN3rdcMR79KCIwzZwzop4+yZNZMgQpKSpPHxopz10qVII8bNnJSIC/fWSJKGIly2LpkLPmWMC8d277Y/cs4cuVc+aVaZORYhXqqQY8SZN0F7AphBfuBAhHhFhAvGtWyVfPvnwQz3bxAKZOVNq1ZJUqWTtWgkJQduFnzkjPXui2ihVKop4q1boyZ71EG/alG78aDbbt8dWeJYqhfpVvUKczD9NkoR2juWIk/XBhmHky6cY8WzZEOLnzlHEfXzQrPz796VpU4R40qS0YUXr1gjx4cNNIJ41qwwapO22XsaOlTJlJCjIfmerM2ekVy+KOGwD56yId2jalE7t+guZOFF++eXdHx4WhhA/c0aaN0eIJ01KES9XDk2Fnj3bBOK7dtkfuXs37TeSLdt7j9sfc+6cVK6sEvF796RpU7QXMEe8TRtZsAAh3ry5nWHLl0v27DJ+vObb2rl1Sz77TPLmlQ8+eO/U8tOnpXdvVBt5eFDE27RBT/ash3izZn9xtT1M797vnrEfFoaaDp45I5GRaBFB0qS0c2y5cmgW3ezZaH2wYRj581PE4VL17NkR4mfPSpUq6APTp0ez8u/dk2bNEOLJktGGFW3bIsS/+04iI987bO5cadAA7XakY6Fs2SJt24qvr/z009u/2VOnTCAO28A5K+Ida9RADfP+Tt4JTenSCPHTpyniyZJRxMPDEeKzZplAfOdO+yN37TKB+M8/o284jjiZ0Hn3rkREoLnVHPF27WT+/L+O+OzZUq4c+krTsW4mTZKKFaVXr//tuXHqlPTpg2ojT0/aQahtW/Rkz3qIlysX500kDh9+x/vo0qVR08HTp6VFC7SIIFky2jk2PBy9DZs1C60PNgyjQAHZsQMhDvuN5MhBEa9aFX2gry9FvHlzhHjy5LTrEET822+lRYs3hu3YITlzok18dJwjJ07Iv/8tgYEydaqcPCn/+pd6xMlNoeUQ71SsGFqD/jczfvzbKpUpgxA/dUpatkTtv5Mnp00Hy5dHiP/2m2LEd+40gfifbzD/nNOnpVo19IF+fmhW/p070rw52guYI96+vcybhxBv2fL3YUePSvnyaNd2HafMtGlSpYr07Yvaf6dOTTsItWvnnIh3JquxlaRTpzcetpYpg5oOnjwZJ4iTqdC//YbWBxuGUbCgbN+OEIf9RnLmdBjikZEI8RQpaNeh9u1l7lz7I4cNk1atJDpaMmaUTz+13gY6Osrz6JH85z9SuLCsXRvbyeDlRRFv3x7dFFoPcbI9gqr88SUy3GL85Elp1Qrt4ZAiBW06WKECQnzmTLQ+2MCI79hBEc+VS6ZMQbcp1aujD8yQAc3Kv31bIiNRR+IUKWjDio4dEeJDh0pkpNSqJceOab513sikSVKnznuvCC8v2gauQwfnRLzLP4n42rX/a11UrhxC/MQJad0aIe7iQhGvWBFNhf71V4p4oUKybZv9kdu3034juXKhnU5PnZIaNRQj3qLFGxu6vy8uLiYQtzurZNkyqVdPYmI03zrvzbp10qOHDBny9hsyb2+KeMeO6Mme9RAnTyoU5osvfn98XK4cajr4CnHSR9TFhTYd5IiT9cFGHCAeEIAQP3mSIp4xI5qVf+sWRdzVlTas6NQpNsTv3JEMGVB/cB0dwzCioiQiQjw8ZN26388Zb2/aBs5ZEe/6DyNuGMarmWTh4Qjx48elTRuEuKsrRbxSJTQVesYMinjhwmiGz7ZttGlUQID88ANCvGZNlYjfvCktW6IHGqYQnz373SMnTpRPP9WdvnVM58UL6ddPgoJkxgxJk4Yi3qkTerJnPcTJ7D21OXxYwsIkPBw1HTx+XNq2RfNnXF1p08FKldAsuhkzUJMHIw4Qz50bIX7iBEU8UyY0K//mTWnVCiHu5kYbVnTu/A7Et2yRsDD1bdd0ElomT5Z8+VDzCRFxVsS7/fOIG4YxebIULowQP3aMIu7mRhGvXBkhPn06RTw4WLZssT9y61baNCp3bpk8GX3D1apFEScTOm/ckNat5ehRZYiLSJcuMmvWGyOHD5euXTXfOsqydau0bCnDh8d2UolI585o0a/1ECeLIeMiQ4eipoPHjkm7dmgPBzc32nSwcmU0i276dNoajCMO+43kyUMRhzujZs5MEW/TBiHu7o4aVrx8KV27/m9J8OrVUqsWWkuto2M2e/bIv/8tQ4e+e0byy5fSpYtzIt7dUYgbhkEmGh89Ku3bo/bf7u60X1WVKgjxadMo4iEhsnmz/ZFbtphAnCx1OXbMBOJkVv7169KmjRw5ohLxbt1+R3zkSPngA823Ttxm/35p3Fg8PN5+7/XihXTt+t7XM3+M9RAnDQLjKD/99L9XzO/LkSMU8ZQpKeJVq6Kp0NOmSUAARXzTJoQ47DcSGEgRr1MHfWCWLBTxtm0R4ilTGqTr0IsX0q2bDBokdevqJ+A6/1wuX5YePSRHjv/dVr46Fd96svfOWA7xHg5E3DCM7t3tI96hA2r/nTIl7VcFEZ86VXLnRh9YpAhCfPNminhQkEyciG5TIOL+/mhW/rVr0ratHD6MjjZpWPHihXzwgXTsqPnWcUDu3ZN+/SQ0VI4ckefPnRdx5Xv6mMrJk3ZabB8+LB07IsRTpaKIV6uGpkL/8osJxDdutD9y0ybab4QjXreuYsTbtbPfsN8wjFSp7CN+4YKEh6O+cTo6cZenT2XYMKlYUZo3Rx1bLYd4T8cibhjG+PGxlbGHD0unTmgPh1SpaL8qjniePOgDixZVjHjevDJhgv2RR45QxLNmRbPyr16V9u0R4h4edhpWLFwojRpJdLQWXCde5PlzOX9eMmSw3zXaeoiTjeTjOrE0ADl0iCLu4UERr14dTYX++WeKeLFismGD/ZEbN9KmUXnzov1rjhyRevUUI96hgxw8+HcRz5ULbfSso/MP5+VL+eQTKVDg3TvVvIrlEO8VHxDftk1Gjnz3X+PQIencGe3h4OFBmw7WqEERDwxUjDjsN5IvH0L88GGpXx99YLZsaFb+lSvSsSNC3NPz3Q0rjh+XfPnQ1og6Oo7K8+fy5ZdSuvS7Z6lZD/G7d+PF9TZ06LsnRRw8SBH39DSBOJkK/dNPFPHQUFm/3v7IDRso4vnzy7hxCPEGDSjiZFb+5cvSsaNERf1FxCdOlP/+N16cTjo6dhMTI8OGiYfH2w9XLYd473iCuGEY79zs/OBB6dIF7eHg6UmbDtasiWbR/fSTBAWhDyxenCIO+40UKIAQP3SIIp49O0W8UyeEeOrUbzesKFtW78KjY73cuiVduoi///+WCFkP8Xv34suFt26dTJ369l8mKkq6dkWIp05NEa9VCyE+ZYrkzUsRtzvh3TCM9etNID52rP2RBw9Kw4YUcR8f+yMvXZJOnWJ7XPg6f0T89m0pV0727o0vJ5KOjtlcvCh9+sjgwRITI5ZDvE/8QdwwjP79324dfuCAdOuG9nDw8qJNB2vXRlOhOeIlStjZfORV1q+nTaMKFqSIN2qEPjBHDop4584IcS8vqVhRDMNYvVoqVNCzUHScISdOyIcfis3W4y9/gkMQt4nEo8vvwYO3d6w/cEC6d0ftv728aL8qiPiPP0q+fOgDS5ZEiK9bZwLxMWPsj4yKMoH4Wwf2nbl4Ubp0kf37ydE2KlWSgQPl66/j0fmjo/P3Y7Ml/uv/rcK/B/2Rf+PGIY7y66+yfPn/XNi/nyLu7U0Rr1MHTYX+4QcTiK9ZY3/k2rWo34hhGIUKUcQbNxbyNZwzJ0W8a1fZtw8d7YAANJldR8dasdzjlHiHuGEYrVu/gXiPHmgPB29v2q+KI54/P/rAUqUo4qTfiGEYhQvL6NH2Rx44II0by8uX9kfmyiW+vvaHXbiAEH/wQHLmRF8eOjqWi0ZcQQ4flu+++x2Iffso4mnSUMTr1kVToSdPlgIFKOKrV9sfuWaNCcRHjUKIN2miGPFu3ey8oty6Vbp2lfgzqUlHR2004mry/fe/O7tvn/TsifZwSJNGAgLQhytHPCyMIk6aRhmGERyMEN+/X5o0kRcv7I8MCBA/P/vDzp+3g/iSJdK5s+Zbx5mjEVeWV9PG9+6VXr0Q4mnT0s6x9eqhqdCTJknBghTxVavsj1y92gTi33+PEG/alCKeIYP9YefOSffu711v+cUXaB2pjo6loxFXljVrZPRo2btXevdGezikTUubDtarh2bRccRLl6aIx9406nVCQhDi+/ZJs2by/Ln9kblzU8R79Hg34qVLy48/asF1nD8acZX5f/9PNm6UPn0Q4unSUcTr10eIT5xop03u65QpIytX2h+5apUJxN/XTOaP2btXIiIo4hkz2h929qz07PmO7dMCAmTbNi24ToKIRlxlbt6UfPmkTx+0h4OPD2062KABmgo9caIULqwY8Xc2jfpzihShiDdvLs+e2R+ZJw9FvFevNxC/fVsiIlCrGR0d54hGXHG++EJ693YM4hMmUMTLlpUVK+yPXLny7X4j70uRIqgPyZ49JhDPlMn+sDNnpFcv2bXr95EnTkjlyvLwoRZcJwFFI64+06ahPRzSp6dNBxs2ROtZxo+X4GCK+B8XKL0vK1ZQxIsWpYhHRsrTp/ZHBgZSxHv3/r1r/vLl8p//aL51Elw04upz8CBqJJI+PW062KgRRTwkBH1guXIU8Vf9RuwmNFSGD7c/cvduiYyUJ0/sjwwKksyZ7Q/jIATxAAAOdUlEQVQ7fVr69JGdO2XxYmnXTguukxCjEY+TfP65/c19fH0p4o0bo5Z748aZQJxs5b58uVSqpBjxFi0UI/6vf8nXX8uwYVpwnQQajXic5Nkz+8+7fX1p00GOeJEi6APDwxUjXrz4/9asxpJdu6RFC4mJsT8yb17JksX+sFOn5JNP5N//1oLrJNxoxOMqkybJ0qWx4eLnRxFv0gTtHzZ2rAnEY/+7vcqyZVK5MkX8228R4i1bUsT9/e0PGzFCNm/Wgusk6DgM8atXr1asWDFlypQVK1a8evXqW3+n13n7R1oHccMwYl/w7edHmw5yxIsWRR9YvjxFvEoV9IElSiDEd+6UVq1QL+98+ewj7uuL3j3o6Dh3HIZ4q1at+vTpc/fu3d69e7du3Rr+nayF+NGjsT0pzpCBIt606TvWs/w5Y8ZQxCtUkCVL7I9cutQE4uSp9I4d0ro1RTxr1tiGhYfL4sVacB0dxyHu9//bu/OYqM41juMHK6SRlqaxGlFxA2o3q7WJ+wKIsijIJioIwyouiJLGpk1z644rtqK2USsuuOKGjNhq3dAq1i631T9quqReaUdSyyaIjOJz7h8SERzO+4wMc+Ywv8+/Ppk584795vR4zjuursXFxbIsFxcXd+3atckxvfTSSy+//HJoaOjNmzeb/FFL3tT6srKa/WW1bt1YO8cS0dSpDbdCK/jsMxo0yMIR9/dnveCwYdyIx8fT3bviyX79lCLeqRMeyASop1rEHR0djUajLMtGo9HR0fHpgZKSkvT0dG9v70Zv2VhLDsBqQkNbFPGHD7kR37iRBg9mpc3Xl3UaW1BgRsTXrBFPXr5sRsR79zY95uVFFy6g4GDvLFLC1joTf6yiosLZ2bnRW2ok3E86cYJyckxEp3t31s6xDx9SVFT98yzKNmzgRnzsWNLrWREPCGC94PDh3IgnJFB1tXjy7bdNRzwsjPVLdQD2Q7WIx8bGPromnp6ertPpnh4oKyv74IMPRowY0egtNRhxWZaTk02cfnbvztp0sK6OoqO5ER8yhBW4ceNYET92jAIDWS84YgStXi2eLCoyI+J9+jQdGzKEtREYgF1RLeIGg8HHx8fZ2dnHx8dgMDx5KI/+B8HFxSUgIOCPP/6w1OGq6O+/Tewk5ebGjfi0afTtt+LJ9etp6FBuxPPzxZN6PTfiI0dyI56YyNrbpH9/cndvNDZlCuv3kgDsDe4Tt5Ls7KZ3NLu5sXaOffDA8hH38+NGfPx41guOGkWrVoknL12ipCS6c0c8OWBAo4i/8QYZDCg4gAmIuPUkJzfKUI8e3IjHxNDly+LJrCwaNowb8aNHxZP5+TRhAjfiK1eyIp6czI24h0f9WFAQ/fUXCg5gGiJuPT/80Ogn4Xv0YO0ce/++GREfPpwVO39/C0d89GhWxC9epOnTqbJSPPnOO/UR1+no339RcIBmIeJWtWJFw4/+9OzJjXhsLBUViV983TpuxAMCKC9PPHn0KAUFcSO+YoV48ptvzIi4pycNHYqrKAACiLi1Pb4LsFcv1vbfRiPpdKxnW9atoxEjLBzx4GDWC3p5cSOekkIVFeLJgQNp8GCcgwOIIeLWlptLBw6QzI54bS3pdHTpknjy009p5EhW9QID6cgR8WRenhkRX75cPHnhAjfiUVHINwALIq6C+fOpqop692Zt/11bS3FxdPGiePKTTywf8YkTWS/o7c2N+IwZVF4umPT2pn/+QcQBWBBxFdy+TYGB3Ijfu0fx8dyIjxrFat/48XT4sHjyyBEKCeFuxpKRIZ48f55mzhREPDoaV1EAzICIq2PvXnJ1ZW3/fe8eJSSwds1eu5ZGj2blb8IEOnRIPHn4sOUjPmsWlZU1OxkbS6WlKDiAGRBx1YSEsHaOramxfMSDgrgRb273riZ8fWnZMvFkYSHNmtVspn18cC8KgNkQcTV5ebEinpjI2rcvM5M4LyjLclAQHTwonjx0yIyIL13Kivjs2aYjHhVFJSUoOIDZEHE1bdlC584JynX3rhkR9/ZmdTA4mBvxsDDutoiciJ87R7Nnm7jk7e6OggM8I0RcZcJHIu/epaQkOn9e3Lg1a7gRnzix/jZHZQcPUng4N+JLlognz56l1NSmEffyws5WAM8OEVfZjz8KdlCprqbkZG7En94r0SR+xCMiuNsiMiM+Zw7dvt0wOXky3biBggM8O0RcfevWKT2QWVVF06dTYaG4dKtX05gxrCCGhFBurnjywAFuxP38aPFi8eSZM5SW1hDxXr1QcICWQsRtQpMNDp9UVUUpKeJL57Isr1pl+YhPmsTdUYsZ8blz6x/kGTUKv9EDYAGIuE24fr3Zy9l37pgRcV9fVhZDQ2n/fvFkbi5FRnI3Y1m0SDx5+nR9xMPDGzYCA4CWQMRtxfbtdOaMia7duUMzZtDZs+LkrVxJY8eyyhgWRvv2iSf377d8xOfNIzc3FBzAYhBxG5KeTrW1TetWWWn5iIeHcyM+eTJ3M5aFC8WTp07Rhg30008oOIDFIOI2pKTExM+hVVbSzJmmT9KbWLGCxo3jRnzvXvHkvn00ZYolIx4cjGcyASwMEbct+flNr1ZXVNCsWdyI+/mxEhkRYeGIT5hAkiSY9PSk69dRcAALQ8RtzrJl9PvvDbGrqKDZs+n0aXH+li/nRnzSJNqzRzy5dy9NnWqZiPv50c8/o+AAloeI2yKdrqF35eWUmsqNuL+/hSPO/HGGoCBycGh2MiIC/5IJ0FoQcVt07VrDVlZlZZSaSqdOiSOYkUEBAaxWRkbS7t3iyT17LBDxQYNwDg7QihBxG7VvX/3PYJaV0Zw5rIgvW2b5iEdHc3fUatfOxGRkJPZFAWhdiLjtWrKEfv2VSkspLY2+/poV8cBAVjGnTKFdu8STu3fTtGnczViejvibb+JeFIBWh4jbtORkKi2luXPp5ElxDZcuNXGHoknMiO/aRTEx3Ig/91zDZGUlhYdjd1kAa0DEbdrNmzR2rBkRF25s+8jUqZSTY8mIh4Q0RPzPPyklhaqrUXAAa0DEbd2XX9J//kMnToibuGSJGRHfuVM8mZNDsbHciLdvT7Is//IL965EALAIRFwDrl2jTZtYEQ8KYgU0Koob8SdvdlQQGkrt29NXX9GHH6LgAFaFiGvD+++LT8YXL6bgYFZDo6Npxw7x5M6dZkS8XTtKTUXBAawNEdeM0FD6/nulSrZGxOPiuJdTOPuJA4DFIeJakpamdMvHokU0cSKrpDExtH27eHLHDoqPF49lZtIXX6DgAOpAxDUmLo7Ky00Xc+FCCgmxcMQTEgRjbm6szbkAoJUg4hpTVUVjxtCDBya6uXAhhYayehobS9u2iSe3b6fExGbHbtygqCi6ehUFB1ATIq49paWUmGjifHzBAgtHfNu2ZiNeWEhRUfTwIQoOoDJEXJPu36fo6KZbA0oShYWxqqrTUXY2K+JJSSbGVq+mjRuRbwCbgIhr2Lhxje5XkSQKD+dGfOtW8WR2dtOIV1ZS9+507BgKDmArEHFt++gj2rKlPqkODtyIx8dzI56c3DCWm0tz52JHFADbgohr3oIFtHQpybLs4EAREazCJiSwbgrcupWmTydZlo1G6tgRl1AAbBEi3hYUFlJ0NLVrZ/mIp6TQzp303nv4aR4AG4WItx3jx1NkJCu1iYkNF2EULFpEGRl0+DDyDbYLTbDFiN+6dcvX1/eFF17w9fW9detWo7e0+y9MVlyE776jmBj6/HNBdoURz8+nHj0oI8N2842/CTIWQZZlLIJtRlyn06Wnp5eXl8+bNy8uLq7RW9r9FyYzFiEriwYMoPXrm01wUhJt3mz6TzMyKDJSA5sR4m+CjEWQZRmLYJsRd3V1LS4ulmW5uLi4a9eujd7S7r8wmb0IeXkUGUldulB2NhmNjaKcnNwo4sXFlJVFL75I8+dr5hl6/E2QsQiyLGMRbDPijo6ORqNRlmWj0ejo6NjoLeFZhEjSBkn6rySdlaT/SdIXkrRGkg5L0jeSdEGSjkvS55I0VO2DBIBn9MyxVeFMHFquupoePGh6bg4Adqi1Ih4bG/vomnh6erpOp2uldwEAsHOtFXGDweDj4+Ps7Ozj42MwGFrpXQAA7Jy9/3sCAICmIeIAABqGiAMAaBgiDgCgYdaOuMLj+G2Ywqfev3//66+//vzzz7/77rvnzp1T6witQPjVf/zxxy25W1YTFBahrq5u1apV7u7uDg4ObXgdFFYgPz+/b9++Tk5Offv2zc/PV+sIra+Ft4pb+++KwuP4bZjCp46IiLh69WpNTc3mzZtdXV3VOkIrUP7qr1y50qVLlzYcr0cUFmHt2rXu7u5Xrlypq6tT6/CsQGEFOnbsWFBQcO/ePb1e/8orr6h1hGrRTMTt8yEgzqf+7bff+vTpY93jsiqFRaipqXnrrbdOnz7d5iOusAivvvrqoUOHVDou61FYgX79+hUUFNTW1ur1+v79+6t0gKrRTMQVHsdvw4Sf2mAwDBw4MC8vz+qHZj0Ki5CWlpaZmSnbwR4aCovg5OQ0c+bMDh06eHh4HD9+XKUDbHUKK1BUVOTi4iJJkouLS1FRkUoHqBrNRBxn4k9/6suXL/fs2TMnJ0eNQ7Me5T3RLLKJhO1TWARXV1e9Xv/oYkIbvrCmsAIeHh6PL6d4enqqdICq0UzE7fNxfIVPvWnTps6dO584cUKlQ7MezlfftgsuKy5CfHy8Xq9/dDGhW7duKh1gq1NYgU6dOj2+nNK5c2eVDlA1mom4fT6O//SnfvyF2c9JqMIiPNa2V0BWXISSkhJ/f/8OHTq89tprJ0+eVPUwW5HCChw5csTT09PJycnT0/Po0aOqHqZVtTACbfy/GQCAtg0RBwDQMEQcAEDDEHEAAA1DxAEANAwRBwDQMEQcAEDDEHEAAA1DxAEANAwRBwDQMEQcAEDDEHEAAA1DxAEANAwRBwDQsP8Dd0jly2OpUjoAAAAASUVORK5CYII=" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 1</b>. Fig. 4.12 on p. 33 in Ripples</span></td></tr>
</tbody></table>
<span style="font-size: xx-small;"> </span><br />
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;">Here are the three methods I added to <a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.ripples/RipplesInMathCh04.java">RipplesInMathCh04.java</a>.</span></span></span></span></span></span></span></span></span></span><br />
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><br /></span></span></span></span></span></span></span></span></span></span>
<span style="color: purple;"><span style="color: purple;"><span style="color: purple;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;">static void keep_slow_vars_in_fig_4_12_aux(double[] signal, ApplyDWT.DWT dwt, int num_iters) {<br /> ApplyDWT.genericKeepSlowVarsInSignal(signal, dwt, num_iters);<br />}<br /> <br /> static void keep_slow_vars_in_fig_4_12_cdf44(int num_iters) {<br /> fig_4_12_p33();<br /> keep_slow_vars_in_fig_4_12_aux(sRangeFig_4_12_p33, ApplyDWT.DWT.CDF44, num_iters);<br /> System.out.println("======");<br /> display_signal(sRangeFig_4_12_p33);<br /> }<br /> </span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<span style="color: purple;"><span style="color: purple;"><span style="color: purple;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;">static void keep_slow_vars_in_fig_4_12_hwt(int num_iters) {<br /> fig_4_12_p33();<br /> keep_slow_vars_in_fig_4_12_aux(sRangeFig_4_12_p33, ApplyDWT.DWT.HWT, num_iters);<br /> System.out.println("======");<br /> display_signal(sRangeFig_4_12_p33);</span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<span style="color: purple;"><span style="color: purple;"><span style="color: purple;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;">}</span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<br />
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><br /></span></span></span></span></span></span></span></span></span></span>
<br />
<div style="text-align: justify;">
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><b>Figures 2</b> and <b>3</b> show the graphs obtained by keeping the slow variations with CDF(2, 2). </span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><b><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"> </span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span>Figure 2</b> gives the graph from the values computed with </span></span></span></span></span></span></span></span></span></span><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><span style="color: purple;">keep_slow_vars_in_fig_4_12_cdf44(2)</span>. <b>Figure 3</b> gives the graph from the values computed with <span style="color: purple;">keep_slow_vars_in_fig_4_12_cdf44(5)</span>. </span></span></span></span></span></span></span></span></span></span></div>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="328" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 2</b>. Values from keep_slow_vars_in_fig_4_12_cdf44(2) graphed with Octave</span></td></tr>
</tbody></table>
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"> </span></span></span></span></span></span></span></span></span></span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="318" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAfQAAAGOCAIAAADuDWZ6AAAgAElEQVR4nO3dfVxUZf7/cVyFEIzcVRGs79pPRMR0XUF/1mqmOFmm9c3C7jQG060sY5k0s60lbzPvQLyBQA0NAQkVBPGGRNBQATFXQlMISdAZtVVUYGAUP9f3D1gcYBgRZs7Ndd7PP3oYg3Ouc13nvByGmTM2DAAAuGMj9gAAAMDyEHcAAA4h7gAAHELcAQA4hLgDAHAIcQcA4BDiDgDAIcQdAIBDiLss2dhg4Uy4ffv25MmT2/AXJ0+efPv2bYuPpznLLhwOAzADB4cM2Bhp2z0EBQU1/7vN7zM+Pt7T09Pe3t7b2zszM7PNA46Li+vXr1/d/WRkZJj8ikkbN24cNGiQvb19nz59vv32W+Nx2tnZeXh4LF68+M6dO03G37ALW7duXbZs2X13vPlNX3/99datW1saVfvn3/iu2vYXDxw4MGTIkIceesjd3b1hqG24t7Nnz/7lL3+5e/duw1eqqqpcXFzOnj3btoEZDIbZs2f37NmzZ8+eH3/8scFgaOk78U+RwDDdMtDOsyI3N9fFxaWlOzH+uq+vb35+vl6vj4yMdHV1bfMWp06dWlJSUlVVtXXrVhcXF5NfaS48PHzQoEFHjhypqqoqKipSq9XGI6ysrDxy5MiQIUOWLl3afOR1JkyYkJOT0/C/Zna8yU3Z2dkTJkxoaXcsWKU235WLi8vmzZv1en1hYeGbb77Znnt79dVX4+LiGv43NDT0lVdeaduoGGMLFiwYO3ZsaWlpaWnp6NGjFy5c2NJ3Iu4Cw3TLgMkH3Yyx3NzcAQMGODg4zJ07t6UzR6/XDxw4MD09vTVxb1BUVNSnT5+Wvn/u3LkODg5PPPFEXl6emWFXV1cnJCQMGjTIzFeMeXp65ubmmh/hTz/91K9fv5ZG3qNHj/Ly8ro/m9nx5jddv37d2dm5pR2xsbF55JFH/vjHP06aNKm0tNT4pkWLFnXr1q3hQX1+fv7w4cNtbW0b7rnupscff3zfvn0NYz537twzzzzj4OAwcODA7Ozs5vfTnLu7+9KlS7OysiorK5vMzMmTJ4cOHdq5c+dhw4bl5+czxnr27Hnx4sW0tDQbG5u0tLSLFy9279694W8dP368f//+tbW1jDGDwfDYY481THvz0c6aNatTp05mRujm5lZQUFD35/z8fDc3N+OxGd+tpX76gVbCRMtA8xOj7g9eXl5hYWGVlZXr1q1r6ZwJCAhYtWoVa/lxU/Ova7VaLy+vpKSklr5/3bp1lZWVoaGh3t7e5sfctWvXo0ePtvSVJjp37mxcLpMjrKystLe3N75D42np2LFjw5M2Zna8+U23b9/u2LFjS/tS5/LlyxqNZsyYMcZf7NKlS2RkZFVVVd3/Dh06NCQkpLq62vh7amtrMzIyPDw8GrY4cuTIqKio6urq1NTUun/qmtxPc0VFRR988MHQoUMfeeSR2NhY45nx9vYODQ2tqKgIDQ0dNmwYY2z8+PGZmZnjx4//9NNPX3jhhYyMjNGjRxvfm0qlio6OZoxt2LDBx8fHzGg3b95cN6UtjfChhx7S6/V1f9br9car0/A9dX9G1gWG6ZaBlh6529vb151slZWVZtpt/kFTky9mZ2f37t277sxv6Q4bNtpwJptU9yRMw0M5k18xZtlH7mZ2vPlN5h+5N7hx44ajo6PxV7Zu3Tp8+PBHHnkkKCiIMWZvb2/879P69esff/zxjh072tjY/OEPf2gYs4ODQ8PWO3To0Px+zMjPz+/Zs6fxDDQcBhUVFZ07d2aMffHFF3PmzOnbt29tba2bm9ucOXNmzZplfCcHDhxwd3evqalxc3NLS0szM9qG3zO3NMI+ffqYf+ReW1uLuIsC0y0DLcW97pF7VVWVmUfuZu6k+dcjIiKcnZ33799v/n4aNtrSI/eAgIArV65UVVXFxsY+9thjJr/SXN1z7kePHtXr9UVFRf7+/sYjrKysPHr0qLe3d+ufcze/48Y35eTkmHnOvc7169fnzZs3cuTI5jfl5ubWVXXYsGHGj9wffvjh3bt3V1RU7Nq1yzhwI0aMiIqKav5jSsP9NPfWW2+dO3euuro6Nja2R48exuP39vau+wEuNDR06NChjLGdO3fa2tp+9dVXjLElS5bY2tp+8803Te5w2LBhEydONF7BlkZrfoRffvllw3PuY8aMaXjO3dXVdc+ePVVVVWvWrGn4R+jSpUsm9w6sAXGXgZbinpub6+np2blz548++qjuEWVrQmb8hyYPYJt85datWyY3PXfu3M6dOzc85978ezZu3Ojq6uro6PjUU08dOXLE5FdMDnXDhg0DBw60t7d3c3OLiooyHqetrW3zV8s0+evR0dHLly+/7443v2nZsmVmXoJSNwAnJ6fx48cXFxc3v6lbt26LFy9mjJ06dWrYsGF1D34ZYwsWLHBycnJxcZk/f75xLouLi8ePH//www83mfmG+2k+hpiYGHd3dzs7uwEDBuzatct4qCdOnPD29q57JdLJkycZYxcuXOjUqZNOp2OMabXajh07ZmVlNbnDnTt32tjYfP/99w1faWm0Jve0QU1NjUajcXZ2bvJqmbi4uJ49ezo5OS1atKjufj7++GNHR0c8fhcMJlr2ampqVqxYMWLECGvcuZkgWvye289gMJh5nbuZLRq/zl0K9ZHCGEDucAzJW93To4MGDTpx4oRgWxRmQwDQHjhRAQA4hLgDAHAIcQcA4BDiDgDAIcQdAIBDiDsAAIcsebm7hndkmGTm4qsAAGBZFq5tS/k2f9VZAACwLCHift+rzgIAgGUJEXczF1+1AQCAxixTY4vcy727a+Gisi2N21K7IWuYBIZJYIxhEhhjmAQLXr7JIvdy7+7MDqv5rVhIhklgjGESGGOYBMYYJkGCcW/+8Lw1KcdCMkwCYwyTwBjDJDDGMAkSjHsbN6/4hQRogNOBYRIQdwAALiHuAAAcQtwBADiEuAMAcAhxBwDgEOIOAMAhxB0AgEOIOwAAhxB3AAAOIe4AABxC3AEAOIS4AwBwCHEHAOAQ4g4AwCHEHQCAQ4g7AACHEHcAAA4h7gAAHELcAQA4hLgDAHAIcQcA4BDiDgDAIcQdAIBDiDsAAIcQdwAADiHuAAAcQtwBADiEuAMAcAhxBwDgEOIOAMAhxB0AgEPKivvcubR3L1l7MAAAolNW3O3tKSMDcQcA/ikr7ioVpaYi7gDAP2XFfeJESkhA3AGAfwqKe2UlzZlDW7Yg7gDAPwXF/cQJio6m8HDEHQD4p6C4b9lCJ07QqlWIOwDwT0FxHzKE7tyhhQsRdwDgn4Li7uVFjDE7O8QdAPinoLj7+RFjrGtXxB0A+Ce5uNv8V/Ob4uPjPT097e3tvb29MzMzm/wt83d76xatXUuMsXHjEHcA4J/k4l5/d6aG5evrm5+fr9frIyMjXV1d7/v9xnJzKSmJGGOenog7APBPTnFvUFRU1KdPn9Z/P2MsJoZ++YUYY08+ibgDAP/kF3etVuvl5ZWUlNTk+401/1sdO9Y3/fnnEXcA4Jb5ErblDi1yL/furoVhZWdn9+7dOzo6upXf3+CJJ+qb/vrriDsA8E9OcY+IiHB2dt6/f38rv9/YRx/VN/3ddxF3AOCf5OLe/AmWhiGaee7lvrsxb1590+fORdwBgH+Si3sbN292N0pKaOPG+qavXk01Neg7AHBOEXE/eJCysuqDHhVFxcWIOwBwThFxj4igsrL6oKen48OYAIB/ioj7Qw/dq3lREW3ejLgDAOcUEffnnrtXc4OBQkIQdwDgnCLiPnlyo5p364a4A7TLnTu0bx99/jl17UpTptBnn1FqKpWU0I0b9Pvv9efXxYt08iTt309HjtAPP1BsLBUW4tQTDv9xr6igr75qdEg1vKEJAFrv8mVKSqL582nsWJoxg9asoZKS+lPp0iVKTKSlS2n2bFq+nDQaeu01CgmhtWspJIS2baPNmykykt55h/r2pUOHcAIKgf+4HzpE+/Y1OpjGjsWxBWBOQgKNGUN/+xs9/DA9+ST160ejR9OSJRQZSZcutev0uXKFIiPJ15eeeILefJNSU+mXX6iiAqek5fEf95AQunq10aEzaxaOJAATbt2i+fNp0iSKi6s/R4iseLLcvEkxMfSvf9GXX9Krr1K/fjR0KK1YQTt34gy1AP7j7uHR9ECJj6cjR3D0ANxz/Tp1707TptG//y3yqXHyJMXH06hRdPEiTtJ24T/uEyc2PUT0elqwAMcNAGOMbd1KXbvS88+39/kWyyovpyVLyNGRfvxRQqOSF/7jvmyZiYNjyhQcMaBQp0/T779TYiL5+9OHH9KuXdI9Fyor6euvaehQmjPn3otwoJU4j3thIW3ZYuKYePttHCigOFVV5OFBISE0YwYlJdGtW7I5C3Jz6b33aOBAWr6cjh+XzbDFxXnck5IoJ8fEobBwIRkMOERAQbZvp+eeowsX5H3YX7xI8+fT9Om0dCmdOCHvfbE2zuP+0ENUXW3iCEhMpIICHBmgCFeu0PDhvL0E5cIF+uwzmj4dF3ltEedxnzrV9MKfOkVRUXh1LfAvJYUmT6Zr1/g81MvL6aWXKC2Nz71rJ57jfvcuff656VW/fZt69qT/+R8cE8Czzz+nqCj+D/KICBo3Dj+LN8Vz3A8dMvdP+tWrtHbtvVf13r1LjLHbt3F8AA+WLCFfX8rPV8rxfO0affABPfoo/ec/Stnl++I27lev0oAB91nmmzdp8WJijOl09Oqr9PrrNHgwjgyQt0OHaNw4io5W4pFcWkozZ1JQEJ0/r8Tdb4LbuB85Qnv33n+B/fyo7r+1tcQY27qVnn2Wfv4ZRwbIzKFD5O9PY8ZQRARZ9ZoB0nfpEi1eTM88o/QnariN+7ZtrVralSuppKTRZSMvXaIvvqDmFy0AkKzkZFqyBK8baeT2bfrgA+rWjXJzFTot3MZ9xQq6efP+i3ruHH3yCe3f3/Q7fX0VekCA7ISE0D//icPVtDt36NNPycODdDrFTRG3cW/9J3K4u5NW2/SbZ85U3KEAcuTjc+8KjmCGWk3XrytroriNe+t/NXr2rInvDApS+hOXIH0eHvT99zhKW6Wqil54gbKyFDRd3Ma9+cUgH8i6dXTlioKOA5CdF1+k7Gwcog/m668pKEgpk8Zt3P/1r3YtYVISnT6tlIMAZOdPf8Lx2UaJiTRqFJn8eZ0zfMZdr2/6uakPKiur6YfzAUjBlSv04ov4GNL2+te/6t/jwjE+415YSN99166Vu3CBNmzgfO1BdnJy6OWXcU0ky9i4kUaMoMxMbieTz7hnZFB6ervW7O5dsrHhdtVBjuLi+H+wKbxly+jpp+vfw8gZPuOekEDnzrV3tSZM4HC9QabGjiWTnykG7VdcTKNG0fbtvE0vn3FftswCP7q+8AJviw1y9NprNH06LolhdatX09NPU3k5P/PMZ9wfecQCK9TS5YIBBDNxIv36K45DgWi1NHs2P9eV5DPunp4WWJ5Nm6i4mJNlBjmaNUvSn17NpZoamjqV7tzhYdr5jLtabYG1+fHHVl1XEsAaQkJo0yYcfiK4eZOefZZ++032k89n3KdPt8DCXL1KERGyX2CQo8REWrcOx56YPvmEDhyQ9xJwGHe9npYsscyq/PWv8l5dkKOTJy12AEN7zJ5NMTEyXggO415QYLGrKbXzGgYAD+raNZo9G0edVMTGkrOzXJeDw7jv3m2xCyolJNCJE3JdWpCjKVPwmRvSkpxM48ZRaan8FoXDuK9bR5cvW2YlfvuNvvlGfosKMhUcjAcTUlRVRc8+SykpMlsaDuPu4GDJNZDvD2UgL0FBeCQhaUuWyGyBOIy7ZS8bMGWKnJYTZCo8HC98lIH0dLLIe2iEwWHc33rLkrOPT6cEa0tKos2bcZjJQ2EhqdWUlyeD9ZJT3G3+y+RNdX+4edPCLxBOT8cnmYEVxcbiimDyM2UKHTwo9VWTU9zrt2Q27tu3W/4f1dGjpb6KIFMJCTR3Lo4uWZo3T+ovoeEt7nZ2lp/usDCLvfwGoI5OR598QmvW4LiSMT8/un5duivIT9z/66KldqlBfj7Fx0t3CUGO3n6bzpzBQSVvej2NGSO5q0gaxZCXuNf9YfBgq0x0v37WuFdQqHXr5PEbObivqip65x3S6aS4mrzFXaWyyizjiVGwlJwcCgvD4cQPInrrLSookNyayinuNo01uanuD2+8YZUpjoujU6ckt3ggR++/jwOJQxoNFRZKa2XlFHdzm//vbnz2mVXm9+JFCg2V1sqBHI0ZQ+fP40DiU2AgHTokocXlKu61tTR/vrUm9/XXJbRsIEfJybRtG44inv3975SaKpUl5iruV65Y8SMO/vEPqawZyNHNmxQYiEOIf2vXSuWDVriK++nTVnxklJpKWVmSWDOQo7/8RdKviQYLWrFCEh/ixlXcDx2y4idjVVbSggXiLxjI0e7deEJGWZKTKShI5BXnKu4pKdZ9Tcv27bRjB05ReGDvvovDRnESE2ncODHXnau4h4VZ/d0E77yDsxQejEpFv/yCw0aJ8vJIxCtTcRX3Dh2sPo+7dknr1U4gcTEx9O23OGCUa98+0a4gxFXcXV2FmEQfH5yr0Co//0wBAThalG7FCkpKEuEw4CruQ4YIMYM4XaGV/PxwqABjjL33ngjXf+cq7pMnCzF9OTl45QPcX3Aw5ebiOIF6c+YIff13ruI+a5ZAc/fUUzhpwZzgYFyvApqaNUvQ60fyE/cbN2jlSoEmLiSELl3CqQumpafTnDk4PMCEyZPp1i2Bjg1+4l5QINxvLX75hbZuxdkLJsTG4jID0KLr18nbG3F/oM3b2Bw+TD/8INxJ9dJLOIGhqaNHaelSHBhgTmkpvfKKEAcJP3HfvZtycoQ7rxYsoPJynMbQyLRpOCTg/kpKaOJEqx8q/MQ9JobOnhXu1CoowJtToJHYWMrIwCEBrVJYSAMHWvdo4SfuAlx7oIlJk3AmQ73aWsJFoeGBFBVZ9/kZfuK+dCnp9YKeXeHhdPEizmdgjLEhQ6ikBAcDPJgzZ2jsWGsdNvzE3c5O6FOrpIQ2bMD5DOzMGQoJwZEAbXHkCLm5WeXg4Sfuzzwjwtn18ss4pYH5+uIwgLZLSSGVyvKHED9x79dPhBMsPJx+/RUntqKlpuIq/9BeBw+SRmPho4ifuA8fLsIJVlxMmzfjxFY0PGwHiwgPp2PHLHks8RP38ePFOcc6dcK5rVzR0fhkXbCYwECqqrLY4cRP3N96S5xzzMMD57ZyffopVh8s5sYNsuClbfmJ+4cfinOavfkmTm+FWr0an58HFnbiBP3tb5Y5qPiJu1ifNY7Hbsqk09EXX2DpwfLi4izzyXzcxN1xxQpxzrRt2+jcOZzkiuPjI/Sb5kA5liyhmJj2Hl3cxN15/XpxzrT8fIqNxUmuLPv20TffYNHBiqZObe/v6rmJ+/8T8SWJorx/CkT00UdYcbC6gAC6caPtRxo3cX8iIUG08+3pp3GqK8jatVRQgBUHq6uqomnTiKiNBxs3cf//qaminW+zZ+NUV4rSUpo/H8sNAtHpqM3v4OEm7mMyM0U75WJi6NQpnPCKMGQIGQxYaxBOXh617c003MR9wvHjop1ypaX44A5FiI+nlBQsNAht+/a2XHmGm7i/dvq0mGeduzvOec5duEBvvIFVBnHEx9O2bQ92+HET92m//SbmiYe3MvFNq6Wnnmr7r7YA2m/tWkpPf4AjkJu4z/r9dzFPvHXr8KlMPHvqKbpzB+sLIvvyS/r559Yeh9zEvYO4j6ry8ig5GSc/n3JyaONGLC5IwttvU2Jiq45GbuIu8gAYY/b2OP/5hCu2g3QQ0dq11Jo35CPuFqNWIwEcys2l777DyoK0rF17/9fPIO4Ws3o1Xb2KCvBGrA+BATAvNZWefNLcwYm4W8xPP+EKYrzJy6MtW7CmIFEJCTR3bovHp+TirtPpVCpVly5dVCqVTqczvik5OdnDw8POzs7DwyM5ObnR5iUQd8aYNT7CHEQ0ahQWFCRt40Zq6cKFkou7Wq3WaDTl5eWBgYH+/v7GN3Xr1i01NbW6ujolJaV79+6NNi+NuL/+OlrAjxMnaMMGLChIXVoaDRpk4kCVXNxdXV3LysoYY2VlZb169TK+adCgQampqTU1NSkpKYMHD260eWnEPSKCxH0vFVjQpElYSpCH+HiaN6/p4Sq5uNva2hoMBsaYwWCwtbU1vunYsWNOTk42NjZOTk7Hjh1rtPnGLDWYB3X6NMXHowg8OHWKNm3CUoJs7NhR/24Mi5dQiEfuffv2bXhaxt3dvdHmpfHInTHm4oIi8GDsWKwjyExcXKN320ku7n5+fnXPuWs0GrVabXxTjx49Gp6WcXZ2brR5ycT9H/9AFGTv3DkKC8M6gvysX0/BwfWHruTirtVqfXx8HB0dfXx8tFotMxpiYmKiu7u7nZ2du7v7rl27Gm1eMnEPDqbLl9EFeevenW7fxiKCLM2fX/+abMnFvY2bl0zc8/Jo5050QcauXaMvv8QKgoxFRdF33xHibnmPPoo0yNjw4aTTYQVB3lasIBub1yxyV4j7PRMnIg1ypdXSV19h+YAHeORueWvW0H/+g0DI0tNPU3k51g54gLhbXkEBLkgiS8XFFBqKhQNOIO5W8de/ohHy4+1NNTVYOOAE4m4Vy5eTwYBMyElxMa1ciSUDfiDuVpGRQfv3oxRyolJRVRWWDPiBuFtL164ohWycPEnh4Vgv4Aribi0BAYiFbAwejMUC3iDu1hIWRiUlSIYMZGU1utwSAB8Qd2s5exbXjJWHGTOwTMAhxN2KXn0V1ZC60FDKzcUyAYcQdyt6/31UQ9JOnMBPV8AtxN2Kdu6knBy0Q7r+/GesDnALcbei8nJatw75kKirV2npUqwOcAtxt64nn0Q+JGrJErp4EasD3ELcrQvXj5Wsd9/F0gDPEHfr2ruXDh1CRCQnJoays7EuwDPE3br0erKxQUQk59lnsSjAOcTd6vAeGanJzKQdO7AowDnE3eoWLqRbt5ASCRk5EssB/EPcre7IEdq1CzWRil9/pVWrsBzAP8RdCGPGoCZS4eWFH6RAERB3IUyahJpIgsFAn3yCtQBFQNyFsGkTlZaiKeKLiqKff8ZCgCIg7kIoKKC4ODRFfH5+WAVQCsRdIL17IysiO3iQkpKwCqAUiLtAPv0UWRHZqFFYAlAQxF0goaF0+TLiIpriYrwCEpQFcRdIVhYdOIC4iOaZZ6iiAvMPCoK4C6SqihYtQlzEcesWLViAyQdlQdyF4+uLvogjLIzOn8fkg7Ig7sJ57z30RRx44xIoEOIunLg4OncOlRFafDwu3Q5KhLgL55dfaMsWVEZouOQyKBPiLqjx4xEaQWVl0fbtmHNQIsRdULiCmMBefhkTDgqFuAsqPJyuXEFuBHLyJG3ejNkGhULcBZWdjcubCKd/f0w1KBfiLrTOnVEcIZSUUHAwphqUC3EX2iuvoDhC8PamqipMNSiX5OKu0+lUKlWXLl1UKpVOpzO+qba2dvny5W5ubh06dGgybhnF/Ysv6M4dRMe6CgooNBSTDIomubir1WqNRlNeXh4YGOjv7298U3BwsJubW25ubm1tbdPNyyfu+/dTVha6Y114ySmA5OLu6upaVlbGGCsrK+vVq5fxTf369duxY4fpzcsn7hUVuIKYdV28SOvXY4ZB6SQXd1tbW4PBwBgzGAy2trbGN9nZ2c2cOdPBwaFv37579uxptPnGLDUYK5k6FemxotWrSafDDINCWbyEQjxyd3V1TUlJqa6uTklJcXV1bbR5yQfd2Lx5dPcu6mMtc+ZgbgGk98jdz8+v7jl3jUajVquNb5o2bVpKSkpNTU1KSsqjjz7aaPOyivvevXT4MAJkFXv2UHo65hZAenHXarU+Pj6Ojo4+Pj5arZYZDfHy5cvPP/+8g4ND//7909LSGm1eVnEvL6fVqxEgq3j9dUwsAGMSjHsbNy+ruDPGhg1Dgyzvt9/wq1SAeoi7OPCCGWtYvZquXsXEAjCGuItl+3Y6fhwZsjCNBlMKUA9xF4dOR998gxJZ0u7d+FUqwD2Iu2gGDECJLGniRMwnwD2Iu2gCAxEjiykuppAQzCfAPYi7aL77js6cQY8sw92drl3DZALcg7iL5tdfKSICPbKMadMwkwCNIO5ieuklJMkCdu6kQ4cwkwCNIO5iwuNNi/DywjQCNIW4i2nbNiooQJjapbCQwsMxhwBNIe5iunCBIiMRpnbp1InKyzGHAE0h7iLz9ESY2gXvSgUwCXEX2eefo01tt20bHT2KCQQwAXEXWUwMnTqFPLXRpEmYOgDTEHeRlZXh1e5tdPo0bd6MqQMwDXEX38CBKFRbDBtGVVWYOgDTEHfxvfsuCtUWQUGYN4AWIe7iw6vd2+D77yk3F5MG0CLEXXwXLuDD4R6Yvz9mDMAcxF0S8KqPB3LqFH33HWYMwBzEXRJmzECqHsBzz9Ht25gxAHMQd0mIjaXTp1GrVqmtJfwqFeC+EHdJOH+eoqIQrFaJjaWffsJcAdwH4i4VffogWK0ydSomCuD+EHepmDsXzbq/48dp61ZMFMD9Ie5SsXEjFRYiW/fxzDOYIoBWQdylorCQoqNRLnNu3MCvUgFaC3GXkD//GeUyJzKSzp3DFAG0CuIuIWo1ymUOPk8coPUQdwnZtInOn0e/TPvxR0pIwOQAtBbiLiGnT9OWLeiXaY89hpkBeACIu7RMnIiEmXDjBi1YgJkBeACIu7S88QYSZsKaNXidKMCDQdylZdMmunABFWsK70oFeFCIu7Tk51NcHELWSFYW7dyJOQF4MIi75AwYgJA1gnelArQB4i45ixZRRQVyVq+igpYtw2wAPDDEXXJ++om2b0fO6m3YgHelArQF4i5Fo0YhZ/U++ABTAdAWiLsUvf8+isYYY1lZlJiIqQBoC8nFXafTqVSqLl26qFQqnU7X/BuCgoKaD5qzuKem0tGjiEey0LoAAAtHSURBVBr73//FJAC0keTirlarNRpNeXl5YGCgv79/k1tzc3NdXFy4j/utWxQcrPSuXb1Kq1YpfRIA2kxycXd1dS0rK2OMlZWV9erVy/gmvV4/cODA9PR07uPOGBs9WuldW7eOysqUPgkAbSa5uNva2hoMBsaYwWCwtbU1vikgIGDVqlXM1KD5i/uaNXTjhqLTNm+eoncfoJ0kF3czj9xtGmvlTTKVk6Po3yWmplJGhnJ3H6BtrFFCi/XUz8+v7jl3jUajVqtNb0wBj9wZY716KbduL76o3H0HsAjJxV2r1fr4+Dg6Ovr4+Gi1Wta6lHMZ908+UWjgLl+mr75S6L4DWIrk4t7GzfMY92+/pbNnldi4NWuopESJOw5gQYi7dJ0/T+HhSmwcPrEEoP0Qd0nz9VVc5g4fph07FLfXABaHuEvahx8qLnPu7orbZQBrQNwlLTmZsrMVFLubN2npUgXtL4D1IO6Sdv06rVmjoNiFh1NRkYL2F8B6EHepGzlSQbF75x0F7SyAVSHuUhccTJWVikjemTO0ZYsi9hRAAIi71P34I+3Zo4jkjRxJN28qYk8BBIC4y0DXropIHj50CcCCEHcZCAjgv3oHD1JKCv+7CSAYxF0GwsL4fzt+jx6c7yCAwBB3GThzhjZv5rx9n33G+Q4CCAxxl4cJE3hun3J+aQwgGMRdHqZM4bl9nTqRwcDzDgIID3GXh+hont+6OX06t7sGIBbEXR4KC7l92v377+nwYT53DUBEiLtsuLnxWUAfHz73C0BciLtscPl6ksxM2r6dw/0CEB3iLhtbt9KpU7x1UKXibY8AJAJxlw2tltau5SqFZ87QunVc7RGAdCDucsLZh4uOHk01NVztEYB0IO5yotHwk0K9nr74gp/dAZAaxF1O9u6lY8c4CWJYGM+v3AcQHeIuJ7du0eLFnASRyxf/AEgH4i4zo0bx0MTNm+nkSR52BECyEHeZWbmS9HrZZ/Gjj2S/CwASh7jLzKFDtHu3vMsYFUVHjsh7FwCkD3GXn3795F3GV16R9/gBZAFxlx+1WsZxnDuX8vNlPH4AuUDc5SckhLRaufZxzhy5jhxAXhB3+cnPp4QEWSZyzx46cECWIweQHcRdlh5/XJaJxLPtAIJB3GVp6lT5VVKno+XL5TdsAJlC3GUpJobOnZNZKGX9qwIA2UHcZen8eQoPl1ko33tPZgMGkDXEXa7GjJFTK+PjKStLTgMGkDvEXa5mzaKhQ2WTy4AA2QwVgA+Iu4wlJNCuXTKIZk6OXF+7CSBfiLu8vfOODKL5pz9Rba0MxgnAE8Rd3pKTKT1d6t2Uxb9AAJxB3GXvtdcknc7ERMrIkPQIAbgkubjrdDqVStWlSxeVSqXT6Yxvio+P9/T0tLe39/b2zszMbLR5Bcc9OpqOH5duPUeMkO7YADgmubir1WqNRlNeXh4YGOjv7298k6+vb35+vl6vj4yMdHV1bbR5BcedMebkJN2Azp8v3bEBcExycXd1dS0rK2OMlZWV9erVy+T3FBUV9enTp9HmlR332bMlGtC0NPrhB4mODYBvkou7ra2twWBgjBkMBltb2+bfoNVqvby8kpKSGm2+MUsNRi6SkyX62UYODlIcFQDHLF5CgR65Z2dn9+7dOzo6uunmlRf0JlQqKWZ0+nQpjgpACSQXdz8/v7rn3DUajVqtNr4pIiLC2dl5//79Jjav+Lh//DERSaukRPTPf0prSADKIbm4a7VaHx8fR0dHHx8frVbLjIZo5rkXxP2nnyg6WlolzcmhlBRpDQlAOSQX9zZuXvFxZ4yNGyetksrxovMA3EDc+bFlC+XlSaWnYWGUmyuVwQAoEOLOj7t36Y9/lERP8/Jo/XpJjARAsRB3rsyaJYmkzpghiWEAKBnizpWEBPr3v0UOa1iYhJ4dAlAsxJ0r167RV1+JGdajR2nVKpQdQHyIO28mThStrUT04YcoO4AkIO682bSJfvtNnMJOmEBlZYg7gCQg7rwpKaGNG4Uu7K1bNGKE+E/3A0ADxJ1Dzz4rdGSHD6crV1B2AAlB3Dm0di0VFwuXWq2Wli1D2QGkBXHn0KVLFBwsXG179aJr1xB3AGlB3Pn0978LVNviYlq8GGUHkBzEnU8bNlBRkRDNnTCBamsRdwDJQdz59PvvtHKl1Zu7YgUlJaHsAFKEuHPr1Vetnt3AQJQdQKIQd25t305Hj1oxvocP065diDuARCHu3Lp7lzw9rRjfV15B2QGkC3HnmfU+wvTMGcl9qh8AGEPcebZvHx08aJUEr12Lt6QCSBrizjkvL6qqoscfp5EjLflx1T4+KDuApCHunJs1i9avp9JSunmTVq+mH36wQJTLyykkBHEHkDTEnXOHD1P//vdCHBBggadT0tIoIwNxB5A0xJ1zRLRlCxn/75tv0o8/tivNK1fSjRuIO4CkIe5KNH8+nTjR9jo/9hjKDiB1iLtCGT9X05KbN6lvX9Lp6r+TiPbvp6+/JuGvFw8ADwpxV6igIPr99xYbTUR5eTRzJpWW0uzZ9PTTNGIEvfQSxce36yE/AAgGcVeoa9fouedMZzozk158kRYtIiJ0HECuEHflCgsz8Ran2lqaMQNNB5A9xF3R1OqmHffzo6tXEXcA2UPcFS0vr9HbkU6exBVjADiBuCvdwoW0d2990MeMQdkBOIG4A/P1pevXiTH20kuIOwAnEHdgFRU0aBDV1NDSpYg7ACcQd2CMsdhYWriQEhIQdwBOIO5Qz9+fCgoQdwBOIO4AABxC3AEAOIS4AwBwCHEHAOAQ4g4AwCHEHQA4hCbIKe46nU6lUnXp0kWlUul0ukabV/xCMkwCYwyTwBjDJDDGMAnyirtardZoNOXl5YGBgf7+/o02r/iFZJgExhgmgTGGSWCMYRLkFXdXV9eysjLGWFlZWa9evRptXvELyTAJjDFMAmMMk8AYwyTIK+62trYGg4ExZjAYbG1tG20eAAAas0h4RX7kDgAA1iBE3P38/Oqec9doNGq1WoAtAgAonBBx12q1Pj4+jo6OPj4+Wq1WgC0CACic0n93AQDAJcQdAIBDiDsAAIcQdwAADokZdzOXJeCYmb2Oj4/39PS0t7f39vbOzMwUa4QCuO/SBwUFWerVvpJlZhJqa2uXL1/u5ubWoUMHjufBzAwkJyd7eHjY2dl5eHgkJyeLNULhWfCl7mIeN2YuS8AxM3vt6+ubn5+v1+sjIyNdXV3FGqEAzC99bm6ui4sLx1GrY2YSgoOD3dzccnNza2trxRqeAMzMQLdu3VJTU6urq1NSUrp37y7WCMUi+7gr881NrdnroqKiPn36CDsuQZmZBL1eP3DgwPT0dO7jbmYS+vXrt2PHDpHGJRwzMzBo0KDU1NSampqUlJTBgweLNEDRyD7uZi5LwLH77rVWq/Xy8kpKShJ8aMIxMwkBAQGrVq1iCrjGiJlJsLOzmzlzpoODQ9++fffs2SPSAK3OzAwcO3bMycnJxsbGycnp2LFjIg1QNLKPOx65N9/r7Ozs3r17R0dHizE04Zi/lpzFL7IhTWYmwdXVNSUlpe5JCY6foDMzA3379m14Wsbd3V2kAYpG9nFX5mUJzOx1RESEs7Pz/v37RRqacFqz9HyXnZmdhGnTpqWkpNQ9KfHoo4+KNECrMzMDPXr0aHhaxtnZWaQBikb2cVfmZQma73XDQirnQauZSWjA9wwws5Nw+fLl559/3sHBoX///mlpaaIO04rMzEBiYqK7u7udnZ27u/uuXbtEHaagLBgBzs8fAABlQtwBADiEuAMAcAhxBwDgEOIOAMAhxB0AgEOIOwAAhxB3AAAOIe4AABxC3AEAOIS4AwBwCHEHAOAQ4g4AwKH/A1/rCsJV0H8xAAAAAElFTkSuQmCC" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 3</b>. Values from keep_slow_vars_in_fig_4_12_cdf44(5) graphed with Octave</span></td><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<br />
<div style="text-align: justify;">
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><b>Figures 4</b> and <b>5</b> show the graphs obtained by keeping the slow variations with HWT. <b>Figure 4</b> gives the graph from the values computed with </span></span></span></span></span></span></span></span></span></span><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><span style="color: purple;">keep_slow_vars_in_fig_4_12_hwt(2)</span>. <b>Figure 5</b> gives the graph from the values computed with <span style="color: purple;">keep_slow_vars_in_fig_4_12_hwt(5)</span>. </span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></div>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="327" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 4</b>. Values from keep_slow_vars_in_fig_4_12_hwt(5) graphed with Octave</span></td><td class="tr-caption" style="text-align: center;"><br /></td><td class="tr-caption" style="text-align: center;"><br /></td><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="330" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 5</b>. Values from keep_slow_vars_in_fig_4_12_hwt(5) graphed with Octave</span></td></tr>
</tbody></table>
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"> </span></span></span></span></span></span></span></span></span></span><br />
<hr style="margin-left: 0px; margin-right: 0px;" />
<br /></div>
Unknownnoreply@blogger.comtag:blogger.com,1999:blog-1760164640344466369.post-5400074485042990642016-03-25T12:52:00.001-07:002016-03-25T12:55:58.148-07:00Multiresolution Analysis of a Chirp with CDF(4, 4) and HWT: Programmatic Note 15 on Ripples in Mathematics<div dir="ltr" style="text-align: left;" trbidi="on">
<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="font-family: "Trebuchet MS",sans-serif; text-align: center;">
<span style="font-size: x-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></div>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Problem</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">This is my programmatic note 15 on Ch. 04, p. 31-34, in "<a href="http://www.springer.com/us/book/9783540416623">Ripples in Mathematics</a>"
by A. Jensen & A. la Cour-Harbo. These notes document my
programmatic journey, sometimes easy, sometimes
painful, but always joyful, through this great text. My notes
are for those who want to use Java as a programming
investigation tool of various wavelet algorithms and Octave for plotting
the
results. You can find my previous notes by searching my blog on "ripples
in mathematics." If you are on the same journey, let me know of any
bugs in my code or improvements you have found that let us all, fellow
travelers on the wavelet road, get better and more beautiful results.</span><br />
<br />
<span style="font-size: xx-small;">In
this note, I cover my programmatic multiresolution analysis of a chirp, i.e., a signal obtained from sampling <b>sin(t^2)</b> in exercise 4.3 on p. 33. The <a href="http://vkedco.blogspot.com/2016/02/multiresolution-analysis-of-synthetic.html">multiresolution analysis</a> is done on a chirp of size 512 with CDF44 and HWT obtained over 4 scales.</span></div>
<hr style="margin-left: 0px; margin-right: 0px;" />
<span style="font-size: small; font-weight: bold;">Multiresolution Analysis of Y=SIN(T^2) </span><br />
<span style="font-size: xx-small; font-weight: bold;"><br /></span>
<br />
<div style="text-align: justify;">
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;">The class that generates the range of sin(t^2) is defined in <a href="https://github.com/VKEDCO/java/blob/master/stewarts_calc/org.vkedco.calc.utils/Ripples_F_ex_4_3_p33.java">Ripples_F_ex_4_3_p33.java</a>. <b>Fig. 1</b> gives a graph of this signal on [0, 511] created by the Octave script <a href="https://github.com/VKEDCO/matlab/blob/master/ripples/ch04/ex_4_3_chirp_512_p33.m">ex_4_3_chirp_512_p33.m</a>. </span></span></span></span></span></span></span></span></span></span><br />
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><br /></span></span></span></span></span></span></span></span></span></span>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="320" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 1</b>. Graph of y = sin(t^2) on [0, 511]</span></td></tr>
</tbody></table>
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"></span></span></span></span></span></span></span></span></span></span></div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr></tr>
<tr></tr>
</tbody></table>
<span style="font-size: xx-small;">I added two static methods to <a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.ripples/RipplesInMathCh04.java">RipplesInMathCh04.java</a> defined below. These methods do the multiresolution analysis with HWT and CDF(4, 4), respectively. </span><br />
<br />
<span style="color: purple;"><span style="font-size: xx-small;">static void multires_ex_4_3_hwt_p33(String message, int range_start, int range_end, int signal_size, int num_scales) {<br /> double[] chirp_signal = generate_chirp(signal_size);<br /> <br /> ApplyDWT.forwardDWTForNumIters(chirp_signal, ApplyDWT.DWT.HWT, num_scales, range_start, range_end);<br /> <br /> double[] signal = new double[signal_size];<br /> for(int i = 0; i < signal_size; i++) {<br /> if ( i >= range_start && i <= range_end ) {<br /> signal[i] = chirp_signal[i];<br /> }<br /> else {<br /> signal[i] = 0;<br /> }<br /> }<br /> <br /> System.out.println("=========================");<br /> System.out.println(message);<br /> display_signal(signal);<br /> System.out.println("Inversed Signal");<br /> System.out.println("=========================");<br /> ApplyDWT.inverseDWTForNumIters(signal, ApplyDWT.DWT.HWT, num_scales);<br /> display_signal(signal);<br /> System.out.println("=========================");<br /> }</span></span><br />
<br />
<span style="color: purple;"><span style="font-size: xx-small;">static void multires_ex_4_3_cdf44_p33(String message, int range_start, int range_end, int signal_size, int num_scales) {<br /> double[] chirp_signal = generate_chirp(signal_size);<br /> <br /> //CDF44.orderedDWTForNumIters(chirp_signal, num_scales, false);<br /> ApplyDWT.forwardDWTForNumIters(chirp_signal, ApplyDWT.DWT.CDF44, num_scales, range_start, range_end);<br /> <br /> double[] signal = new double[signal_size];<br /> for(int i = 0; i < signal_size; i++) {<br /> if ( i >= range_start && i <= range_end ) {<br /> signal[i] = chirp_signal[i];<br /> }<br /> else {<br /> signal[i] = 0;<br /> }<br /> }<br /> <br /> System.out.println("=========================");<br /> System.out.println(message);<br /> display_signal(signal);<br /> System.out.println("Inversed Signal");<br /> System.out.println("=========================");<br /> //CDF44.orderedInverseDWTForNumIters(signal, num_scales, false);<br /> ApplyDWT.inverseDWTForNumIters(signal, ApplyDWT.DWT.CDF44, num_scales);<br /> display_signal(signal);<br /> System.out.println("=========================");<br /> } </span></span><br />
<br />
<span style="font-size: xx-small;">Below are the graphed parts of the multiresolution analysis along with the Java methods from </span><span style="font-size: xx-small;"><span style="font-size: xx-small;"><a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.ripples/RipplesInMathCh04.java">RipplesInMathCh04.java</a> </span>that generated their values. All graphs are generated by the Octave scripts in this <a href="https://github.com/VKEDCO/matlab/tree/master/ripples/ch04">repo</a> with self-explanatory names, e.g., <a href="https://github.com/VKEDCO/matlab/blob/master/ripples/ch04/ex_4_3_chirp_512_CDF44_D8_p33.m">ex_4_3_chirp_512_CDF44_D8_p33.m</a>. The graphs for D7 and D6 are skipped.</span><br />
<hr style="margin-left: 0px; margin-right: 0px;" />
<span style="font-size: small; font-weight: bold;">D8 Graphs </span><br />
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><br /></span></span></span></span></span></span></span></span></span></span>
<span style="color: purple;"><span style="color: purple; font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: xx-small;"><span style="font-size: xx-small;">static void ex_4_3_chirp_512_cdf44_d8_p33() { multires_ex_4_3_cdf44_p33("Ex. 4.3, CDF44, D8, p. 33", D8_START_512, D8_END_512, 512, 4); }</span></span></span></span></span></span></span></span></span></span></span></span><br />
<div style="text-align: justify;">
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="327" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAeQAAAGMCAIAAACEa0aZAAAgAElEQVR4nOxdd1wVR9e+IiBNeu8dERC7scUSjWmamMTee+wlfmpi3kRjrzGAJiZ2sWDvGnvvvRuxKxYERZoIPvv9sfPu7Cx7L3v1Ui7vPn/kZ+Cyd3Zm95kz5zznHA2nQoUKFSpKPDTFPQAVKlSoUFEwVLJWoUKFCiOAStYqVKhQYQRQyVqFChUqjAAqWatQoUKFEUAlaxUqVKgwAqhkrUKFChVGAJWsVahQocIIoJK1ipIFjUb6TOb/iYrChjrnJRDqkhgZNCz0/fOff/45/1+tWLEiNDTUwsKiWrVq+/bte+ex5b/OO1z5PWki/+Tkn6uEhITw8HB+VPv379d2qXnz5kVFRVlYWAQGBi5YsEB8NXNz87CwsPHjx+fm5mr7Xh75J1x2CSTjz3/9TZs2hYWF8T/ftGmTjhnQfX2FUMm6BEJdEiPD+7xFJ0+edHd3z3+Fjh073rlzJzMzMz4+3t3d/Z2vn/8673Dl9yfrAn/+7bffXrx4MSsr66+//vLw8JD9/B9//BEVFXXkyJHMzMybN2926dJFfJ2MjIwjR45UqVJl0qRJOr43/4RrWwLJOPNf38nJaevWrdnZ2Zs3b3Z2dtb25wVeXyFUsi6BUJfEyCD7FvXp0ychIYHjuJUrV/bp00f2D7OysiIjI/fs2aPtPczOzl69enVUVJS27x0xYoSVlVVERMTp06d1jDD/dXRf+eLFi7Vq1TIzM+MHptFoxo4da2tr6+bmtmLFCuGWNRrNgAEDTE1NdQ9Go9HY2dk5ODi0bNny/v374p/n/+qbN28GBgbKjio8PPzkyZOy8yD8++zZs6Ghodqun3/CC1wCHdePioraunXr69evN2/eHB0dLfu3Oq4/btw4JycnwfCXzDn3X4ve399/x44dwjBu3LjRoEEDKyuryMjI48eP57+OiqKEOuNGBlk3SE5OTpMmTWJjY5s0aZKTkyP7h4MGDZoxYwanhbb4q9nb2x89elTb98bFxWVkZPz+++/VqlXTPTzxdQq8cvXq1X/77bfs7Gzh8zExMZmZmdu2bePNXoGsFy1axLsFChzMkydPhg4d2qhRI/HAJJ9JSkqqWrXqhg0bZEdlaWmZkZEhe4PCvzMyMiwsLMS3KV6U/BOuewl0X//YsWO2trYajcbW1vbYsWOyf6vj+jY2Nn/99VdmZib/v5I555GXl7dv376wsDDhCvXq1Vu4cGF2dvbWrVv5vVZyHRVFCZWsjQza3vNdu3ZpNJrDhw/r+ENtflUevLMiKChI25/zr6iYQWSR/zq6r2xhYSGmRY1Gk5eXJ/xb/N83b94oH8zLly+tra3FlxX/9vjx435+fkuXLtV2F+9vWeef8AKXQMf1g4ODBTdISEiItr/Vdv34+PhatWrZ2dn9/PPPXL45nz17tr+/f9myZTUajYmJiTAMKysr4WplypTJfx0VRQmVrI0Msi95enp6nTp1tm/f3qBBg6ysLH2vMGjQoKdPn2ZmZi5fvtzb21vbX82ZMyczMzMuLk6bZZ3/OkquXKNGDYllLRmq+L8KB5Oamjpq1Kh69erJ3vXcuXNdXV3/+ecf2fHw4H3WR48ezcrKunnzZteuXcXXycjIOHr0aLVq1XT7rLX9qsAP57++i4uL4AZxdXXVMXId1z958qSlpSWXb87Lly+/ZcuW9PT0jRs3ime7bt26CxcuzH/CEK6joiihkrWRQdZ66tatG089W7Zs6dGjB6eMO4R/zJs3z8PDw9raunbt2keOHJH9c41GM2LECEtLS8FNnP8z+a+j5MoXLlyoUaMGb9ZxislaMhjJ/Nja2n766ae3bt2SnTHJT169eiU7XX///XdkZKSFhUVQUNDChQvF1zczM8uvBilwwvP/RPZXstdfv359SEiIubl5SEjIxo0b3+EbNRqNk5PT+PHjuXxzzgcJ3N3dx4wZI57tW7duffrpp+XLl5dMnXAdFUUJlaxVyEAvY/A9r1xcFynUCxbB9xbXmFUUF9T1VqEIJYoaStRgVKgoGqgPvQoVKlQYAVSyVqFChQojgErWKlSoUGEEUMlahQoVKowAKlmrUKFChRFAJWsVKlSoMALoTdaSdAzZX6nKKhUqVKgwLN6RVbWR9fsNRoUKFSpUyMPAZC1bnVKFChUqVLwnDEnWPPJXp+TyVWNQoUKFChXFTNZcvuqUBX6+1EO9/eIeQnFCvf3iHkJxQsftFz9Z569O+Q7DKmVQb7+4h1CcUG+/uIdQnChOss5vxgtfyf9EXJ3ynYdVyqDefnEPoTih3n5xD6E4UfyWtb5QF6y4h1Cc+B+/fRUqZKGStQoVKlQYAVSyVqFChQojgErWKlSoUGEEUMlahQoVKowAKlmrUKFChRFAJWsVKlSoMAKoZK1ChQoVRgCVrFWoUKHCCKCStQoVKlQYAVSyVqFChQojgErWKlSoUGEEUMlahQoVKowAKlmrUKFChRFAJWsVKlSoMAKoZK1ChQoVRgCVrEsb0tKQmIjiHoUKFSoMDJWsSxv27UPv3ipZq1BB0KJFKXkdVLIubdi7VyVrFSoozMxKyetgTGTdpg0z6cnJpWQNDAuVrEsIdu3C7dvqQhQ/zM1LySoYE1nb2jKTXmrWwLBQybqEYNAgbN6sLkTxo9QQhRGTdblypWQNDAuVrEsIVLIuISg1RGFMZG1nx0y6hUUpWQPDYs8elaxLBFSyLiEoNURhTGRtb6+SdcFQybqEYNAgbNmiLkTxw9KylKyCEZN1qVkDw0Il6xKCgQNVsi4RsLIqJatgTGTt4MBMeqlZA8Ni926VrEsEVLIuISg1RKGSdWmDStYlBCpZlxBYW5eSVTAmsnZ0ZCa91KyBYbF7N/r0UWem+DFggErWJQKlhiiMiaydnFSyLhgqWZcQqGRdQmBjU0pWwYjJutSsgWGxa5dK1iUCAwZg61Z1IYof5csDKA0LYUxk7ezMzHj58qVhAQyOXbtUn3WJQP/+KlmXCNja4u3b0rAQxkTWLi7MjEsSGlXwUC3rEgKVrEsIbG2Rl1caFsKYyNrVVSXrgvHPPypZvxdSUnDypAEmUCXrEgI7O7x5Y4CF8PIq5tU0JrJ2c2MmS5J9roKHStbvicOH0b27StalB/b2yMkxwEJIkvKKHkZM1vb2SuMGjRv/D70zKlm/Jw4dMgxZ9+unknWJgIMDXr82wEJI8jyKHsZE1u7uzGQ5OCiNG5ia/g+9MypZvycMZVmrZF1C4OiI7GyVrAsNssPy8GAmy9FRadzgf4qsd+xQyfq9oJJ1KYOTE7KyDLAQkqS8oocxkbWnp5Ssc3MVTZ+kr09AQGl+hXbsUKV77wVDuUH69lXJukTAyQmZmSpZFxqUkLWTk9Igr6RVROkWaKuW9XvCgGS9bZu6EMUPZ2dkZBhgISRJeUUPYyJriXTG2VlpkPd/iqy3bVMt6/fCwYOqZV2q4OKC9HQDLIQkKa/oYUxk7e3NTJaLi6Ig79u3kPT1Kd0CbZWs3xOGIuvvvlPJukTA1RWvXqlkXWiQHZaPDzNZrq6Kgrx5eZD0lCndAu1t21Q3yHvh4EH06KGSdemBmxvS0gywEJIM6qKHMZG1r6+UrJUEed+8+Z8ja9Wyfh8cOKBa1qUK7u54+dIACyHJoC56GDFZu7srCvLm5EDSAKzYM5EKFVu3qmT9XjAUWffpo5J1iYCHB168MMBCSJLyih7GRNb+/lKyVhLkzc6GpKdMsYvbCxVbtqhk/V44cMAwbpDevVWyLhHw9ERqqkrWhQYlZO3hoSjIm5UFSZsClaxV6MD+/YaxrFWyLiHw9ERKigEWQpJBXfQwJrKWJLN4eioK8mZkSMm62MXthYrNm1Wyfi8Yiqx79VLJukTA2xvPnxtgISQZ1EUPYyLrwEBmsry8FAV509Mh6SlT7OJ2w2LtWixeTO9IJev3xP79hnGDqGRdQuDtjeRklawLDbLDCgpiJsvbW1GQNy0NkiyYYtdLGhZz5mDyZHpHmzapZP1e2LdPtaxLFXx88OyZARZCkkFtcLRqVUBKtjGRdXAwcyc+PoqCvC9fQpIFU+x6ScNizhxMmsSQda9epeoGixgqWZcy+PnhyRMDLERhNx/QaAoodlScZK35L2R/lf+HISHMnfj6Kgrypqb+b5H1xo3QaErVDRYxDEXWPXuq3c1LBPz88PixARZCkkFtcGg0BdTPKH7LWjlZh4Yyd+LnpyhukJICSRZMsYvbDQsJWW/YgDJlStUNFjH27jUMWWs0KlmXCPj7IynJAAshyaA2OMqUKaB+hjGRdVgYcyf+/oriBsnJkGTBFLte0rCQkPX69TAxKVU3WMQwFFmXKYPNm9WFKH4EBODRIwMshCQpz+AwMSmgfkbJJWsx+B9WqCAlayVxg2fPIBFWF7te0rCQkPXatSpZvxf27DEMWZuYYNMmdSGKH4GBePjQCMi6bFn5lOz8TKgQxWlZh4czdxIYiKdPC56+J08gEVYXuwTHsJCQ9Zo1KFu2VN1gEWP3bsOQtakpNm5UF6L4ERSEBw8MsBB+foVO1rpTso2JrCtWZO4kKEhRkPfxY0iE1YUtwSlizJ6NiRPpHa1ejdLdxmzXLsPIZrXBgGS9YUNpXghjQXAw7t83wEJIMqgNDlPTAlKyS4QaJL+FLzusiAimnXlwsKIg76NHUrIubAlOEUNiWa9aBUkbs1KGjh1x6pQRkLWZGdavL80LYSwIDcW9ewZYiMJuB2hmpivL79w5aDR+el2wOHXWkZFMO/PgYEVB3ocPIcmCKWwJThFDYlmvXAlJZ5xSho4dcfp0Id7grl2GIety5bBuXWleCGNBWBju3jXAQkgyqA0Oc3NdWX4//QSNpr1eFyxOso6KYtqZh4YqCvLevw+JsLr0kbXYsl6xQtoZp5TBWMjawgJr15bmhTAWhIXhzh0DLIQkg9rgKFdOV5bfTz9Bo+mg1wWLk6wrVWIyfMLCFAV5792DRFhd2FHdIkZcHGNZL18ubbZQytChQ6GTdbduBri+pSXWrCnNC2EsqFABt28bAVlbWOiqDmhkZB0dzeTOV6igKMh75w7EwmoApYysJW6Q+Hhps4VShg4dcOZMId7gP/8YjKxXry7NC2EsqFgRt24ZYCEk5S4MDktLXVl+RkbWlSsz6Zjh4YqCvLdvQyysfvsWhS3BKWJIyHrpUmmzhVKGIiBrg+TrW1tj1arSvBDGgogIJCYaYCEk5S4MDisrXTInIyPrKlWYdMyKFRUFeRMTIRZW5+aisCU4RYy4OEyYQO9oyZJSTtbt2+Ps2UK8wR07DJOvb2ODhITSvBDGgshI3LxpgIWQlLswOKytdSWOGBlZV63KpGNGRCgK8t68CbGw+s0bFHZUt4gh8VkvXixttlDK0L594VrW27YZJgW0fHmsXFmaF8JYEBWFf/81wEJIyl0YHDY2uhJHjIysq1Vj2plHRioK8t64AbGw+vXr0kbWsbGMZb1wobTZQilDu3aFa1lv3WqYFFA7O6xYUZoXwlhQqRJu3DDAQkjKXRgc5cvrShz56SdoNB31umBxknX16kw6ZlSUoiDv9esQa/Wys1HYUd0iRmwsxo+nd7RggbTZQilDYZP15s2GSQG1t8eyZaV5IYwF0dG4ft0ACyEpd2Fw2Nrq0iIbGVnXqMGkY1aqpCjIe/UqxLUNs7JQ2IGCIobEsp4/X1q/u5ShXTucO1eIN7hpk2FSQB0cEB9fmhfCWFC5Mq5eNcBCSMpdGBx2drq0yEZG1rVqMR1yo6MVBXmvXGG0ehkZpZCsxZb1339L63eXMrRtW7iW9caNhkkBdXTE0qWleSGMBVWr4soVAyxEREThrqa9vS4tspGR9QcfMLnzVaooCvJeusRo9dLTUdiBgiKGhKz/+ktav/vdMGkSjh0riRPVpk3hWtbr1xsmBdTJCUuWlMQJ/F9DtWq4fNkACxEZWbir6eCgS942erRRkXXt2kzufNWqioK8Fy8yWr20NBR2oKCIERPDkPXcudL63e+Gfv3wzz8lcaIKm6zXrTNMCqizM9N1XkVxoXp1XLpkgIWIiirc1XR01CVvGz0aGk0nvS5YnGRdpw6TO1+tmqIg7/nzEJfLevkShR0oKGLExGDcOHpHf/4prd/9bujXDzt2lMSJKmyyXrvWMCmgrq5YtKgkTuD/GmrUwMWLBliISpUKdzWdnXUpJn76yajIum5dpkNu9eqKgrznzjFavRcvUNiBgiKGhKznzJGWhH039O1bQi1rjaZwyXr1asNkFbm5YeHCkjiB/2uoWRMXLhhgIaKjC3c1XVx0KSaMjKzr1WMKndSogWvXCp6+M2cYrV5KCgo7UFDE+P13/PorvaPZs6UlYd8Nffti586SOFFlyhRuUsyqVYYha3d3LFhQEifwfw21auH8eQMsROXKhbuarq66FBNGRtb16zOFTmrWVBTkPX0a4gosz5+jsAMFRQwJWcfFSUvCvhtKLFmbmBRu1b2EBMNkFXl6Yv78kjiB/2v44APDHMWqVCnc1XRz0xWEGz0aGk1nvS5YnGTdoAFT6KRWLUVB3pMnGa3es2co7EBBEWPWLIasY2JgkPbt331X1GStMEve1LRwO8WsWGGYrCIvL8ybV6qeNCNFnTqG0XpWrVq4q+nurisIZ2Rk3bAh0878gw8UBXlPnGC0ek+forB9T7rRtathYtMCZs3C2LH0gr//DoO0by96slZYkcPUFCdPFuLAli83TFaRtzf+/lsl6+JH3bqG8ZtVq6bHRc6fZzqlKIGnp64gnJGRdaNGTFWqOnUUBXmPH2e0eo8fo7B9T7rRtq1hwh0CJGQ9axYM0r79u++wa1fRTRSgtCKHuTmOHy/EgS1bZpisIh8f/PWXStbFj3r1dPnNjhxR1B2Q47jq1fVYzcaNmapzSuDpqSvTcvRoaDRd9LpgcZJ148ZMVaq6dRWx3tGjjFYvKQmF7XvSjXbtDCMkEvDbbxgzBuL/NUj79j59itSyzstTWpGjXDk9snUuXMCQIfIf/vNP+Z8vXWqYrCI/P8ydW3LJ+t0CGwAKW8FmcNSvr8tvpjA2A6BGDT1u3MREb7L29tYVhDMysm7ShKlKVa+eoiDvkSOMVu/RIxS270k32rYtXLKeMQMGad/eu3eRWtZv3iityGFpiaNHlQ7s5El07iz/YW0u8iVLDJNV5O8PbftBScC7bUh5eYbpzFCUaNBAl99MIVnn5aFmTT1u3MyMKRGqBD4+uoJwP/4IjaarXhcsTrJu2pQ5sHz4oaIg76FDjFbvwQPo5Xt6Zxw6JP8tAlnn5homaWLGDPzyC73O9OkwSEfgIibr16+VkrWVFQ4fVjqw48e1krU2ycfixYbJKgoIwB9/lFxee7cNKSfHMJ0ZihING+LEifcl69xc1Kqlx41bWDAlQpXA11eXGWdkZP3xx0wJwQYNFAV5Dx5ktHr37+t3nHlnaNPqtmlDluT1azRubHiynjaNqTL4zihiss7KUlo+ydoa2jbC/Dh2DF26yH9Ym+Rj4ULDZBUFBWHOnJLLa5INSaGeNTv7HTsz5OXh7dvimY1GjXQFORSS9Zs3qF1bj/FbWzMlQpXAz0+XX9fIyPqTT5iqVA0bKgry7t/PeNnu3tXvOPPO0HbKbtOGqEEMSNY//0yvM2WKYToC9+pVpGSdkaG0fFL58jh4UOnAjh5F167yH9Ym+ViwwDBZRcHBmD275JK1ZENSKC3PzJTGgRX6vkeMKLaOlB99pCvIoTBT9/Vr1Kmjx/htbZkSoUoQEKDLr2tkZP3pp0yH3EaNFCVH7NvHaPXu3NHvOPPO0Pb0C2SdnW0Y99/06QxZT55smI7AvXph9+6ie7vS05WWT7K1xf79Sgd2+LBWstYm+Zg/3zBZRSEhiIsruWQt2ZAUqhXT06VkrVAd/3//V2y93ps00RXkUGhZZ2ejbl09xu/oyFSdU4KgIF2ugh9+gEbTTa8LFidZf/YZU0Lwo48UJUfs2cNo9W7dwgcfFMVDo+2U3bo1IeusLMO4/6ZPx3/+Q68zaRJTuOqd0bNnkZJ1WprS8kl2dti3T+nADh1Ct27yH9YWYfv7b7i6GuDGw8IQG1tyyVqyISmMN758KRXtKDTJv/8ea9YUz2w0baoryKEwnyArC/Xq6TF+Fxem6pwSBAfrchX88AM0mu56XbA4yfqLL5gSgk2aKEqO2L2b0eolJup3nHlnaDNVBLLOyDBMY9Zp0xiynjjRME0me/QoUrJ+8UIpWTs4YO9epQM7eBDdu9MPZ2WhZUvyv9ro6a+/DJMCWqECYmJKLllL7lGhmz41VRoHVmiSDxuGtWuLZzY+/lhXkOO776gbRAe9Zmaifn09xu/uzlSdU4KQEF2uAiMj6+bNmQ65TZvqCvIK2LmTkX/cvKnfceadoY0LWrUiAp30dIOR9U8/0euMH2+YJpNisv7xx0KfsZQUpeWTHB312EX270ePHvTDL16gWTMI15H9k7lzDZMCGh6OWbNKLllL7lGh5+f5c2kcWGEC0dChWLeueGbjk090BTnEbhAdeqT0dHz4oR7j9/ZmChkpQWioLuvTyMi6RQum3muzZooy2f75B+LUoxs39DvOvDO0SaMEsk5LM0wX7alTGbIeN44pXPXO6N6dcqJBehLqRnIyFHo/nZ31iHzu28eQ9ZMnNE6gjaz/+MMwWUUREfjtt0Kft5iYd2yDIklzVbg/PX3KxIFzc5UmEA0ZgvXri4esP/sMBw4osqx16JFevULDhnqM39+fKWSkBBUq6LI+f/gBGk0PvS5YnGT95ZdMvddPPlGUybZ9O6PVu35dvx3ynaGNC779luQp5Xf/vRumTMHo0fQ6v/5qmCaTYrI2SE9C3Xj6VGmtOxcXPVIr9+xhyPruXRon0Cb5mDPHMFlFUVGYObPQ561HDz20MWJINiSF+9Pjx0wcOCtLqSZ98GBs2FA8ZP3557oi0mKftQ49UloaGjXSY/zBwUwhIyUID9dlfY4aZTxkDaBlS6be66efKspk27aNkX9cvYoGDQr9ocnN1arV/fZbYgrld//lx8OH2Ly5gM9IyHrMGISGGuAGu3WjZG2QnoS68fix0lp3bm56tLDZvRs9ezJbteB60nbwnz3bMFlFlSphxoxCn7du3XDkyLt8i+QeFWrzHz1iQgtpaUo16QMHYuPG4iHr5s11RaTFlrUOPdKLF/oJbcPCmNoYShARoYvQRo2CRtNTrwsWG1nn5eHrr5kOuZ99pugx3bKFkX9cuaLfDvlueP1aq1ZXoyFknZJScBrIoUOMYSiLyZMZCeAvvximyWS3btizp+jI+tEjWutOHBLMD3d3bN+udDw7d6JXL/rh8+ep60mb5CM21jBZRZUrY/r0Qp+3Ll3esa+x5B4Vyj0fPGBCC8+fK5U5DhiATZuKh6xbtNAVke7Th5K1jhB3aio++kiP8UdEMLUxlCAyUhehjRxpPGSdm4tvvmGKc3/xhaK0482bmdSjS5cMk4qiG5mZWuVfJiYkgzE5ueA0kAMHCibrSZMYCWCZMoZpMtm1K7WsDdJAVjcePKC17nTLQjw9sW2b0vHs2MGQ9fHj1PWkTfIRE2OYrKIqVTBtWqHPW6dOisLs+SFhZ4UKort3mdDC48dKZY79+xd8RiwkfPklNTvyQ2xZ6whxp6SgSRM9xh8drbSYn4BKlXQRmjGR9Zs3aNWKKc7dvLmitOONGxmt3sWL+u2Q74a0NK3yr7JlSVKpJFYji337mFO8LCZOZAKVJiaGaTKp0dA4nkEayOrG/fs0VMW/M9qC6V5e2LpV6Xi2bWPIev9+6nrSFlKbNcswWUVVq2Lq1EKftw4d3rEVg78/81cK4xy3bzOhhfv3lSpn+vbFli3FQ9ZffaVLPiRY1oCuqElyMpo21WP8Vavi4UP97jc6Wlf4YeRIaDS99LpgsZF1Tg5at2aKc3/5paLQyoYNjPzjwgX9Jv3dkJqq9SE2NSVJpU+eFJyzt3cvevcu4DPjxzOByrJlDdNk0sSEBF4Aw/Qk1I27d2mtO9520yYO8fHRw0bbupWZwB076Aaprer3b78ZJquoenVMmVLo89au3Tu2QZGY0gpdZ4mJTGghMVGpcua77/TYYg2Lr7/WJR/q04eEQPLydEVNnj2jok8lqFmTqY2hBJUry6hWhBKhI0ZAo+mt1wWLjayzs9GmDdMh96uvpPcmy8Lr1jFq9nPn8PHHWiexf3/DPE/JyVofYjMz8nYlJRWcBrJrV8FkPW4cE6g0NTVMk8myZYnF8fatUlHd++D2baor4A0cbWaOn58e3s8tW5gJ3LCBbpDaFmjmTP2yijp0kP9wzZqYPNkw8yY+HEjQurWiqu75rVqJGF/hBn/jBtNG59o1pcqZ3r31cF4ZFt98o0s+JJD1mze6OgQ9fYpPPtFj/HXqMOnWSlC1qoxqRThuGhNZZ2WhXTumk8LXX0vvTZZT1q5l5B9nz+qadINo6TiOe/xY60Nsbk6SSh89Kthi3bkTffoU8JmxYxl3irm5YZpMmpqShzg3tyjIOjGR6gp4A0ebmRMQINUVXLqEnBz5D2/axJD1ypV0zr285OvATZ+uX1aRtje8Vi1MmmSYedOhZTYxYar/rFolX5Yo/84n8XsobClw7RrTRufiRflg7N27UruyVy89wsKGRatWMnMiCKh69ybPeU6Org5Bjx/j00/1GH+DBky6tRJUqyYTCBWOmyNGQKPpo9cFi42sMzPRvj3TSeGbb6SKHFlbbPVqRs1++rSuSTcUWT98qFVRYGFBkkofPCiYBHfswHffFfCZMWMYd0q5crp6eSxfrvQGzc2JKZSTY5hu37rx779UP6ObrAMDpekVzZtrPXJu3MjsdosW0Tn38ZHvkjdtmtKsIt4a1faGf/ABJk40zLzpqD0tHNR4jBsn30ss/2RK9J0K2ydducJkwZw5I+/fnzpVWhelR49iI+s2bWS0nsJdCGSdndtS55YAACAASURBVK2r6URSEj77TI/xN27MpFsrQY0aMoFQ4bj5f/9nPGSdno6OHZlkrW+/ld6b7Ou9ahUj/zh1Cp9/ruvRf8cRs7h3T6uiwNKSJJXev18wCW7fjr59C/iMRsNY6BYWiI7W+mHl3QXLlSNOxtevDdPtWzeuX6ciMN5W1WaxBgVJE5dbtNB65Fy/ntE1/vknvRdfX7x5I080CoXq/NauzeytUwcTJhhm3nQknlhYMNV/xo7F/PkyH84/mRIndfXqAAoe7cWLTBbM8ePy/v38ZN29ux7qeMOibVuZfULgZYGsMzN1Jfg8eoQvvlA0RTyaNWMy+JSgZk2ZQKhw3Bw+HBrNd3pdsNjI+tUrdOrEdFJo3Vp6b8J7mJ1N2zSsXMnIP06exBdfaJ1EQ6Xq3boFSbRdgJUV0VrdvVswCW7Zgn79CvhMmTKMhW5lpasjsPJmThYWJHyflfXu3b5//JGpaqsDV69SERg/SG37SkiItCTQl19qPXKuWcPoGmfNokddPz+8fi3zV5MnIyxM0Zj5rV2bOVa3LsaPN8zjpCPxxNqaUYP88gsWLFBE1hJ9Z61a8k6hX39lfnj+PJMFc+iQvMtoyhTExWHAAPqrMmWKzbJu107GXS7wsuCfycjQVcf8wQM0b65H/4TPP2cy+JTggw9kfOuCBTN8ODSavnpdsNjIOi0NXbowsZQ2baRBXuE9nD+fNvxesYIRSB4/jubNtU6iobI//v1Xq6LAxoYkld65UzAJbt6slayFFgplyzIWurW1ro7Ayps5WVkR0UVGxrt3+/72WyYmrAOXL1OxI0/W2vaVsDBpZeSWLUnRmORkaXvchASmWtbkyfSo6+8v3yVv0iSlWUX81q7NHKtfH+PGGeZx0kEidnaMzvqnn7B4scyH+RUUXgouX0SxTh3k5sr8ocR8OXuWYbQ9e+RrG/BkLX6bypbVFWDUFnIwCNq3lxGiCFuOQNavXulK8Ll/Hy1ayPvNZPHVV0wGnxLUri3jWxcsGGMi65cv0bUrE0tp1066EcmS9bJljPzj2DF8+aWuQ6Xyk44OXLumNUhVvjxJKr11q2AS3LgR2gQqglVuasqQvo2NtCPw2bM0Iqe8u6CNDfmr9HTY22P58ncpHt+qlVKyvngRgpaO51Nt+0qFCtKeI19/TayYhw+lO/GKFYwIfcwYahgGBsp3yZs4UalQnScybWZvgwaQmKXvDB1k7ejIFJT48UcsXSrzYX7nE8c2JJKh+vXlnUIS8+X0aYbRduyQP4XwZC3+OnNzXTprg1Q004aOHWW+WpjSnj0JWb98qSvB5949fPWV/H6WH3wGnzgpRAnq1pXxFAkWjEYDjaa/XhcsNrJOTUW3bkyH3PbtpRuRYIvNn08bfsfHMwLJI0fw1VdaJ9HS0jCd4i5d0lpNydaWJJUmJhZcsWzdOuYsKbkO/w9zc4b0y5eXdgROSMCIEeQnTk5ITlakU7axIZV30tLg4IDp0/WozizU+1dO1hcuULEjv6No21cqVkRCAvMrIbU1P1nHxzMi9HLlKNcEBcl3yRs/XqmOjScybUzasCHEluz7QBjz3LlSwYCrK1NQYuRILFsm86X8zieWikqi0A0byitq+Hi4ULrzxAmG0TZvlk+XzU/WFhbMU/fsGZMzYqjAviw6d5bRegpT2rMnMflfvNCV4HP3Llq2lN/P8iMzE23bMkkhSlC/vszhQxhSmTLQaAbodcFiI+uUFPTowQS+O3aUbkSCLbZgAe0hu2QJI/84fBhffw3+M/mLKlhaKt08deP8ea1BKnt7klT677+6os881qzRStYCQZcrx1zHzo4pCctx3OrVGD6ckvWFC2jXruB7tLUloouXL+HoiOnT8fvvSmdGGJtysj53joodeVtVm8UaGYkVK6Rkzb8YPFkPG0YZbfFipgCLnR3lmuBgpKXJfMW4cUqF6vzWro2sGzWiFsN7QhjzqFFYuZK5pocHU1Bi+HDICn74nU8ciBYHNt6+RZMmyM6W+UNLS8yaRStSHTvGMNq6dfIZWJMnIy6OSSOwtmYEl3PnMtFXYY0KDKe/A7p0kakhJVisAlmnpEBbnhTHcbdv4+uvtSpEJXj5Ep06KXryxUHIBg1k3DWCBWNiAo1moJJvF1BsZP38OXr1YgLfnTpJQxaCLbZwISXrxYsZzc3Bg/jmG3AcN3y4zLneykrp5qkbZ85o9Xs6OJDEyxs3Ci4vuXo1Bg7Ueh3+HxYW5Dp8vxh7e2n79nXrMGwY+YmzMy5eZMham4Pb3p6ILlJT4eSkH1kLJ4ZWrRhpvA6cOUNr3fH0p40EK1WS8pFQdZaPAvXrR49cCxcynlM3N+oZDw2Vb7z066+6tI9iWFoiL0+ro7NJE8P02ORE5tXIkVKy9vFhii4MGyY9dvDgdz5xIFrsK3v9Gs2ayXvwLS3x+++0ItWRIwyjJSTIzxVP1uK9oXx5pkTq7NmMCF1Yo8KoQtO1q0x1VmFKe/QgZJ2crCvB59YtfPutfEQ6P549Q7dujM5YgOQgIj5bN2wo464RhlS2LDSawUq+XUCxkfWzZ+jdm2l707mz9NQg2GILF9IesgsXMvKPAwfQqhU4LR08ra2VrodunDih1e/p5EQSL69dK7i8ZEICBg2S/4xA9FZW5Dq8PevgIG3fvmEDDbu5uODiRbRtSz+gLcjp4ECa5j1/Dmdn/cha2EiUW9anTlGxI29IaiPB6GjpSb9VK9IpjSfr/v3pkWvePOYw7udHuSYsDCkpMl8xZgzTYVkH+K1dm6OzaVM9emzqzu4TxpyfrAMCmKILgwfLhxb4J0QciBb7yl69wuefSz34vNjcyooh64MHmdTc+Hh56dHkyZg9mxEpCXs/j5gYpnCKsEaGqkKzZAm9TvfuMn0PhCnVaAiNPHumq9piYiJatZI/fPAQp9o9fIjeveWbQkheN/GZuHFjGXeNMCQzM2g0Q7R9uyyKjayfPkWfPoxKqWtX6alBsMUWLaJtCRcsYPyY+/ejTRtC1kKcSjgl2djoWg/lOHpU61Ha2ZkkXl69WnB5yeXLtZK1QPTW1uQ6/C7t5CRt375pE72IqysuXiQzwENbkNPJibz2yclwcdGPrIWNRLllfeIETa/g6U8bCVapIo2hCSnXfMi+f3+6i8+dy9h3YWGUaypUkO/lodHo0j6KYWODnBytFbs+/liPtm2606OEMY8YgYQEpnxCcDCTxztggHxfWv7VEEtFxcevlBS0aCH14PO0Ym2N33+n5QP372eKfS9cKA2Q8Jg0CXFxjEjJ0ZERXP72G3WtANRhYqgqNOKnumdPrFsHgNk7hSnVaIg9++SJrmqL//6L1q3lDx88xDbB7dvo14/RGcsOjGMDM02ayLhrhCGZm0OjGart22VRbGT95An69mV6lHXvLj01CNwnJut58xj5x969xK4Uk7XwrJQvj6wsXRFICb7/Xn7/PHSIyfkWP6YuLiTx8vLlgstLxsdrJWvhZsuXJ9fhydrZWdq+fcsW6vh2c8OlSwxZa/ObOzuT+Xn6FK6umD5dj46CwkbSqpX8YTA/jh2jynR3dwBaSbBaNYjtJo7j2rQhMqH799G8OQYMoGQ9Zw5j30VHU64JD5fv5VGmjC7toxj81q4tKvXJJ3q0bdOtuBfOwjxZi0mwQgUm5Nivn3yrQ/5pEZt14h39yRN8/TVevZIhaxsbxMRQst67lzE/586V+tw4jrt9G5MmYfZslC9PtVUuLswuMn067XkmLj6jV2GDqVOxaJH858XuhV69sHYt8vIYshYegzJlSOQzKUlrbgTHcTduoG1bZGbKfODVK2RmMg76GzcweLB8zRaJpkDs62vaVOYEIFgw5cpBo/le2/BkUWxknZSE/v0ZSWmPHlJVg6sreTgWLaJtCf/+myHfPXvQvj0ha8G7JzwitrbQS1bcoYN8Q+J9+5ijtPglcXMjiZeXLhXcRXvJEgweLP8ZgehtbQlf8LTr4sLU7+Y4butWKtbOT9ba/OaurmR+Hj+Gm5t+ZC08gsrJ+sgRqkz38EBenlYSrFFDKiXWaEgwg7esBw6kR664OObsX6sW5ZqICPleHiYm8tZifvBbu7ao1Kef6tG2TbcuSGCW/GQdEcHk8fbpI989i39axA+2+CF58ACtWuHlS+YP7ewAoHx5iF0Wu3cz+eVxcdJjHMdxZmaYOBFxcShfngqT3d0ZweXkyfSglpdH70ivwga85kT2V2ITpE8frFmD3FzmoCM8BmXLEufDo0e6qi1ev4527eS1nuPHQ3KAu3QJw4czOmPZgXGsr69ZM5mNVhiShQU0muHahicLvcn68ePHTZo0sbGxadKkyePHj5lriSD9mv/+RFi8R48wYAAjKe3ZU+ricXMjWo7Fi2mnq7lzifyDx65d4Muk8c89/0PBrrGzQ3q6HmTdvr18gcrduxnrTHxBDw+SeHnhQsG1gBct0krWAtHb2RG+4GnX1ZWp381x3PbttMCIhwcuX0br1vQD2vzmbm5EdJGUBHd3iE2hAiE8gkJ34AIhzoXz9ERurlYSrFlTak9pNOTIde8eIWthF//9d0aE3qAB5ZqoKPny8KamUjmNNvBbu7bqfZ99VnDbNgG6Q80Cs/AWhtgMr1yZSQ0zMZHvS8s/LeItQfyQ3L6Ndu2k4VZ7e7x9C1tbhqz/+YcxP3/7TfqwcRxnbo6JEzF7NuzsaLje05OJfE6YQHn2zRt6R3oVNhD7UiQQz2ffvli9Gjk5zEFHcC+YmpLt7cEDXQW8rl5Fhw7atJ746y/mAHfmDH74QZ4ZJAstPlt/+qk0NZcTVbK1tIRG83/ahicLvcm6S5cuQ4cOffHixZAhQ7p27cpcS64rruRXAlk/fIhBg6jYDkDv3lIXj7s70daIyfrPP/Htt/RjO3eiUydC1itXEnGV8BDb2SEtTWnDZo7j2rdnpN8CduxgrDPxdurpSd6u8+cpH2nLxJk/X5qSJ0CcQsLzBU+77u6oW5f5k3/+oZXnPDxw5QpD1tpEFx4eRHTx8CE8PPQja+ERVG5ZHzxIyyd5eeHNG60kWLu2NKO6TBnyYNy9y2k0DFnPnMlsvc2aUa6pVEm+PLyZmczRXgwhdMxv7doaNn7xRcFt2wTojl4IzDJ8OBISmO2nenUmNczcXPrCHziA27eJWSBmCrHj+8YNdOokDbc6OCA3F3Z2DFlv386Yn1OnMg50HuXKEcvazo6G6318GMHl2LGYPZv8b04OvSP+Hwp17rNnay2VJZggb9+iXz+sWoXXr5mDjvAYmJqS7e3ePV2dpq9cQceOUk8Rj19/xbx5zHHn+HH8/DMjXcs/MB5ic+3zz2WCw8JLYW0NjWaktuHJQm+y9vDwePDgAcdxDx488PT0ZK6l0djZ2Tk4OLRs2fL+/fuSX/H/EHbaBw8weDDV/799i+++k574PDxIeHDJEvz4I/nVnDlE/sFjxw506QKO40aOxPLlZIqFh9jBAS9fFiB/FhfRbttW/rCzdSvzwotXyMuLCMvOnqV8pM1V9/ffWuVf4hQSni942vXwYJotcBy3axdtN+PpicuXmQnR5jf38iKii/v34empH1kLVr/QHbhA7N9PXxVvb7x+rVVHVbeutFaRiQmRrt+5gzJlMHAgPXJNm8as5pdf0lrVlSvL1y0xN5fKaSQQvJMODkhL00rWzZsX3AlIgO4zlsAsfKBFbEzUqsVkG1hZSV/4YcOwbh0xC4TnEMCHH9KPXb6Mrl0hac3j6Ai+amhMDO2isHUrY35OmMCUtORhYUHI2t6eRuT8/RnB5X/+gz//JP/7+jXE1hKn2L7+6y+q0JVAMEHy8tC/PxISkJ3N7J3ClmNuTpwPd+/qqglz+TI6d5YX5o8Zg/nzmePOwYMYN07eQSoha/Hx8YsvpKm5nKiSrY0NNJpR2oYnC73J2szMLCcnh+O4nJwcMzOz/B948uTJ0KFDGzVqxHwNxQueuO/dw9ChVP+fm4u+faUnPk9P4lRasgQ//EB+NXs246Ldvh1du1Ky5qdYWFpHR7x4UYD8WbwqbdrIhxE2bWJ8eWLr1ceHvF1nzlA+0vZ0/vmnVkWBWJXMH5N568zTU2rs7NkDoQWtlxeuXGHIWpvf3Nsb8fHE4vD2JmQtCCJ1w90dt25h/nwod4Ps3UtfFR8fZGdrJcH69TFvnpSs+R301i2YmGDQILqLT5nCrGabNpRrqlSRr9VnYSHjhxVD8E7yW7s2CUGLFgV3AhKgu9+KwCzDh0vJul49JtvA1laqs+bJmr++mMLEJHvuHHr2lIZbnZzA02hsLCXrTZsY83PMGJmOppaWmDABs2fDwYE6eYOCyOPE48cfaSnXrCy6oequ4SXBokUYNUr+k8JJJTcXgwZh5UpkZjJ7p7BnlytHIp+3b+uqCXPxIrp0kbr1efz8MxYuJIcDPpK/ezcmT2bUEAIkB1nxurdoIaORDwvDf5nwpUbzg7bhycKQlrWAly9fWltbM1/zX8taeC7v3sWwYTh8GJmZSEzEmzfo31/qj/fyIucUMVnHxjKy4m3bCHPxibn8FAvWpZMTUlKIbPnOHfn+xOJDaKtW8gKddeuYKJ/YevXzI2/XqVM02KVN7BwXp1VRIPytiwvxw/Lf4u3NGE0cx+3bRw4T/G+vXmX8Qtpcw76+RHRx5w58fDB9OmbOVGoqenjg0CF07w6NhiigOY5LTdXVO2P3bvqq+PkhM1Or6PXDD6Ulm8uWJYqImzdhYoLBgylZT5wIZ2fExJCC1506Ua6pVk2+4rClpVROI4FwDHJyQmqq1oaNX34p0wlI2wFfdz91gVm+/x6rVjFnBUnam6MjFWKnpeGTT8CTNW8WCBSWk4PGjWllhZMn8d13ePqUGYOzM3gajY2lLW82bGBSc01NZdrIWllh/HjExcHRkfoNQkIYweWIEXTHFdcm1V0WRoLly7U6CYU3LicHgwdjxQpkZDB7p+BesLQkZ5HERF01YS5cQNeuSE2V+cBPP2HRIrKD8lbXtm2YMUO+kbGLC44fp+wktki+/FKamsuJkmhsbaHR/KhteLLQm6w7d+7M+6yHDh3apUuX/B9ITU0dNWpUvXr1mK/5L1kLq3jnDoYPx6FDOH0aHTsiJwcDB0rdc97eZOtbupRuuTExRP7BY8sW0i981CjExxOHpkBYzs7gc0A4jhszRr7apHjbF5ORGKtXM45jNzeaqBoQQN6ukyepUcZfMz1dWkfw99+1KgoEjnBzI35Y3kb28WE643Act28fFS35+ODKFZLDyUObTefvT0QXt2/D15eQtUJT0dOTkrVw8li1Cv/3f1r/fOdOWmXC3x/p6Vot1oYNMXcu8ytTUzJvN26gbFkMGkR38XHj4OICIbTQqRPlmho15CsOW1lJ5TQSCN5JZ2ekpMjovfjBtGwp0wlIR68yHd8oMAtP1uKjdJMmjCbK1ZV6G9LS8PHHGDoU69bB2xsAlYpmZ6NJEyrVOHIEAwZItTEuLsjIgKMjYmNptuG6dYz5aWkp7WjK6/B4snZyoqZohQqMhmfYMOrLEtcm1V0WRoI1a7RWexfcSq9fY8gQLF+OV6+YvTMkBGlpWLAAlpbE+XDzJsmNOHtWJpB4/jy6d5fPovrxRyxeDHGpyI0bERPDqCEEuLriwAHqlhQ/5F9/LVMqQBwg0Wh+0jIT8tCbrJOSkho3bmxtbd24ceOkpCRORMS8cW9ra/vpp5/eunWL+Zr/fkZ4Lm/dwogROHiQkHV2NgYNkur/fXzI1rdkCUaOJL+aNQviLnmbN6NXLwAYORJLlxIjRXBHODvj2TOSY/LLL1i4UGa6xYdQExN5N8jKlYx56+FBTYzAQCIPP36cGmX8MB48QIsWzNVmzqSONom/Qjgau7uTmA//AV9fqRtx717K+L6+uHJFXnAqQUAAEV0kJsLPD9OnY8YM+aaR+fP9vL1x8CC6d4e46dTKlXRR8mPHDlplIiAAL1/Czw88JJ9s3Ji6O3mYmRHP0vXrMDXF4MF0Fx87Fm5u6NiRpFN17ky5pmZN+SKWNjYyCgcBb99S76SLC5KTZfRevOn99ddEISDetrXRkO6uj8JpgCdr8VH6k08YTZSnJ/U2iMmab4sjUFhmJj7+mEo19u/HkCFSbYyrK9LT4eTEkPWaNUzlJltbaRtZXoc3bhzi4sBvZvzPIyIYDY9GQ18ucW1S/n3XUWVQjNWrtR71BPMrOxvff49ly5CWxgg2wsLAv25WVuQscuMGSZ1v21bmuHz2LHr0kLr1eYwahSVL4OgIgBwRNm3Cn38yBbYEuLnh0CEIlc7Em/Q338gU4RJy6xwcoNH8R9tUyKKoddbCKiYmYuRI7N9PyDorC/kza/38SE7a0qW0ztxvvxH5Bw++z9Pbtxg1CkuXkskVJzrzOSAcx/3nP/KlgcVnNFNTeTVIfDwaNsTOneSs5+VFlzkoiJhC4jQQ/hl9+lTacmzaNPo4Ss6Ggu/Vw4P4YfkH1M8PjRoxn9yzh17Ezw+XLskLTjmOE6sjgoLI6/Tvv/D3J2Qtm2CW/9Dq44ODB9GjB0xMqIBp+XKtHkaO47ZtozmfgYFISUFAAFaulPmTpk0xZw7zw3LlyP539SrMzDBkCN3Fy5SBhwc6dyZykS5dKNd88AGp1SdB+fJSOY0Yb95QeQn/tAQG4sQJxpvPm8/ffEPC1+LdXZvTSYcOgeO40FCyaQ0bhtWr4eJC97AvvmDC7L6+1NuQlgaNBkOHYv16+PoyashXr/DJJ/S0t2sXhg/Ho0fMGNzdkZYGZ2fExlLRRUICIiKweDHxOzk7Szua8jo8nqz5zYz/eaVKzDnVzIxa1mlpNOGAp2nhBHD4sK4qmKtWSVW2ixcTnhXOi1lZGD4c8fF48YIRbISHgy9OYGNDnA/XrpHM1XbtZFQDZ86gVy/5lNcRIxAfDycnWihm1SrMnUsDbBs3Ume0uzuOHqVuSfFO36oVWTvx4yeUXnF0hEbzs7apkEVRk7WwbDdv4ocfsG8fzpxBx47IzMSwYdLgqb8/8bstXUpP3DNm0KnhOG7DBvTti9xc8Pshz5ICabq54ckT8uj8+KM0U46H2DgqV04+5rt4MRo3Rnw8EaX4+NA3ISSEKA6PHKHKBH6Nnz2TOj0mTaLGrCSOHBxMnmMvLyJ641/FgABpzGf3bkqy/v64eJHxg4v3djEXBweT1+nGDQQEYNo0TJ8u3zQyv1Lb1xcHDqBHD5ia4vRpoo9cupRKdPJjyxZaEig4GMnJCAxEQoKMMf7xx1T1xcPCgkzp5cswN2d28bJl4emJbt1ItaOuXan9Xru2fBFLW1sZOZqArCzY22PzZqxcCXd3PHmCoCDs3cu05eVN71atSERE/MBoy5HT3e4gLIwkEAwdilWr4OpKa0O2bMmE2YOCsHgx+feLFyhTBkOGYP16+PkhJ4eqj16+xGef4fVrYqxs24ZRo6R9LN3d8fIlXFwQG0sr5K1YgagoCIdODw9O0pnw9WvY2uLXXxEXB34z439epQqj4bG0xN9/08EIJj+/Dwn/26qVvNqKR0KCNK1s4ECybQtn5YwM/N//YelSpKYygo2KFcHnu5YvT5wPV6+SQvCyZH36NPr0kU95HT4cy5bB2Rlv3pDxJCTg77+JQonjuLg46vT38MCJE9R8FJ+o2rQhhCM+LkRHA8CmTXB21rsuWFGTtbBs//6L0aOxdy/OnEGHDsjIwPffS4OnAQEkJLh0KS0KOn06PXRwHLduHfr3x5s3GDUKixeTE6Vgpbq7IymJGCC8Uzv/2MTcZGUlH/NdsABNmmDFCmIY+vnRWFZYGDGFDh+mygRXV7x9i6dPpX6G8eMpP0rOhqGh5I319iZ+WP4BDQwkbcx4xgkJwa5d9DENCMCFC0yyhpg+xFwcGkqOBXwjhenTMX06k5MmIP+h1c+PkvWpU8Sdt2gRFb/nx6ZNNOczJASPHyMoCOJK3AI++USat2ZhQZzUly6hXDkMGUJ3cXNzeHmhe3dSQKNbN2q/160rX7fE3l4aoRXj1Ss4OmLOHEyaBP5pCQnB3r3o1Yv+Cc/RrVsTu0/8wAg2sgS6lcXh4cQK5m/NzY3ql1u1YiI3YWHUvZCSAhMTQtb+/owaMiUFX3yBrCzyJGzciJ9+kgoZPT2RmgpXV4asly1DpUoQOj36+ko7mmZlwc4OY8ciLg7u7jREX706ZWeO4+zsaJQ4NZXuIvyLIPxv//7y5bl5rFwpje4OGEDIWnDupadj5EgsWYLnzxkzPCICfL6rrS15zS9fJslQsskTp07JxGB5DBuG5cvh4kK3w5UrMX8+LbA1ezYmTyZ51J6eOH2aOmbFrZnbtSNHeXFkqEoVvH0LjQYuLtBo8rRNhSyKmqyFg9v16/jpJ+zZg7Nn0aEDXr3C8OHSCmSBgcSAjY/H99+TX02dSoVrHMetXYsBA5CTg1GjsGgRObYIh1APDzx6RGZ8xAj50sBibhJ6dHEcd+0a/fxff6FZMwghtYAAasRVqEBMIXEaiIcHcnLw+LG00dfYsfTsJhFEV6hAXmBfXyJ64x/QoCASoOfNZBsb7NxJxV5BQTh3jvrB8/Ig3tslRSf4t+vKFQQHY9o0TJsGW1uZkr75ldr+/ti3Dz16wNwcJ06QwMCCBbRgS35s3EhzPkND8egRgoMhG5P87DNpGwQhoH/hAiwsMHQofTAsLeHjg549SQSye3das6V+fXlZoYODNEIrxosXcHIiZO3piUePEBqKffsYsuZJoU0bCNVahF9VqiRfMF13UdaICCJYHjIEq1fDw4MWqWjXjoncRERQb0NyMsqWxeDBWL8egYHIzqYCm+RkfPklFUisWYOxY6VaHd535+aG2FjaTHLJElSuDKGHelCQtKNpRgbs7QlZ828T//NatRgNj7MzDTykpNBdxN0deXlUtTl2rK4s0BUrpGI7gayFO331Cj/8gEWLkJzMSB6jMKnEPwAAIABJREFUoojP2t6eOB8uXiS5EbJpySdOoG9f+foEQ4ZgxQq4utIZXrECCxdCSMjgyZq/ES8vnDlD9WliaU2HDmSjFR9wq1VDbi7KlIGbGzSaXG1TIYuiJmthFa9dw88/Y/dunD2L9u2RlkbINC+PRj+Cg4l1EB9PKzhPmUJjrxzHrVmDQYPw+jVGjcKCBcQ9LSy5pycePCCPzvDhMkoajk02s7OjYYSdO2ls+o8/8OmnWLOG7BlBQTQOWbEiMYUOHKDKBE9PZGYiKUlayb5MGUrfkhNfxYrEvPLzI48s/4iHhJAAPW8mly+PHTuofiAoCGfPUlFHTg7Ee7vknMi/XZcvIySEkLWdnUzhsfwJHYGBhKzLlcOxY+Ss/fffumTa69fTbmQVKuD+fYSEYNUqekIS0Ly5tP6fECM6dw6WluBfHv5XNjbw9UXv3kQu2aMHDYd++KG87NLRUSbRQwBfg5Avx+zlhQcPEBaG/fuZZ4wnhXbtyC4l3sxq1JAvYK+7dFRkJBEs82Tt6Unj1Z07M87AypWpJO7pU44Pt/JknZlJBTZPnuCrr2jMbcUKTJggFTJ6eyM5Ge7uiI2lzSQXLULVqpgwgYQNKlSQhsTT0+HggDFjEBsL/m3if16nDhMW9vCggYfnz+ku4uGBN2/oOH/5RdqjTozly6X1EQcMIAEhweJOS8Po0Vi4EM+eMZLH6GhiWTs4EOfDhQtEX9+hg0zy4fHj6N9fXss7cCDxiWVmkijU8uVYvBj79pHgB0/WvIXk7Y3z52kKsXiz6dSJbLTiAy7/wJiYwN0dGs0bbVMhi6Ima2EVr17FmDHYtQtnzqB9e7x8iVGjsGwZcnOh0WD6dGzZgpAQ3L0Lf38sXYqhQ8kfTprE+BNXrcKQIcjKwg8/YMEC4h0TDqFeXrh/n2zs2uq4i989Jyda+n33bvTpQ/4dF4fPP8e6daSyR0gILe4aGUlMoX37aBqItzfS0vDokbQghqkpPbtJfhUZSXjT35/oQ/lHPDSU9JzkzWRbW2zfTjVbISE4c4Y6W7KymBwHOzsaz4mMJG/XxYsIDcXUqZg6Ffb2Mqqm/OI/3o3Lk/XRo2SrmDtXV+eUtWtpRY7wcPDpZKtX0xOSgBYtpCWlrK3JYfnsWVhZYehQesSxtYW/P/r0IQZXz5709W7YUF7J4+zMRGhzchhv2OPHcHUlZO3tjfv3UaEC9u8nelAePCm0b092KfEuW7++fJlN3dVIoqJI7tzgwVi1Cl5etI5H9+7M+bJ6dWrAPnkCMzNC1sHBePWKBrSTkvDNN0hNJabAkiWYMgW3bzMxQB8fPH0KDw+GrBcsQLVqmDQJsbHgB/bll1i1ihhMo0cjLQ2OjoSsvbyotV6/Pv74g17cz4/6spKTKTt7eiInh45To9El91y2TCqy7N+fkLVwhRcv8NNPWLAAT54wkkc+f7V5czg6EpnKuXNEBdShA1OKmcexYxg4UL6YzIABSEiAhwfS04ljc9kyLF2KvXvJ9sA/Lbwn2scH58/ToFF4OPUrdulCnEtim6lmTbx+jbJl4eEBjSZH21TIoqjJWtghL1/G2LHYuRNnz6JdO6Sm4scfER9Pth2+KHtoKG7fhpUV4uOpWn7iRFrGiOO4hAQMG4bMTIwahfnz4eEBgIa2fHxw9y7Z5wcPlidrsSHp4kIPO3v20F1h1iy0aIENG0ht0goVaLShUiVyZt+7lx7ifH2RkoKHD6U+OAsLag5I0q8rVSLWVmAgCZrxfxsWRtRU/JLb2WHbNroHhIbi1CnqB8/IYFJs7e1pOe+oKPJ2XbiAChUwbRqmToWjo0wSV37xX3Aw9u5Fz56wtMThw+S4MHu2rp6Eq1fTBP2KFXHrFipUkCfrr77CzJnMD21siHF0+jSsrTF0KHV0OjggIAB9+5I4Qa9e1FJr1EheyePiwkRoX75kGi4/fAh3d0LWvr64excVKxIHvfAZnqM7dCDsIK4A06SJfOU23TmT0dGEnQcNwqpV8PGh4qI+fZjzX+3amDuXnPCSklCuHAYNwvr1CAnBy5dUZciX2UtOJk/X/PmYOROJiYxews8PT57AywuxsbTz77x5qFEDU6aQ/bJaNbRsiaVLSTTC1hYvXsDZGb/8gthYeHtTa71hQyYsHBxMfVlPn1J29vLC69fUNWdiwgScJIiPl8bS+/cnQkbhTlNT8fPPmD8fjx8zx9aqVXH/PjQaODsT58OZM8QQliXrI0cwaJBUMMOjb1+sWgVPT6SlkbNyfDyWLcOePWS35p8W/jjr64uzZ6kfMiKCnrS6diWOR7EvtHZtZGXB1BSentBosrVNhSyKmqyFVbx0CePG4Z9/cPYs2rZFSgpGj8bSpcjOhqkpRozAqlUIC8PNm7C2Rnw8LVY3fjyjnF+xAt9/j4wMjBqFefPg6Ym8PGpt+fjgzh3CmAMGyDfdEJO1uzspTs1xnPgsPGMGvvoKmzaR2qQVK9Kiw5Urkz1g926aMRUQgKdPcf8+45TgOM7aGo6OGDIEfBqh+FeVK5OzcFAQ8cPyc1WhAlFT8Utub4+tW6kTMCwMJ0/SdzItjZHNilPOoqPJQfXcOYSHY+pUTJkCPsNTMiH5s1dCQ7FnD3r2hJUVDh4kgYGYGF3dvhMSaJJ3ZCT+/Rfh4VizhrqzBHzzjbTWmq0ted/4Wxs6lMrXnJ0RGIj+/clS9u5NC2w1acKcdoWaBK6uJELL4+VLJgp/9y48PYnPmo8bR0TgwAEmLsKTQqdOhB08PZGejkuXkJaG5s3l60voUHZzHFe5MmFnnqx9fUmkC4AkBPfhh/jjD8ILDx/CwoKkCIWGIiWFkuC9e2jThvLXn38iJgY3bzJ6CT8/JCXB2xuxsXSXnTsXtWph2jSyBB98gK+/pqonOzukpMDFhZC1jw9NO/roIyYsHB6OWbPIXTx5Qgfm7Y2sLPoWlC3L+JckWLoUEi1Kv35EFyRcMCUFY8Zg3jw8ekTPl2/fonp13LuHMmXg4kLOE6dPk8Byx44yqoHDhzFkiHzlLxMTJCTA2xsvXpC3aelSrFiBXbuomTJpEqys8PYt/P2Zo21UFA0/9OhBTkWS4ogZGTAzg5cXNJosbVMhi6Ima2HSL17EhAnYsQPnzqFtWzx/jv/8B0uWIDMT5ubgGypWqIAbN2BjA3HN/nHj0L8/vfnlyzFiBNLTMWoU/voL3t7IzaUtjvz8cPs22ef79ZNvuiE+9Xt702rC4jd26lR88w22bCGOkagoWsChShVybt21i8rIgoLw8CHu3ZMmvNrawtkZfHMsCSdWrUqM3JAQcjLgrYmKFYlYm19yBwds2UIN9goVcPw49YOnpiIiAg8fksg1n8ApjJM3hc6cQcWKmDoVkyfDxUUmIJ5fjhYWht270bMnrK1x4ADRM/32Gz1N58eKFTTJOyoK16+Dd+4L7iwBrVrRLlM87OyIo/bECZQvj6FDqebS1RXBwRgwgJifffpQ+71pU8aAEk6m7u5MCvXz50SWvmUL3rxBYiK8vIhl7e+PxERERuLAAcYA5Denzp3JLuXlhXPn0L49Hj1Cq1byjR8//FBeJcKjalUy7QMHYvVq+PuT83hODoYMYbw0jRtj9myi1Lx/H5aWhKzDwpCcTEmQr4n68CFZmthY7o8/cOMGo5cICMDDh/DxQUwM9V/98QdXuzZmzCB1+OrXx7ffYtkyonpycEByMlxd8fPPiImBry9NO2rWjAkLR0dj5kwysbzyh/+5ry8yM2ksx9SUuhbzY/FiJheX4zjhCCXcaXIyxo7F33/Tm+U4LjcXNWvizh2YmMDNjTw8J0+SWEXHjjLJh4cOYehQqbqRh5kZVqyAjw9SUojWaPFiJCRg506yPfDVAa2tkZuLgACcOkU3xehoah717Im5czmA8a3Xq4dXr2BuDh8faDSZ2qZCFkVN1sKknz+PSZOwfTvOnUObNkhOxi+/YPFipKfDwgLff481a1CxIq5dQ/nyiI+nfWbHjmV6zsbHY+RIpKURsvbxwZs3tMoa//rxrKfRyJO12B3h60sLVB46REpEcRw3cSJatcL27cQuiI6mmQvVqhHi+OcfKiPjve1370oDJg4OcHEhZC3hxGrVSLpmaCgRvfEbW0QEMTccHPD2LRwdsXkzfRnCw3HsGH0nk5MRFYVdu4inyNWVeuWqViV+ydOnERmJKVMwaRLc3GTcdvmz78LDwZf6s7HBvn0kMDB9OhUV5MeyZTRvsFIlXLmCyEisXcsUf+CzDFq3Ztr38XfKJ6AfOwZbWwwbRpPlPDwQEoKBAwl9f/cdXetmzZjqDebmxF/v4cGkUD9+TOL4TZvi1SvcuAEfH0LWgYH4919EReHgQbr03H+jGl26kHfVx4dImK5fR+fO8llwjRrp6pxdrRoJbQ0YgFWrwNMox3GZmRgxgskGaNYMcXHEzXX3LqytMXAg+BzxJ09ofCIxER07gq+nyHHcX3/h779x/TpDE4GBePAAvr6IjaVkPXs26tbFzJnESf3112jVCsuXEzm8oyOePoWbG/7zH8TEwN8fN24Qv9NnnzFh4Ro1MGMGTE3x5g0ePaID8/NDRgZ1D5qZaU0o5zhu0SJ07Mj89rvviNRKuOCzZ0S7cv8+dQbm5KBWLdy6hbJl4e5OnA/HjxOnSseOtBSzgAMH8P338mUaLS2xfDl8fZGcTN7fRYuwejX++Yc8+TxZ803gAgNx8iTVpVSpQuuN9OmDP/7A27fUt56Xhw8/xMuXKFcOvr7QaNK1TYUsio6s+fsR9thz5zB5MrZtw9mzaNMGT59izBgsWoS0NBJTWrcOERG4coUIJ4VGVmPGMPX7ly7FDz+Q+OSff8LXFzk5NEwREICbN8mhzNRUpmIhx6b8BQbSApVHjtDsm3Hj0LYtduwgid1VqtBL1ahBwl87dlBfeVgYEhNx+7a0OKeLC9zcwHcylFRGr1mTvPZhYUT0xm9skZFE+uroiDdv4OSEjRupqRIRgaNH6Tv59CmioyF4293caESoenViCp08iagoQtbu7jLGhcR1w3FcxYrYuRM9e8LWFnv2kJdkyhQq182PpUtpZdfKlXHxIqKisHYts3Z8iKZdO1oEjoejIzkEHDkCOzsMHUq1xt7eCAuDRkOOun37Uvv9008ZA8rCgqRfe3oyKdQPHpDQUNOmSEvDlSvw8wP/+gUF4epVREfj4EEm8Yq34Lp1g1AAgE+71ZFY0aSJfGF7HjVqEHbu3x+rViEwkCzTy5fgC1MIn/ziC8TEEMPt9m3Y2BCyDg9HUhKNT9y4gc6dwVd94Thu5kzMn49r15gKhUFBuHcPfn6IjaUynpgY1KuHWbPIIalxY7Rpg5UriRzeyQlPnsDDg5B1QAAxnjiOa96cKbFbty6mTYOZGTIy8PAhHZi/P169oufLcuXoi5wfCxcyikmO4zQaIrUSHvinTzFhAubOxb17EKc11q6NmzdhagoPD7rT8yeqjh1lMsX378fw4fKVyPijPJ+Rx5/RFy7E2rXYvp184+zZmDAB5csjOxtBQTh+nHrPq1alz8N332HOHOTm0t/m5KBhQ7x4AQsL+PlBo3mlbSpkUXRkzftVhT327FlMnYqtW3H2LMqUwZMn+PVXLFxIskj5kHdUFC5ehJ0dli6l5S80GsY6W7IEo0fjxQuMGoU//oC/P7KzKU0EBuLGDXJatLCQl+6J3REhIbTd39GjNDFpzBi0b49t20gkoXp16kWtVYucW7dto2kgFSvi+nXcuiVNdHZ3h7s7WrfG1avSyugffECWOTycGC/8BypVIg2C+appzs7YsIE6piMjcfgwfSeTklClCo2PubvTc2vNmsQUOn4c0dGYMgUTJ8LTE3fvSuckfxXgyEj88w969oSdHXbvJo/shAm6yHrxYpo3WKUKzp9HpUpYu5Y5FfGu2A4daD4YDycnsq8cOgR7ewwdSlUNvK6xTBmibOnXj27Mn3/OvJNWViS46u3NpFDfuUO8ChoNXr3ChQsICEBcHCZORHAwLl9G5co4eBCdO9M/4e2p7t2JYeXvj1On0KkT9u3DkCHy8q9mzeQruvGoVYvYdDxZBwfj9m1wHPf8OSQVbFq2xKxZsLVFXh4SE2FriwEDiB3z4AG1WK9dQ7duuHmTHCKnT8fChbhyhQnBhYTgzh34+yMmhgrkZ83Chx/i999JIemPPkLbtkhIIApLFxckJcHTEz/9hJgYBAYS44n7b1hY2AUbNcKUKShXDqmpzMACApCWRrXwFhZaOyVxHLdggbRDadmyJCAkPJNPnmDSJPz5J+7coZGbjAzUrYt//yW+YP7ZOHKERJI7diSZ4mJV9b59GDFCvkyjnR2WLEFAAJ48IXGXBQuwbh22bSPfyJO1nR0yMhAcjGPHqEOmenX6PPTvj9mzkZPD1Nv66COkpMDKCv7+0GjStE2FLIqOrMuXx9u3dI89c4bo806fhokJHj/G+PFYsAApKbC1xaBB2LgRlSrh3DnY22PJEiqOMTFh/J58L93UVIwciTlzEBCArCyaBBEUhOvXCS3a2MhnT4kFG+HhtGnvsWM0McnEBB07YssW8p7XrElzbT/4gBD31q00DSQqCpcvIzFRGt328oKnJ1q3xpUr0srodeoQiX7FikT0xlsT0dFE+uriQtKF16+n/paoKBw6RN/JBw9QrRoOHyaneL7atTBOPuJ/7BgqVyZk7e0tU6lOHKIUvmXHDvTsCXt77NxJdOu//qq1rwfHcYsW0VWoVg1nzqByZaxbxxhWfFimc2eqrOfh7EystoMH4eiIoUOp1jggAOHhKFuWuHT696fbYfPmVKLDcZyNDbFtfXyYCi1C2K1MGbx4gbNnERREyDokBBcuoGpVKVnzm1OPHuRIERiI48fRuTM2bcIPPzCKgvR0vH2Lt2/x+efyCRc8PviA0ATf9CQkBDdvwtWVvAXiNO7WrTFzJuzt8fo1/v0XdnakknBkJBGuJCXh/n1cvowePeijPm0aFi+G0MH5l1+wdy9CQ8kpU0zWM2eiYUPExpIep02aoF078AorjuNcXfHwIby8CFkHB+PSJXLk//ZbzJhBfbXNmhGBxJMnTKgmKAgvXlAjxtJSJsIsYP58jBzJSCHNzck7KzyTSUmYPBl//IHbt2mIPi0N9evj+nWUKwdvb6J6OnSIbNKdOpEHQxxu3bMHo0aRPVICJycsWgQ+7MS78ubPx4YN2LqVHFzi4jB+POztkZaGkBAcOUKTgGrWpEfVAQMQG8u0YM7IQJMmePYM1tYICIBG80LbVMii6Mjazg55eZRlTp3CjBnYvBmnTsHUFElJmDgR8+eTxKQBA8DnK588CQcHLF5ME5/KlmXkXwsX4pdf8Pw5Ro3C7NkICkJmJqXIkBBcu0ZYz8GBqcArICAAAJHoRkbS1mLHj1Nz3tycvJy8WVG7Nk0BqFOHOBk3b6YysuhonD+PmzelZXH8/ODlhdatcfkyJJxYrx5xH0dGkqAZz+aVK5Nu7m5uePYMrq5Yt466witVwsGDdOu+dw81akA4E3h7UzVbnTpEIXfkCKpUweTJmDABPj4yxY+ENRIQHU3I2sEBO3aQl+Tnn3WR9YIFVN1cowZOnUKVKuBrAwif4V2xXbpQC/3qVaxYARcXEnLcvx9OThg6lGqNg4MREQFTU6JeGDCAnqJatKAJwRzH2dmRgK2fH6MxuHaN0I2JCVJScPIkQkIIWYeF4dw5VKuGQ4cYxQj/KvbqRY4UQUE4dgydO2P5cowbx/iRmjfHgwfIy0OLFvLBKx516iAxERzH9e2LhASEheH6dVhZ4f59TJnCtGLo0AEzZsDBAenpuHED9vbo3x9r1yIqCrdvIyICc+Zg8mRcvIhevXDlCjFpp05FfDwuXiQ0wVfYqFAB168jKAgxMeBLNnMcN20a+BgmH1Fs2hQdOmD1amIPubvj/n34+GD0aPz+O9nMeJ9bmzYkA1aY/AkTyC3cvYvISGzdigMHEByM1FRUrYpbt3D0KKysZLKiBMybh0mTGHmSlRVxCgns/+gRpk3DnDm4dYuG2V+8QIMGuHoVFhYkAsFx3MGDxH+o0ZAHQ6zK2L0bP/wgX1PX1RULFyI4GHfvEj3JvHnYtAmbN5Nv5Mna0REpKQgLw+HDdCS1a1NrffBgxMQwLZhfvUKzZkhKgo0NgoKg0aRqmwpZFB1ZOzjgzRvq1T15Er/9hk2bcOIEzMzw8CEmTcK8eXj6FI6O6NcPW7agShUcPUpU7oKS0cyMrPfDh8jJwfz5GDMGyckYNQpxcQgJQUYGmjYlwaXQUPoEu7jIN7oPDEReHvFjRkfTMjpHj9IyTJaW6NIFGzaQWEG9etRhV68eueymTaheHceOITERVavi9GncuCHNBwsMhI8PIWtJ+YgPPyR+zKgo4umuUAEAqlQhVQh4/7KbG9aupXq16Gjs309PYbdvo1YtnDhBSn77+VHRUr16hOAOH0a1apg8GePHw88P164hJ4cZZ/5U6cqVSXDV0RHbtxP74scfpRaxGPPmUcFczZo4fhzVqmHdOtqXnftvmk/37jRQuXkzBg6EmxvxYu/dS+rdCAWvw8IQGQlzc+I5GTiQ1v1o2ZIUDOHh4EBee39/pt7FpUtkEcuWxbNnOHoUYWGkXEZ4OE6fRvXqOHCAKWTIH3579yYGFG9Mde2KZcswfTrjR9JocPcucnPRsqU8EfDgz+z85xMSEB6OK1dgbY3btzFzJpPG3a0bpk2DkxNevCA+6H79sHYtKlVCYiKiosBn0507hz59cOkSMYamTMHy5bhwgewuAwZg61aEh+PqVfCC6NGjifUzZQqaNMGcOSRXpVkzdOyINWuIs8LDA3fvwtcXP/6I339HaCjOnoWgOueTqvhxfvMNxo2DjQ0SE3HnDipVwoQJ+PNPIjGsXp0UXLSx0VVW9/95e6+wrK4v2htRFBuiiCiKBQsiSu9SBARF7L13o4lJNDH2qFQREBAQaYICUgRBFFSwd7H3XmOLJWrURE1Mfu93sedhh8T8n3O+i6wrH0Le/bL32nPNOeYYY6alERJSrQegpyd1RlUC8fAhK1eSmKhiPhqN5sULjZcXly5Rty5V8pz9+wU/rFFDNsZfEfxdu1i8WI7Mvy1jY9LT6diR27fx8gJIS6OsjK1bpfu1ejUhIRgY8PQpnTtz6JBKVezeXf3Mb74hLo5fflHz7lev8Pfn4UMaNqRDB7S0Xvzbrfjk+u+CtYEBv/2mpoTHjxMXx5YtVFZSpw4PHhARQVoaT57QtCkzZrBtG3Z2HDhA06ZkZKiK6tq1ZWMpnIq1a+UBz59PfDydOqHYRSrS7c6d1Ry2RYtPDx9o357ff5fPt7NTbXQOH1adSBs0YNIkioslLHp6qj0xDw8BGUtKcHBgwQJyc3FwoLKSa9cYOrSad0THjrRuzfDhXLzI32Kil5fgmJaW0jTr0oU//kDRKWg0GmNjbt+mRQs2bRIoTQnl+/apR/fNm7i4cPy4xJq2bVVkwMND0tWDB7G3JzyckBDatePSJT58UBNJ5TP/dotsbNi2jalTadqUbdskj6hZ839h1qmpKmHOyYmjR7G3p7i4GhlAKUunTlUpgJs38803NG8uOfuePYrfjSqW69IFS0t0dYXi/fXXKtgyZIjKkddoNAYG8tq3a1fN7+LsWSlEatXiyRMOHcLcXIJ1ly4cP46jI/v2qec0yOE0fbpAlmZmKEyh5GRWrapWSuvocPUqv//O8OGftgBUlrs7V6+i0Wi0tcnLo0sXLlygQQOuXychgZQUlY84bRoREeJNqmDQn39OURHW1ih+zYoD3OnTfPEFZ8/K+7ViBfn5nD0rX3jmTLZvl6t07EhcHIsWyd4OD8fPjzVrZMP07s348WproWVLgbkXLiQujs6dOXVKjrrx41mxQm2WjB5NUBB6ely5wu3bWFkRGkpKilAMHR2Fu92w4f9yakxNJTy8Gj2pihfUrRsfP/L6NffvExPD6tXcuKGGyGfP8PHhwgXBghMSaNKEvXulJK1ZU/i4fzWWqKhgyZJPG6C3bk1aGmZmXL+Ory+//UZqKtu3U1Ii3S9FVaQA+ubm/NVnQkFjlH/PmUNsLG/eqHDNixcEBHDvHnp6dOyIltbzf7sVn1z/XbA2NOTDBxUoOHaMhAQ2b+boUXR1uX+fqChSU3n8GCMjpk9n+3bs7dm9G0ND0tNVU1BdXWlVK5yKtDRCQ3n6lPnziYvDzIzXrwkIEF2ZuTkXLqjq7b/N+lNWx468f6+C0VXCmYMH1Yvq6zN5MkVFsvu9vVU9SI8ecgYUF+PkxMKF5Obi7Mzhw1y9+vdx950707Ytw4dz4QLW1tUc73x8pDdtbS1NMwsLfv8de3sGD5Y35+pVjI0pKBAo7Y8/sLVlzx716L52DTc3jh6VQsTUVBXveHoSFSUZh6Mj4eEEB6OYnPz6q5pIKlf82y2ys6OsTKzCSkslo9HV/TvPeuNGNStMTlaFgi4uHD6MoyObN1ej2SqMw+nTVY2GYh5ibCyfvGsXzZpRowaJibLju3bFyor69eULz5qlgi1Dh6ocec1faIvt20uGpayTJyXf1NHh0SP27cPCgvh4wsJQqDVOTuzZo1Zyf/4ph9OMGfIdlPdz0iSSkkhIqPbC16/PqVP89hujRn3aqKTqWSi9hFq1yM2la1fOnqVhQy5fJiWFpCQ1Y505kxUrhGF58SKGhsyYwaZN2Nig+DWvXk1EBCdO8OWXnD4tz275cgoKOHNGjpmZM9mxQ65iZkZcHAsXSnYSFobieqjEbn9/JkxQWwtKS6NdOxYsYNUqzM05cUIaJJMmER5O06ZCJ584kcBA9PU5d45bt7CxEYJd5848e4aLC5mZLFmCnp6A459cKSlERVWDjxTbFo1GY2UlJkI//EBsLAkJXLum0syfPMHXl/PnadAAU1Pi4mjUiD17JMupWVP4uH+Vv5WXs3T7yvDcAAAgAElEQVTppw3QTU1JSZFyx9+fX34hJYXycjZvlqCsqIqMjLh/ny5d2L9fxeirnqxGo5k7l5gYGbuh/OTZM/r14/Zt9PXp1AktrWf/dis+uf67YG1kxLt3aiA4epTVqyku5vBh6tXj3j2io0lJ4eFDWrRg2jR27MDBgfJymjWrNhm+bl2ppIYNk829fDk//sj8+bKffv6ZAQNEqtClC+fPS22oPIN/fjczM379Vaisrq6qM8OBA2r/xMCAKVM0in5Bo9H07Kk2PL29WbuWSZMoKsLFRYK1qyv793PlCpMmVSvrunZVGgtcuICtbTUqrp+foF02NtI069qVDx9wcBClgIkJFy7QsiUbN0rt//Ejdnbs3q22xa9cwcODw4flz+nYUWUientLNbBvH05OLF9OcDAdO6IMPar6c969+8QscHt7tm4Vq7CqYrBhw7/LzVNS1Fx7zRoVr3d15cABnJwoLlbbAH/+KSFpxgyV9qswfFu2lJ8ozNaaNYmPFy65lRXW1jRsKLFm9my1PzFiRLUhai1ayGvfoUM1kOfYMYm5Sj23axeWlsTHExpKt24cPoyLC7t2qZWcInzQaDRffEHr1hqNRmNhwb59TJpEYiJr1nD9uvrhTZpw8CAfPjBu3CfMg6qWl5eEch0dcnLo1o0TJ9DT49w50tNZs0bNWGfPZvlyWrTg/n3On1es2igsxNaWS5dQuPMREVRWMmsWx49LyRUWxqZNnD4t2/Xzz9mxg27dOH2azp2Ji2PBAklEgoNRXA+V96tPH6kgFbRKUcG0by/BuksXKiulLpk2jbAwlAxMo9F89hk1atCkCSdOcPMmdnYEB5OaSpcu/PgjygD7wEAaNWLZsn+VCyUlERtbjaFhbCwUJmtrESLdu0d8PPHxXL2q5rOPH9Orlxx47duzahX6+uzaJbNJqwYP/VVRsWMHgYHVnl3V6tiR5GQpRPr14+VLkpPZtYuqEWhKsG7enDt36NqVvXvVKtnLSzWomT+f6GhevVIVFU+eMGAAN27QuLHCQH36bzvkk+u/C9aKi1VVIDhyhKQkioo4dIgGDbh7l5gYkpO5f5+WLZkyhfJynJwoLaV5c1JT1VZG/frSDFE4FcnJrFjB48doaREbi4UFr14xeLDMgLCw4Nw5YQ6ZmVWznqkaMdW5M2/fSlz28FA9g/btUxOcZs2YNo2NG6Xb7uurCkx79iQtDX19CgtxdWXRInJycHdn924uXWL69GpcTisr2renRg3OnsXennfvuHRJrGp69xaU085OmmaWlrx7h5OT7Lk2bVBm8ubnSzr522/Y27NrlyqGvHiRHj04eFC+uZmZOtCvZ0/BeffswcWFsDCCgjAz4+RJfv5Z7d++efN3Mx3A0ZGSElEcVBWDBgZ/d09XMEfl36tXq209Nzf27sXFhU2b1FPh40cJSTNnqp+TlcWiRZiYSOJcXk6LFtSqJa+fRqOxtcXWFj09eV7ffKMi4yNHUlGhfp9WrQRN7thRymFlHTqkVgY//EB5OdbWxMURGoqlJQcO4OpKRYVaVCnCB+V7KilSt27s2cOUKaxeTUpKNRPtFi3YsYP375k48RNCjKrl4yN2+LVrk52NlRWHD9OoESdPkp0tM1mU35w7l9BQWrbkzh3OnqV5c7S1KSjA3p7z57GzIz6eiAiOHOGbbzh2TI750FA2b+bkSfnmM2ZQXo6VFcePY25OXBzz58txHhhI376sWiVtw759mTyZzZtFVNWmjTBf588nNpauXTl6VJDAzz8nNJTmzaVw/PJLatbE0JDDh7l+HQcH0RkqeloPD1JSCA5GX5/g4E+byi5Zwpo1JCRUw5GVYaHKc1cy67t3Wb2auLhqfKoHD/D35/Rp9PTo0IHYWBo3pqJCzPBq12bbNj5+rGbUs307wcGfhqrMzVmzhq5dOXOGwYN5+pSkJPbsYdMm6TMpElBjY27eRNkMtrZs2sTr1/j4yCENLFxIVFQ1V4BHjxg0SHoP5uZoaf34bzvkk+u/C9YtW/L2rSphOHyY5GQ2bUJJYO/cIS6OpCRpaGhpsXMnLi5s3iwsd319gZ4bNJBZwkqbbs0aIiN59Ei8+rp25cULhg2TErhbN86cEeZQ167V3AyqppaYm/P6tRwGXl6q2HfPHpUSZ2zMZ58JvKjRaPz81Dju50dqKo0bU1CAm5vYUXl5UV7OxYt8/XW1DWFrS4cOaGtz+jROTrx5Q3GxkJn69JGC2t5eGMpWVvz6K87ODBuGRqNp146jR2ndmrw8keR9+ICjIxUV6tF97hze3uzfL9/c3FyF4H19pR+4axeuroSFERiIuTmVlbx8qaLzr16p/Apl/fEHzs4UF4v7THGxnFhK4Pjrb65dq+ba8fEEBHDnDo8e4eGBctGCAhVe+O03+ZJffaWm2+npLFlC69ZyeGzfjrExOjpER0tkt7fHzg59fUFOv/1WVSeOGUN5OS9fCtjVurUcfmZmUg4ra+9e+f716nHnDmVl2NqKKsTamn37cHNjxw61kvvwQQ6nL7+U+2xlxa5dTJlCfDxr11Yz0TY1paiIX39l6tRq1JS/rSobE11dsrKwsWHvXvT1OXGCTZuIj1c7xosXExKCiQnXr3P6NMbG1KpFfj4ODpw9i4MD8fFERnLoEN99x+HDguCHhLBlixBdNBrN9OlUVGBtzdGjWFgQF4eWFgqVtkYN+vcnNlby5X79mDKFzZvliSgqmI4dJRNSKg8FTPjyS4KDMTaWLu6336Kjg5ERe/dy7RpOTuLg0a0b9++juD6FhdGkCWFhn9B2vn+PtjaJiSQlVXtfTE0lw7Czk2B9+zaJiaxaVY1P9cMPBATIWIxOnWS3lJczahQajaZOHUpLefeumtV7WRkhIdI5+Nvq1o3Vq7G05MQJhg/n4UPWrGHfPgoLJe2Lj2fZMlq14upVLC3ZtQsHB/r25fFj/Pykpf/HHyxeTGRkNVeABw8YOpRLl2jalC5d0NJ6/G875JPrvwvWJia8eaNKkA8eJDWVwkL276dRI27fJj6eNWvEykNbm/Jyeb0VlnuTJpKU6emJJZjSpktMZOVKHj5EW5vISCwtefaMUaMkn7W05ORJ6brY2FRzMygsFFaJhQUvXkjw9fNTxb67d6vvjIkJM2aQkyNxv3dv9T/17i1fLz8fd3cWLSI7m549KSvjwgXmzq02UsjRkU6dqFmTEydwdeXVK0pKROPTr58UZQ4O8spZW/P2LS4ukiCYmrJ/P23bkpsrCIOSd5eXq7vwzBl8fVWRoYWFqgPq3Vu6djt34uZGaCjLlmFhwZEjPH+uFgrPn//dqv/jR0mKFcVBUZFkNCYmfx9alpGhSuNWraJfP4KCWLsWT08qKujenfx8FV54/17yx1mz1KCfnMyyZbRpI79WVkbLltSpQ1SURHYnJxwcaNJE/sA5c1RkfNw4tm/n3j3JoxXtuEaj6dxZQH9lVY1dV6gLSltYCda2tuzejbs727apCv4q19mvv5aU3NpaJEJxcaxfX82X1cKCrCx++YUZM9i9+1+DddUrrVDT7OyoqKBJE44cobCQuDhB1f/4g8BAgoJo04bLlzl5klat0NEhNxcnJznv4+KIjGT/fubP58ABqTOCgykt5dgxeVKffcbOndjacvgwXbsSG4viq/7xIzVrMnAg0dHS9ujfn2nTKCqSJ9u+vSSwWlrExIi2U/lus2cTFISJiWhA5s+ndm1atKC8nKtXcXFh2TLWrsXSkrt38fEhNpbwcAwMCA//hKmsMldh9WrS0qodfmZmwhRycJBgfesWSUnExHDhgsqnunOHfv2E5mtmxsqVGBiwfbvoJOrWpaSEn3/mr5MBSksJC/v0aCElUFhZcewYo0dz5w6JiRw8SEGBvP5xcSxdiomJSKh27sTVFS0tfvqJ3r1FmfXxI0uXEhHBs2fqde/dY/hwzp/H0BALC7S0Hv3bDvnk+u+CdZs2KNx15ScHDpCeTkGBuMTevMnq1SQmcusWpqbo6LBjB25u5ObSqhVr1tC0KTo6/PknjRpJj0Jp0yUkEBPD/fvUrMmKFVhZ8eQJ48ZJVmVlRWWldDUdHav5JleZCnXrxtOnUgb26aPqx3buxNiYS5fEkPfzz8nOFszd31/t8PbpQ1ISBgbk5eHpyeLFZGXRqxclJZw7x/ffVyuHXVwwM0NHh8pK3Nx4/hyFrKbRaAYMkHPeyUkMaGxtef0aV1cUA7kOHdi1i3btyMkResMvv+DiwvbtqnL95El69VKBEUtLVbvcp4/s+/Jy3N0JDWXpUvHBePpUNVn98ce/C3l++43u3SkoEMWBYrCl0WhMTdU0WVnr1qnto9hYBgwgOJi0NLy82L4dd3dyc9UL/fqrHHizZ6tBf/VqgoNp21Z+rbQUExN0dYmIkNTP1RVHR5o2lT/wu+9UZHzCBMrKqJoo37GjvIrm5gL6K62q7dslP2rYkOvXKSrCyYnYWIKDsbNj5048PSkrUxX8Va6zs2bJfbazEyJjbCzZ2dV8We3tSU7m7VuUnt6nXgWNRqPp3VuU8Q0asG4dDg6UlmJgwOHDFBcTG4uJCcD794SFsWwZpqacP8+JE5iYoOhEnJ05cQJF6BQZyd69LFrE3r1yNwID2baNI0fkWJo6lZ07hVvVrRsxMdSsKUIbHR0GDSIqSoqGAQP47DOqpox37CgJrLY20dHY2LB/v4T1OXPkWFWyoiVL0NWlVSu2bOHKFbp3Z+lS1q7Fyopbt/DzIyKCyEiaNiUy8hNC/Lt3qVWLhATWrfv74ad0L5TDafRobt4kJYXoaM6fV4WRt24xYACVlRgYYG5OVBSGhpSVidqgXj2Ki3n2rJqyYetWwsPVZuBflxIobGw4fJgJE7h+ndWrOXyY/HyJJHFxLFlCmzacO4eNDeXleHigo8OzZ/TpIxXVb7+xbBnh4Tx5ouo5Fb+tM2do1oyuXdHSevBvO+ST678L1u3aoXDXlZ/s309GBhs3sns3TZpw4waJicLI6diROnXYtg13dzIzad2axESaNaN2bT5+pHFj0V8pZ1R8PHFx/PADOjosX46NDY8fM3GiFFMKU1thJXfvXs2Kc/Nm0bZaWvLwoZTV/fur+jFF/aFI0Tp0YOZMMjMFz+3TRy1t+vZlzRoMDcnJoUcPFi8mM5M+fdi0ibNnCQ5W+RgajcbNDXNzatfmyBE8PXnyhG3bpPM+eLBsHWdnCZd2diighDI0qFMnicvZ2cK8fvsWV1e2bVOV65WV+PtTUSFh5a9zRgICBFDevh1PT0JCWLIEKyv27ePxY7WV+vBhNdsjjUbz4QPu7uTloatL69Zs3ChYkJkZfx0up9FoMjNVYlZ0NIMGSbD28aGsDA8PNmxQL/TmjRTUSgWt/DAmhrAw2rUTVGrLFlq3pl49li+XyO7ujpMThoZy/+fOxd+foiJOnmTSJLZu5dEjOck6d+biRTQajYWFgP5K9bB1q3ATGzXi6lU2bkSRCwUH4+DAjh306MHWrar5ztu38rLNni0XdXAQImNMDHl51SYse3oSE8ObN8yeraqr/rn8/Tl0iOJiGjYkIwMnJ4qKaNqUgwcpKSEmhjZteP+et2+JiqJGDTp04NQpKiul5sjOxsWFykpcXSVY79rF99+za5f87cuWsWMHBw9Ka33KFHbuxMGBvXuxsmLlSnR0aNKEd+/Q1WXwYCIiZAsNHMiMGWzcKJB9p05CpqpVi6gooR4p3ez586lRA8V75+NHQkKoV482bSgs5NIl3N1ZsoS1a7Gx4cYNevcmJIToaAwNiY7+hIX6hQvUrk18PNnZ1Rqz1tZSdTk7S7C+fp20NFau5Nw5VRh54waDBnH0KE2bYmEhR3tpqeh4GzSgsJCHD6uRZUtKWLHi03PgXFyIjZWzbcoULl4kIYGjR8nLw94eYNUqliyhXTtOn0Y5ub29qV+fp0/p21f4ox8+oEh8Hz9WuSI3b6KYazdvjqUlWlr3/22HfHL9d8G6fXtevlSJVnv3sn49+fniEnv9OsnJwsjp3Jl69Sgrw9OT9HRhuTdvjq6uzG9Wau3hwzl3jrg44uO5d4/atQkNxc6Ohw/lFms0GltbDh0S1mqPHsJdU1ZJiajprK25d09K8kGD1DGg27fTrh3+/vz0E2ZmfPkl69cLDSMgQH0A/fvL4GfFOn3xYtavp39/8vI4c4aoKNXGT6PReHrSpQu6uhw6hLc3jx6xY4dQj4cOle/s6irFrIMDL17g7i7QW+fO0tzLypJU8fVrunenrEzttBw5Qt++bN8u8cXWVlVa9u8vdMNt2/DyIiQELS1sbNi9m4cP1ar/3r2/qy7fvcPDg5wceRvz8yUEdO1K/frk5akQZFaWKnmIimLIEKEE9OzJ1q306EFWlsBNY8fy889SUH/3nZqhR0aK+52S2CpjvOvXJzRUcA9PT1xcMDKSLGnePAICWLCAvDymTKGkRAAxzf/pLSvfUwH9lQBUXCz7QV+fS5fIycHNjZgYgoJwdGTbNry9KSlRW3yvX8uz/vZbiWhK33vaNFaupKCgmleyvz8hIbx+zXfffdriUVkBAezejY8PjRqRno6zswz9O3CA0lJWrsTUlJ9/5uVLVq2iZk06daKykqNHadcOBTnp3p2jR+WbR0ZSUcGyZVRUCDpfowYVFezbJ+Fp8mR27cLJiV27sLYmKoo6dTAw4JdfqFePoUMJDxdIYfBgPv+cvDw5Uzt35tw5unZFR4fISIFrqiRR2tp06MDly/z6KytW0KCBlH0XL0qJmZ6OnR3XrhEQwNKlxMZiZMSqVZ9wTTl6lDp1iIsjL6+adaK9veT4rq6cOsWoUVy7Rno6UVGcOaOKNq5eZcgQDh3C0JCuXYXsuGWLWBw3bMjGjdy9W22i2ObNREbKG/e35e5OdDT29uzZw4wZnDlDfDyVlYI+/f47sbF8/7347dnbs20bShNLIXvs2iVvTWgoYWE8fKjKtq9fZ9w4Kitp0QIrK7S0fvi3HfLJ9d8F644d+eknVSixZw+ZmeTlUVFBs2ZcvUpKCvHxXLlCly40bEhpKV5epKbSrh3x8RgbU6+e4mSkUdg/WlqcOUNsLKtXc/cudeoQHCwe5NOnS3GqqNEUCoqvbzV3ty1bhPNra8utW1JlDx+uTpbbto0OHahRgxcv6NKFr74iI0PCaN++EkA1Gs2gQSQkYGREVhY9e8qAOGXcxunTxMRUy7B8fOjalbp1OXAAX19hI0yfzp9/MmKEFIDdu8tdUnz4PDxEjtilCwUFdOpEZqYAIz//jLs7W7eq9d2hQwwYQFmZvKV/RX4GDiQoCFNTSkvx9iYoCG1tef1++EGt+m/dUvV+Z87w/Dm//kqPHmRni6FBbq6UnzY2NGyI4l2nKMSys9WhTRERDBsmwdrPj82b8fYmM1P6hHp6vHwpOdq8eWqGHhZGZCTt20usLC6mXTsaNCA4WKpvb29cXWWvazSa+fPp21eESNOmsXkz9+9Lnm5lJTlat24C+is9wyqWepMmXLhAVhaenkRHExSEszNbt+LjQ3Gx6ufw6pUEsjlzBHx0cWHLFrS0iIqiqKia1d+QIdSuLR6Q/5zOrPhmaDSa/v3Zvh0tLfT1SUuje3eysjAyYt8+tm0jKoqOHXn6lKdPWb2aWrVQJhMdPkz79ijIiZsbhw7h4SFW1Nu3ExTE9u0MG8bHj2hrs2sXu3dLDTFpErt24exMeTm2tkRGUrcuhoa8fk2DBgwbRliYBL4hQ2T6gXKmdunCmTN060adOkREoJQUCmCyZAm1aolA/+VLEhOFibFuHRcu4OXFokWkp2Nvz+XL9O/PggXExdG8OfHxwtT669q5E11dVq2isLCaG5ezM/XrA7i5SbC+epV164iM5PRpNfhevszw4SLltbQkPJwWLdi8WTz8GjUiN5fr16txUouLWbny01x4Ly+ionB0ZOdOvvwSRb534gQbNuDqyrt3rFrF4sXiCuLoSFkZffqg8PoHDRL465dfWL5c3AiqMvorV5gwQbxErK3R0rr3z6v/j/XfBevOnXn+XG0H7d7Nhg3k5lJeTvPmIm9RGDnduqGvz5Yt+PiwZo2w3Fu1okEDfvkFQ0MCA/nzT7S1OXmSmBiSkrh9m7p1CQwUD/KZMyXfcXBg3z6hoPTpU83LYssWScGUw195OUePVlPR0lI6d0ZHh+fPsbRk1izWrpWss18/9cEPHkx8PM2bk5mJnx+LF5ORwdChrFvHyZPEx6t8DI1G4+eHpSX16wu8eOeOWI/+/jujRskB4+Ymd8nJiWfP6NFDo/RJunUjJwczM9avl87Jy5d4eLBli9pp2b+fQYPYulWQH2dntZgYNIhly2jUiK1b6dmTwEBq1sTRke3buXtXrfqvXVOJbl98wY4dvH0rcbZhQ0xN2bBBAqWjI40a4efHzz9LrM/JUW1bwsMZMUKUEb17U1SEjw/r1kkUbtyYn36SHG3+fLW9GRhIdDQdO8rj2LQJU1P09Fi2TJoEvr50707LlpIdL1xI//7CbZ8+naIi7t2TT7O1lT1gZSVnmwKt5OZKeWRgwNmzZGTg7c3KlQQG4upKSQm+vmzapNpvvnwph9N330kF0707RUXUqEFEBCUl4uimrLFj0dfn5UtBw/72FmzcKMXcwIFs3oy2Nk2akJqKmxtr19KiBXv3Ul5ORATKiOGHD0lJoXZtFGb3wYN06ICeHhkZuLtz4AA9erByJZGRlJURGkppKaNG8e4dNWtqdu+mokK2QY0a0gRTVMErVlC/PkZGvHpFo0aMGEFoqOznoUP58ks2bJB2bteunDqFlRW6uoSH4+TEli20a8effxIYiI4O5uYcP85PPxEXh74+nTuTksK5c/j4yJg9R0cuXGDQIL79loQEWrQgMfETFldFRdSrR2wsJSXVWDRubihzRD08OHmSkSO5coXMTCIiOHlSFW1cvMjIkdJXt7IiLExoSzNmoHj/b9jAxYvVLDA3bSIm5tNDOxWE3dmZ7dv55hsOHWLVKk6dIjsbd3fevCE2lkWL6NSJgweFXjxgAC1b8ugRQ4eKE9zbt0REEBzMDz+okuCLF5k8mYMHadUKGxu0tO788+r/Y/13wbpLF54+VUvsnTvJzSUnRyYKXr5MRgarVnHxItbWGBhQUkLPnsTF0aEDq1bRujV6erx+jZERwcH88Qe1alFZycqVJCdz6xb161OjBs7O3L7N11/LK6SUfkomNXBgNbP8TZvkrXZw4NIleTnHj1fpfUoQ1NXl2TNsbJg9m9RU0cINGKDSWoYOZdUqjI1Zt45evaT6GzmStDROnCAxsdr8U39/rKxo0IDduwkI4OZNdu9m8mQ+fGDsWMkEPTzEedLFhSdP8PISR3ZLS9avx9ycdevEbfnFC3r0oKSEbt24coW3b9mzh6FD2bxZzqfu3VWVytChksqVlODnh5YWOjo4O1Nayq1batV/+bLKnZg9m6Ii3ryhZ0/WrZPUKTtbNl/37jRuLJWH8r/n5qrutWFhjBpFSAgpKfj7U1iIry/p6RKFFS24kqMtXKiSmhcvJjaWTp1Ev1BQQPv26OtTo4aQZHv3xt0dExO5/4sWMWAACxeyYQOff05hIbdvC+vO0VFyNGtrAf0VK7GsLCmPDA05fVpQmqgoli1DicK9eslcROUr/fSTHE7z5gm45O5Ofj7a2oSHU1amTljWaDRTp9KyJS9esGyZiqdVrbIyOVYHDWLjRmrWxMCAlBSU2V3Gxuzezc6dhIfTtSs3b3LvHrm56OoKP2z/fjp1Qhmj4+nJvn0oOWBkJFu2EB5OSQnjx/Pzz9Sqxd697NghIbhmTcrLcXNj61YcHAgPp2FDWrTgxQsaN2bkSIKDJZANGyaDHZQOgaUllZXY2EjbwNmZoiIUe4aQEOrUQXHoff5cFN4WFiQkcPYsvr7Mn096Ok5OnD3L0KF89RWJiRgbk5z8iXkXmZk0aEB0NGVl1Xo8PXpgYMDHj3h6cvIkWlpcukRWFitWcOKEmjCdO8fo0SiMABsbQkNp1YpNm/jiC/74gyZNyMzk9OlqNKfCQmJjPz20s08fVqzA1ZXSUubNY+9eYmM5c4bMTDw9efmSmBgWLqRzZ0kEt2xhyBDatuXBA4YPl7Ekr18TFUVgIHfvqk4+588zbRr79tG6Nba2aGnd/ufV/8f674J1t248fkxAgFgsVVSQl8eGDSj0rEuXWLdOzjo7OwwNKS7Gz4/oaDp1IiaGtm3R1+fVK5o3JySEjx/R0eHIEaKiSEuTcXM1a+Lqyo0bfPutzL11dqaiQojDw4dXmxmYny9ArZMT585JSa6QZ5VfKCmRwPrkCfb2fPstyckCFg8cqD74ESOIjaVlSzIy8Pdn8WLS0hgzhqQkjh8nNbXalKZ+/bCxQU+Pigr69ePqVfbsQUuLd++YMEGmUnl6iqWnqyuPH+PtLU1tpVvYpQsZGWJX/fw5Xl4UF2NlxfjxnDjBzp0MH05RkSSP7u7iU6z8+draNG5McTG9eqGtTZ06kkveuIGREbm5HDvG+fMCGmg0GmVqyevX+PmRno6+Ph07kpkp5afyImlry8xsjUaTm6vaVYeEMGaMBOuAADZupFcv0tLkUDQ0pGpS3+LFKql53jzxDFCS7vx8OnakcWNq1RLaXJ8+eHjQurUQZhYvZtAgFi4kOxtlKPXNm1LCu7hIGLWxEcyqSRPevycjQzIGIyNOniQpiV69iIpi6VLc3SksxN+f/Hw5Gw4f5tkzgQjmzxe4ydOT7Gxq1WL5csrLq7lHffUVCtwXEqKWaFVLKczfv2fIELKz0dHB0JCkJHr0kNpx1y727GH5cqysuHSJO3dYv566dbGxYccOlInMjRuTmkqPHuzZg4+PzNJUENiiIqZM4flzdHTYt4/SUumH16kjbJySEhwdxYvZ2JhnzzAwYNQoAgOlmTR8uGbWLNavF9DJ2pojR7Czo359wsJwdfKhzrwAACAASURBVGXjRjp04P17li9HVxcrK/bu5elTEhMxMMDSkuhozpyhVy/mzSM9HRcXTp9mxAimTyc5mVatSEv7hB+hgqKsXEl5eTUZas+eGBnx++94eVFZibY2Fy+yYQPh4VRWqqKNM2cYN44dO2jVCjs7YaYXFPDVV/z+u4zQraysNt2toIC4OM6c+USw7t+f5ctxc6OkhMWLqaggJoZz51i/Hm9vnj0jOpoFC+jSRRLBkhJGjKBTJ+7fZ+RIqaR//pnoaJYt4/Zt1enlzBmmT2f3btq0wd4eLa1b/7z6/1j/XbC2suLBA/r1k/kd5eUUFJCdjULPunCBzEyiozl7FkdHWrSQHCcyEjMzoqMxNRVPQmNjQkP5/Xfq1OHgQSIiSE/nxg309NDRoXt3rl1j7lxhubq6yjbVaDRjxqiRS6PRZGcLTu3iwqlTqlmPYqd38SLFxaK/ePwYZ2fmzGHNGsnRBg1ShXOjRhETg4kJa9cSEMDixaSmMmECCQkcO0ZGRjUv+YEDsbVFX58dOxg0iEuX2L2bmjV5+5ZJk6S14uUl2j83Nx4+xMdHvJXt7ERYtXatDIJ5+hQfH4qKsLFh/HiOHxchQGGh7EtPT5VoMXIkNWvSpAlFRfj7U7Mmdevi7k5RkViOKG2606cZNUoO1EWLSEri1St69SIlhcaN6dSJdeuk/PT1xdCQWrV49EjuXl6eqkUMCmLcOEJCSE6mXz/y8ujdm5QUyVibN+fxY6GsLFmiUkRq1RLDoHbtuHuXvDw6dcLAgNq15Zf79aNHD9q2FcrK998zeDALF5KVxddfk5fH9esC6bi7Sxi1sxPUqGlT3rxRy6PmzamsJCGBPn2IjGTJEjw9yc+nTx9yc+UgUVr8yuGkvJ8ajcbbm4wMdHQIDWXXrmqZ4Ny5WFvz/DkrVlTjiSqroIAlS/jxR4YNIz2dOnUwMmLNGsFhWreWrqDSJz99mlu3yMykfn3s7Ni6FWUis5KMe3uzcye+vqxYQUQEmzaxciWFhUyfjjIEff9+tmyRfLluXWnXKzzF0FAaN6ZVK548wdCQMWPQ0pJibuRIZs8mI0MeqK0tBw5gb0/DhoSE4ObGhg106sQvvxARQb162NpSXs6PPwohysaG8HBOncLfn+++Iz2d7t05eZLRo8U60cSE9PRPzLtYsQJ9faKi2L27GuWxd2+U+eje3hw5Qq1aXLhAXh7Ll3PsGK6uvHzJ27ecPIlC3DQxwd5emOkbNzJ7Nh8+YGjI2rUcPFjNKTc/n4SET1sCDBlCaCju7mzaRGAgpaVER3PhAuvW4evL48esXEmNGigm7927U1zM2LHiMD5mjExLePlS+Oy3buHkxMOHPHjAqVN88QU7d9KuHQ4OaGnd+OfV/8f674K1rS337jFwoMzv2LGDwkKystiyhTZtOH+erCxWruT0aVxcpIrp00eMK1eupEMHmjbl2TNathQRlK4u+/axYgXr1nHtGvr66Ori4cHlyyxaJG4ACllCyYInTqymuKvaka6uVFZKST5zptD7GjVi0yYcHTEw4NEjundn7lxWr5a4OXiwiueMHk10NIpTV9++LF5MSgpTphAby9GjZGVVK4eHDMHeniZNKCtj6FDOnaOigjp1eP2aqVOlVeXtLS0+Dw8ePMDXV0APBwfi4rC0JC1NrBuePKFnTwoLsbNjwgSOHWPbNsaOJT9fcnMvL5XXPGoUtWrRtCmFhQQEoKNDvXr06EFBAZcv06qV9MSOH2fsWDlQly4lMpKXL/H3Z80aDAzo3JmMDCk/+/SheXNq1+aHHyS05eaqjOlly5gwgZAQkpIYMIANG1AI6cp9btmShw+FXLF0aTUvgdhYzM3p0IHGjQWjb9qUunVVbpmXF6amcouWLGHoUBYuZP16Zs8mN5crV6SE9/ISXyd7e8GRmjWTVliVMdbRoyjinYgIliyhRw9yc+nbl5wcYenp6/Pjj3I4LVokIEbPngIlh4Swb1+1THDJElxdJfn6Z7DOySEoiEePGDGCpCTq1hUMVxGXtmlDeTmHDhESgoLh3LhBdjYNG+LoSHExu3bRtask4z4+lJfTq5cE64ICVq1i40a+/JJ799DV5eBBNm+WAqtBA7ZuxcuLggJcXAgOxsCA1q159IjmzRk7Fm1t4fyNGsW337J2rTxQhRGhNCeCg4VK27kzr1+zciX16+PgIHTJ5GSMjERlfvIkAQF8+y3p6bi5UVnJuHHo6MjUvfXrP2Eeq6QRirqnavqHRqPp21dYjL6+HDhA7dqcO0d+PmFhHDmCm5tM2T5+XIibbdrg4EBgIO3akZfHt9/y7h1GRqSksHt3NdeBvDwSE6vRLqvWiBEEB+PpycaNhIWhtCIvXyY9nd69uX+fyEhq1cLKSujFRUVMnIitLXfvMn68TEt48YK4OLS1uXEDFxdWrSImhuPH+fJLtm/H1BRHR7S0rv/z6v9j/XfB2t6e27cZPFj88LZto6iIzExKSmjXjnPnyMkhKoqTJ+nendatKSggIICgICwsiIqiUyeaNePJE0xMWL6c9++pX5/duwkPJzOTq1dp3Jh69fD05OJFliwRTwyFLKGUeNOmVVPcpabK+6801pXdOXu2dOQaNxavDyMjHjxgzBjmzSMhQQbmDhmium6OGyeagpQU+vdHyUY/+4yoKI4cIS+vmiHJ8OE4ONC0KVu3MmIEp0+zYwf16/PyJdOnC8bq4yOpn6cnP/yAn5/QRZ2diY7GyorUVGGIK/JWxSlC6TJv3cqECeTmyr709lZpHmPGSN29cSP9+lG7Ng0a4O1NXh4XLtC6NfPnk5vL0aNMnCjuPMHBLF3KTz8REEBCAk2bYm7O2rXiFjRgAMbG6Opy+7Z03jZsUHkdNWowcaKgAYMGkZVF374yHUKj0ZiY8MMPmJlJq0oBLlavRl+fmBi6dMHMDENDsrMxN8fQkPr15RKDB+PtTYcOwlFbupRhw1iwgIwMvv2WDRu4dElKeF9fsQpxcBAcqXlznj4lLk76jSYmHDrEypUMHMiKFXz/Pd7eZGfTrx/Z2XK5pk159EgOp8WL6doVQBliq6tLUBAHD6qGJB8+sHw5vr5ylX/6x65fL1yuUaOIi6N+fYyNSUigVy+Cg2nXju3bOXKEoCBcXdm7l+vXyclBTw8XFwoKqKjA0hIjI4nv27fj78/y5UREkJdHfDw5OXzzDTdvUrcuhw5RWCg7X0+PkhK8vcnPp3t3goIwNBSM1diY8eOpVUvu5+jRzJlD1auhMCKcndHXJyhIqLTm5ihpY8OGIm19+JDUVFq0wNlZ1Ln9+/PNN6Sn4+EhO6puXdasoU0bsrM/YUzaqBEGBmJyUjWKWqPRDBwo40T8/NizB11dzp6loIDQUA4fxsODJUvIzOTYMaZOReEOOTujpYWpKTk5zJ3L27e0aEFSEtu3C91eWbm5JCUJ8Pi3NXYsQUF4eZGbS2Qk+flERYkbs+KgsGIFtWtjbc3WrXh6UljItGk4O3PnDhMnigT6+XPi46lZE8UIMzaWmBiOHWPWLMrK6NABJye0tK798+r/Y/13wdrRkZs3GTaM16/RaDRlZWzezPr1FBfTvj1nz5KXR2Qkx4/j4YGpqcQURWWn9MeV2rl1a1GsNmxIRQVhYWRnc+UKBgY0aICXF+fOERREVJR8lEIa02g0X3xRTXGXmChdfqVXUyWyUOh9SlDz8KBlS374AS8vsWCt4kRX2U1MmEBkJKamJCczcCCLFrFmDV98QXg4hw9TWFhN4z56NE5OGmU01+jRnDghyuaffuKLL8R72tdXNHheXty9S69eTJqERqNxcWHFCmxsSElhzhyuX+fBA3r1YuNGjZMTEydy6BAlJUyezIYNwizu2VMdIjNunNTd+fn074+uLnp6+PqyYQPnzokNZm4uBw8ydaoIgrW00NPj+XOU6ajNmmFhQWoqLi78+SdDh9KqFfXqcf26MEmVNpFyuZo1mTyZkBASExkyhHXr6NePhASJAm3bcvcu5ub88QfBwXKiNG5Ms2ZER2NhQZcuNG9OVhZdumBkRMOGAkEMG0bPnnTqJMD6smWMGMHChaxdy9y5ZGVx4YLAzf7+Mk7TyUnqIaVfHx0tiXabNhw4wIoVDBlCeDiLF9OzJ5mZDBhAZqZcztiYhw8FG/3+e7p1448/8PcnNlbYR0ePqkM7X70iJoYBA3jyhMTEapibstLSiIzk/n3GjCEqioYNadWK+Hh692bpUtq3Z9s2jh0jMBAPD3bs4OpV8vLQ18fNjZwcduzA2poWLUhIwM+P0lICAggLIyKCnBwSE8nOZt48Ll+mXj2OHGHjRkHDlEZFz55CKg8MxMhIpvS2asWECdSuLfdzzBjmziU5WdB5Z2d27MDVlSZNWLYMLy9SUrCwQIlEenqiMb5/n7VradkSV1fq1qWykoED0dJi7Vp69ODwYaZMoWFDEhPFLOGf9kktW9K0qbQN/8pPHzoUMzN++YXevamooG5dzpyhqIiQEA4dokcPli5l/XoOH+azz1C4Qy4uIiPKymLBAl6/xtiY1avZskUosMrKySElpRpHvmpNmoSWFj4+ZGeLSDUyUsQ4/ftz44bg9ba2FBdLbfrFF3h4cOsWU6aIYfKzZ6xejY4OihGmEqwPH+abb2TgtbMzWlpX/nn1/7H+u2Dt4sK1a4wYIZT40lK2bCEjg6IiOnbk9Gny84mI4NgxvLzo2JG8PAYMYNEirKxYsQILC4yNefCAtm1ZsYJff0VPj+3bCQ0lJ0d82fX08PHhzBnCwhgyRJrmRUWyZWfNUiliGo0mLk4Vy+zaJZnUokUsX84ff9C8OXl5eHvTpg337uHtzcKFxMbKBI1hwyQaajSayZOJiKB9e9asYfBgFi0iMZFZswgJUQVpVRcdNw5nZ4yMKChg3DiOHhWd8bNnfPWVkJb8/ESg6O3N7dv4+wu3382NkBDs7EhOZv58dHS4exd/f/LycHFh4kQOHqSoiGnTyMwUlNbXV3VPHT8eXV2aNyc3l4EDqVsXfX169ZJGefv2zJ9PTg579zJ9ugiCa9emdWuePmXAAFaupHlzunYlJYXu3fn4kZEjad2aBg24fFlQ3XXrVH8rHR2mTJFgPXQo6ekMGCB4tEajad+e27dRDLuVCUkajcbICBMToqLo2pVu3WjVivXr6dqV5s3R15fzYORIfH0xM2PsWIDAQEaOZOFCUlNZsID16zl7VkW3lerK2VlwJBMT7t0jIkLuZ7t27N1LWBjDh7N8OVpa+PmRkcGgQaxbJ5dr04b796VNt2QJlpb8/jsBAURGUq8eWlqcOKGW7T/+SFISo0fz+DFJSWq3oGqtWUNsLPfuMX68dPlatyYujoAAFi6kY0fKyjhxgho1RJhz+TL5+TRpgqcnmZls24atLS1bSnzfsoV+/QgNZcUKsrJITmb9ehYv5tw56tfn6FFycwWJbtqUTZtQfG88PNDSokULmdLbpg0TJ6KrKwfY2LHMmyetEc3/QRHd3GRej7c3a9bQrZucRo0a0aMH69dz7x7p6ZiY4O5Oo0YcO8bgwdSsSWoqXl4cOMBnn9G4MatXY2pKfr4odZ89U2fLdu6MoSHh4Zw5I5ivskaNwsKCN2/o04dt26hfn9On2byZ4GAOHMDbm6VLycjg4EGUAWkdOtC9u8iI1q1j0SJevZITsbBQKtTz53nwgOxsUlOrCXCqzOWnTUNbG19f1q9n9WoyMlixQmTugwZx5QqhodSrh709hYVSr3z9NT4+3LzJtGli6a7cotq1uXyZHj2IiSEmhoMH+e47iosxM1PsRC7/X8ZPZf13wdrNjcuXGT1aKPFbtlBaSno6hYWYmXHqFIWFrFjBkSP4+tK5s8SUefOka6G8vT/8QLt2REbyyy/o61NaSnAweXniy66vj68vp04REYGWFmVlgtMptOU5c1QAV6PRrFwpiJ63Nzt2SJa3dCmhofz8My1bkpODnx/t23PnDj17smgR0dEi+hgxQj2lp0whPJyOHSUqLVpEQgJz5qClxYEDlJVVU+JMnCiajrw8Jk2SXLh5c378kVmzpCHWu7ek7T17cvMmffoI98PDg6VLcXAgKYnFi9HX58YN6YZ1786kSezbR0EB06ezbp3Eo169VI8npRQ1NiYnh8GDqV+fxo3x9ycjg5Mn6dSJ+fPZsIFdu5g5U6qf+vWxtOTJEwYNIiJCSKxJSbi789tvjBtH27bo6XH+PM7OvH9PerpKAaxTh6lTCQ5m9WqGDyctDWVQtwL7KsNbLS358IGwMGH1mpjQvr24cVlb07YtGRl060aLFjRpIsqCMWPo1QtzcyZN4s8/CQpi1CgWLiQ5mYULycjg9GkVMFEKauUk02g0bdpw6xZhYSKGat+e3bvlE0JD0damd2/WrpVjXqHrKYP4lDbdsmVYWckItOXLadAAbW1OnVJFT3fuSIBQMNwqPmLViosjIYG7d1Gs+hs3pm1bYmPp14/vvqNTJ7Zu5eRJtLXx82PjRi5epKBAY2CAtzfp6ZSWYm+PiQmrVuHvz+bN4r6yYgXr15OWRkYGgYGcOEHDhlRWSp9Ao9EoyUGvXihTjLW1MTamUydu3aJdOyZPpl49qd7Gj2f+fFavFgKMQiDx8KBZM4lfisOR8gc2boyPD6mpKH94mzZ4etKsGUePMnQotWsLtr5vH59/jqEh8fG0b09hoUhRlBk3yp2xt9cYGbF8ORcuVJtqPW4c1ta8fk3fvmzZgp4eJ09SUkJQEPv307Mny5aRns7+/cycKe1oNzdR66xdy5IlvHhB69bExpKTIxqZefPYuJGsLNLTqwmaqvKMzz+nZk169SI9ndRUkpMJD+f2bZKTGTaMCxcIDqZBA5ycyM/Hx4e8PObMoXdvrl9nxgyBPZWTu04dLl7Ex4foaGJi2LeP+fMpLMTcnO7d0dK69H8dQTWa/zJYe3hw4QLjxgklXpkWvHatzKA7eZKiIoEOevfGwoKcHIYMYc4c7OwIC8PKijZtuHOH9u2JiuLtW+FiBwVRUMCFCxgZ0aQJvXpx4gTR0RgYiBotP1+agQsWqKwDjUYTHi55R8+elJZiYcFvvxESQnCw0BuUvW5mJk40339PVBSLF/PHH4wcqU6//uwzmbWakMCwYSxcSHw8c+dSqxb79wtQU3XRqVNF05GVxdSp7NtHcTGtWvHokWbOHOEV+PtLB8zPjxs3CAgQoFxRhTk5SYltbMzVq9INc3dn4kT27CEvjy++ID1d/Ih791ZNZJR3smVLsrMZOpQGDTAwoG9f0tKorMTcnHnzyM5mxw5mzZLqR18fDw8eP2bIEJYvF9lVYiKenrx/z+TJogs/fRoPD168IC1NHTCmq8tnnxEUREICI0eSksKQIcTESMw1N+f6daytefeO8HAJ8e3bY25ORARWVtjb06ED6elYWaHUyEr4GDdOtsf06QKhjBnDggWsWcP335OezsmTch4oFEaNRqOcZBqNxtSUq1cJChJ+YYcOVFRQowZjxxIcTK1a+PuTksLQoaSkSK1gbs7du7i7C7Zubc379yhaUIUqevasOrRTmfb72WciZvnreFZlKZqA27eZPJlFi2jalHbtiIlh4EBmzaJzZ7Zs4fRpatWiTx+BdDZtwtAQX1+Sk9myBUdH2rQhJoaAADZtYtAggoIIDyc9nYwM1q5l+XKOHEFPj+PHycykXz8AY2Py8ujTh/R0vLyoWZNWrTA358YN2rdnyhTq1xd+0YQJsoGVnqpSmHp6yggIPz9iY7Gx4f590tLkdVPM1zIzadsWLy9ateLwYYYPp149EhPp2ZPdu/nqK1q0EM1EcbHYACgzbpQ706MHzZsTFsbVq9XERJMmYW/Pq1f0709RkbjIbt1KYCB79+Lnx9KlpKWxZw9ffcWGDZiZ4e4uap3kZJnO2rYt0dGsWycmPEqwzswkI6OayVpVnvHll+jo4O9Pairr1pGQwPLl3LsnZLAzZ2SKgosLOTn4+pKby4IF9OvHtWvMnElCAhqNRjnP6tbl/Hl8fVm5kuho9uxh0SI2bsTCAjc3tLQu/L8E0f8wWCto8oQJPHqERqPZvJnyctLSyM/HwoLjxykuZvlylJnElpZkZzNsGLNmYW9PaCi2trRrx61bdOjAypW8eYOhIUVFLFvGpk2cP0/z5jRtir8/x47JJGZFjZabK/nFkiXV3p+QEEEb/PxEV6JYHCjzI0xNycqif3+RJ/TuzZIlREQQFMT794waJdmuRqOZMYOwMDp3Jj5e8NNVq5g/X8gqe/ZUG6cyfbpoOtatExfNTZto25b791W6YUCAdEJ69eLaNfr2lYygZ0/mzcPFBWVeZ6dOXLwo3TBPT3EAz8nhq69ISRG4xt9fdSabMoUGDTAxITOTYcPQ08PQkAEDSE7m6FG6dhXMt7SUOXP46Sc0Go2hIf378+gRw4YJd9XWltWr8fLi11+ZPp2OHTEw4Phxevbk4UNp9yuXq1cPZV5XfDyjR5OUxNChrFwpQbBbN65exdaWX39VHfW6dMHamvBwrK1xdKRzZ9LSsLGhVSuMjERZMHEi/v5066b56iuN4h80dqzMSlbe28pKSYpHj5aC2s1N6owOHbh4EW1tMRA3M2PHDnR0GD+ewEBq1yYggKQkRoxgzRqJVlZW3L6Npyd//EFQEDY2/PorQ4awZAmNGqGjw/nzqkL1zBlKSpgxgwcPSE1VuwXKGjxYouqtW0ydyty5NGtG+/ZERzN4MDNn0qULmzdz5gw6OgwcSFoa587J2E9/f1avZvNmXFwwNSU6mn79KChgyBACAwkPJy2NzEyUsViK5/CJE2RkMHAgv/+OiYk4Naam4uODjg6tW2NhIV7V06bRsKFIKydOZNEiVq0SmF4pTL28ZARE795ERWFnx927ZGTQtCkBAcTGcvMm2dmYmuLjg6kphw4xahQNGgi2vnMns2fTqhWrVtGxoxxIGo0mPl7NrPv1o0ULQkK4ebPaoFSlcffyJQMHsnEjTZpw/DjbtqGlxZ49+PuzbBkpKezaxezZZGZibo6nJ3XqyNz3kBCePsXUlMhIUlL49lsAJVivW8f69dWk7VWa1dmzqVOHvn1JSiInh+howsK4f5+EBMaM4cQJtLRo3FhMAnr1YsMG5s9n8GCuXOHrr4UFpDRd69Xj3Dm5b9HR7NzJ99/LIDd3d7S0zv+/RdH/p9/+/720tLQUw/XJkykrY9s2ioupqCA1VbwmKispKSEsjP376d8fW1uyshg+nC+/xNGRkBBJtW7cEHPxn38W5FdLS85qY2OaNSMggCNHSEwUtpOfH9nZ9O0rWdhfxxtraYlWondvNm3CykoISTVqcOYMnTqxfj2DB2Njw/Xr9Okjhofh4bx5w+jR6izBmTMJCaFLF1atkpI8JoZFi2jQgD172L+/Gl9QaUS0aUNaGjNn/n+8vVdYlHnWvlsgAioqIEpSFLMoIgKCigFBgoAgSJIsGSRnyTkjSVRUFDHnnHO2WzvZOdnTdg7TM93TPdMz8921D971jdfsg//ezp5r16EXUkVVvev9rbWe5364dInDh5k2jc8+o7hYkE8+PjIQ9/Li3XdZvVpOPe7u5OSweDHd3TQ0YGvLG2/g58eePbi4oKnJ+fPs2UNWloRV/+MfeHu/cE8p16SinQoJYfRoxo0jIIDNm7lzh7lzyc9nYIATJygslCgyRSrw/DkhIVRWYmEh0SSurvzyCxs2MGMG48Zx7564MRU2gPJ0enokJ1NVRWcnEREyDGlulj3BvHm88w729gKWU8R2trYsWCDoREdHrK3lhDthAqam8h/j4vD2xsaGoiKZd0dFUVREVxdVVWzbJsm8arVaUcWo1eolS+TOOnMmr72GtrZkeM6axblzKLn1KhW6uvj6snkzoaF0d4vixcGBjz7CxUXAcvPn85e/EBxMUREGBmhrK5MK+ZPv3ePiRVJSXizclH9XwuSUkN+BAT78kMREsrIwNWX6dFpaWLuWxESsreWbrKPD2rX09PDaaxK+oYS5HDvG4sVMnUpLC35+HDxIUBDl5TQ0sHUre/fS20tnJ5cvo6/P48cy0vnrX5k0icFBVq9m61bc3NDWZtIkrK155x1mziQxkdGjBRccG0tpKe3t4iNzc+PAAVxdMTdHWxsvLxobcXCQo7RyL29qEtXK1Km4uzNzJrdvEx7O6NF0duLpyYUL5OYyaRLt7SjRRcpar7PzRbFOTcXcnOpqPvvs38LdU1JwduaHH1izhn37MDLi4UPOn0dDgytXhA+1ZQsXL5KTQ38/s2ezfDm6ulhb09Ul0LspU2hspKeH4mL+/nfy8zl4kP5+9uz5N1SAYqNXq9V5eQwbJvvww4dpa6O2li++oLOTqCju30dTkzFjWLKEXbvw9GRwkOJilOCqrCyJtlG+AyNG8NprIuRXLD8VFQwOMneucsB64+Wq6Ev99H/8UKlUHh68+ioJCeIWO3qUK1fYtk2I/g8ecOYMtbVcv05AAA4O7N5NaCjJySxcKES06dN57z1mzKC9nZ9+ksmvpqacR8zNMTHB15c7d9ixg/Z2jh7F01OawV9/fdFuK4+hQ6U7XrVKSLU//iiQs9u3sbJi1y4Upd177+HtTWUldXW0tfHDD4SHS0ul/t/IDIXprrTkbW2UlqKvz9Wr3L79IoRFrVanp4unY8sWMjM5d46DB5k1i08+obRUtOG+vqIt8/bm7bfx85Mbg6cn6eksWUJXFy0tgrZZs4bdu+W4dOoUu3aRm0tXF6Wl/PorPj4vMrqSkhg1SgbBYWEYGGBiQlAQXV3cvImtLXl57N7N0aOUlsrmZ+JEMjL4/HPCwigrY9Ik4fQr8KbsbGbNwtSUW7cICOCtt+jpecH/GzWK1FQqK+noICqKri5CQ2lslCObnR1Pn+LoKDdIZXji5ISzM3V1zJ+PoyPz57N1K/b2TJyIuTlOTgCJifj4MG8eOTn8kGSf/wAAIABJREFU/jt1dURHS/ymoum+e1eeIj6ewUHp5ZU5khJePny4cFxnz+b0aZTcek1Nhg/Hz4/ubtato7NT7OyLF/Phh7i68vvv4lX5+WdCQ8nLw9AQXV3effcFTuDaNW7dIi2NP/yBnTvFcqlWqw0M+J//kRn3vn0y2VTK08yZNDcTHMz69djYSI+oq0toKG1tMhA3M8PPj5YWjh5lyRKmT6epCX9/9u8nJITSUurr6e3lwAF6eujt5dw5DA158oRt2wgO5pdfmDJFVC69vbi7o6vL5MnMm8fTp1hZkZyMgYHcwNavp6yM1lYxiLq7s3cvyppaOWzW1uLoyAcfsHcvxsYEBEjeyv79TJ+Op6dEo0VGYmhIe7ssBgsLpYeYOZPz52X4sGnTC1ZPYiLjx1NVJbEs/7fr5fvvWbuWgQEZiF+4gKYmly/j60tFBZs3c/48+fkSTOPiwrBh2NiwaRNNTXzxBdOnU1dHezuVlfz2G3l5HDzIzp3s3Sv6K+Uxc6awW5WASj8/Ojo4fpy6Ompq+OorNm0SsoeWFmPHsnw5O3awahUDAxQVsW4db79Nbq7cgZSl68iRPH4sQv7WVs6dUys37HnzWL4cleq1l6uiL/XT//FDpdJYtYqHD0lOlqjWI0e4fp2tW4U1cf8+585RU8PVqwQF4eTErl2sW0dCAosXU1mJk5PkDc+axaZNwmzbu5chQzh5kidPmDBBvta3bnHwIG+/zaFDskDz8+OPf3xxglMew4eLDs/Xl337sLdHUdtoa3P+PDY27NzJunUsWsQ770joibIu+/prIiJeQDAyM6mqEqNtZKTA2MrLMTLiyhXu3JGtpmKNyc7GxYUpU+jpITeX06fZt4+5c/noI8rLRQTm5yc+SR8f3noLBTGsVqu9vUlJYdkylCOJuzuPHhEQQH8/K1eiq8vRo+zcSUEBmzZRUyOTPkUIoVarU1IYPZrJk9mxg/BwDA0xMyM0lE2buH4de3tyc+nv5+BBKitlVDV1Kg0N4svauJHJk3F0pL0dDw9++omCAmbPxtyca9cIC+PRI7q6XtAg9fVJS6OykvZ2YmLo6GDdOurrZVmnWPwXLkSRuykd6PLlAtq2s8PREUdHentxcGDSJCwsWLSIf/6T5GRpvHJzUXTNsbEUFNDeTn29JHoohtXkZHbvll+rtCbW1jLPVRC7c+dy8iT6+sTFoaWFnp6sQCMiaG9nyRL++U9cXHj3XVaulEWovT1/+hPh4WRliVXn/fdfLMQuXJCU8c8+o7//xX1r3Dh++w19fXR02L+f994jNZXERCwsZEYfGkpkJLa2HDnC06cMH05kJPX1vPIKZ84wfryICw8fZtkyZs6koYGAAPbuJSwMlYq6OjkDdnayfTsnTqAwqhRpipKQopAgFU33sGFMncr8+YI/TUlhzBhJX4qPp6KClhYRUHl5MTCAhwcWFtJ5VFWxcKHcokxMCA5GQ0NUKzNnsmoV9vbcuEFMDGPH0tqKjw9nzrBxowS4zJrFpUtynlXGC8pblJvLhAlUVvLttzLzVR7Z2bi58e23BAXR34+pKffucekSCu3Ez4+KCrq7OXuWoiK2bcPGBldXRozA1pbWVlpa+PxzZs6kpobGRurr+fln8vI4cIDt29m/X4AESiakYrFWq9WlpejpERBAWxunTlFbS3U1335LaysJCVy/rtbWxtgYV1e2bcPHh927KSoiKoq33qKgQP6oZ88Ep/PKK/j50dhISwtKPE1/P/Pn4+KCSvXk5aroS/30f/xQqYb6+nLvHmlpVFdTW8vhw9y8yZYtDAxgb8/duygRlpcvExrK4sX09xMZyfr1ynCHxYuZM0fOAh0dsuQdGJATpeIXNzdnzRpu3ODQIZRtj48PO3awZg3ffENHx4v1l1qtHjVKCq6iq3V0FMWVrq54ArdvJyqKpUvleFtTQ2UlfX18/jlRUS9YoNnZVFQwbx6trURHo6FBQwOVlZiYcOkSd++ir/8iBzIvD1dXpk2jo4OCAk6cYHAQOzs++IDqahGB+fvLfGb1at58EwUxrP7fyCUXFzo6qKwkIIB791i7VliAw4dz8CB9fWzcSGsrTU0iuVOWqGq1OjUVAwOmTqWvj8hIjIwYP57wcFpbBXasWM727qW2Vr61VlaUlfHsGZGRFBYydSoKxs/Lix9/pKQEa2ssLDh/npgYbt6UfA3l6QwN2bCBykpaW1m/nvZ2IiKorRUFzqJF4n5SkM3KxMDLixUrhHPr6IizMz09ODoyeTKTJrFkCX//O2lp+Plhb09eHn/9Kw0NrF9PQQGtrdLq3rghsvr0dMmRWLFCWhMl6MTQUDJb580T5H9CAtrajBolK9CoKFpaWL6cP/8ZDw+ePsXDQ57LwYE//pHISNLSGDeOESNkXKv8yUqHl5Eh6oh/3bfMzfnTnxg7Fj09Dh7k3XdJTycmBktLZs+moYHwcMLCsLPj0CHefhs9PeLiUKlkPmthQXAwNTUcPMiKFVhZUV/P2rXs2UN4OJqa1NTQ2SkRMwMDHD6MkRFvvEFPDxERAvjduZPAQJGRDB/O9OkoQVk2NqSmviBZJiRQWUljo+zkvb2FeDNxIsOG4edHeTmLF8vwx8yMsDB0dHj7bQ4fxsoKX1+x86xfj6kpzc2sXs2pU5SXM3s2zc1YWUm7qVarm5slDUNZ3lpYUFHBjz8K70F55Ofj6ck33xAaSl8f5ubcvcvly2hpCbChvJyODk6dEjOarS1ubujpYWdHU5MIJWfNorKS6mra2vjjH8nNZf9++vo4cEBeiY4OH3yAoyPvviub5FGjWLtWcIY1NVRV8f33NDeTkoJCczUzY+VKenvx9aW/n8JC1q/nzTcpLpYd1SefsHs3o0fLiaq+nuZmTp6UBYO9PStWoFI9frkq+lI//R8/VKph/v7cuUN6ujRuBw9y6xa9vezezYIF3LnDpUtUVXHxIhERLFvGjh1ERREdzbJlaGiwZAk2NnIW6Orihx+ko9fW5swZXn2VSZOYMIHAQK5d4/BhmaP5+tLXR2Agf/gDmze/EB2r1eoxYyQl3d+f/n4WLpQd9/Dh7NqFkxN9fcTF4eoqjMfaWsrK2L2bjz9GWZorvycvD5WK+fNpaiI2liFDqKmhpobx47l4kXv3xPinHJabmnBzE9rJxo0cOcLAAE5OvPsudXWcPo1arQ4IEJW0vz+vv05goJjL16whNhZXV9rbKSwkMpJbtwgOZts2Vq1i5EgGB9myhdJSGhvp7OT5c/z9ZYmqVqs3bMDQkOnT6e0lOpqxY5kwgagompq4dElC5Pr6GBigsZFHj8jOxsZGSDTR0aItW7SIxka8vfn2WyorsbHB0lLCsC9coK3tBbPGyIj0dCoqaG4mPp7WViIjqa4WT93SpTx4wNKl/PADXV0CDAkIwM2NqiocHHB0ZMUKurpwcmLKFCZPZtkyfv+djAz8/VmwgIICfvuNxkbi4ykooLmZ5ma6urh2DQ8PgJwclGGxq6u0JnZ2XL3KuHHigJ0/nyNHMDYmKQldXfT1CQqitZWYGBobcXXl669ZvZo33sDLS5bPCxbw44/ExKChgbExenoo16TyJyuitMxM+cd/0ZYtLfnuO0xNMTCQcpyZSUQEU6dibU19PVFRBAXh4CClfORIEhLQ0eHBAy5cYOJEYWvs34+bG9bW1NYSFMSuXURGoqVFVRXt7Zw8SWsrBw6wbx9jx/LWW3R1ERPDt99ibc327QQFiYxET4+ZM3F05PFjbG3ZsEHek7/9TQQ8dXVi0PX1Zft2vL2xtGTECNasYeNGlizhzTc5ehRzc8LDGTlSVCtz5uDnJ4SphATGj6exEX9/jh+X1rOpiTlzuH5dslSUZb76f5lHkyahocHPP8vMV3kUF0sQbVgYvb1MmMDt21y5wtCh4kgsL6e9nRMnKCujp4f583F3Z+RIHByor6eri08/Zc4cNDTQ1KSnh+++IycHxRFz+LDg3tzdefqU5ct59EjmXfr6BAfT2MiFC1RVUVnJjz/S0EB6OufPM3w448fj4UF3N35+0s4mJvL665SWStbwxx+zZw8GBjx4IMTwpiaOHaOlha1bWbAAV1dUqlderoq+1E//xw+VSi8wkJs3ycqisJDGRg4c4M4dNm+mvx8nJ/kMKis5f57oaFasYPt2YmIID5ft2bJl2NoKCr27m++/Z/Jktm9HV1esBJaWTJxIUBBXrnD0qBx5FLVDUBAff0xf3wutglqtNjaW00RgoDCFlc5F2WIvWcLWrSQl4enJG2+Idk2l4vBh3n+fmJgXybAFBWhqYm9PfT1xcQwdSnk5dXVMmsSFCzx4gIkJI0dK/d24EXd3aX7Lyjh4kF27WLKEt9+msVEUu4GB4lBYs4YnT1i7Vjb1a9cSGcnKlbS1kZlJUhLXrhEaypYt+Pigr09/Pz09MltXJGIBAS9CEjIyBO7R3U1sLMbGTJxIbCz19cK60tRkyxZ27qStjbt3Wb1amDgffIDi6Zo5E2dn6utZvZrnz+nuRglrV4g5x4/T0vKCHDtuHJmZVFTQ2EhiIk1NxMRQUSEAphUrxIH23Xd0d2NhwT/+QXg4K1dSUYGjIwsW4OEhs+OpU5k2jRUr+OtfycoiIABHRwoLBSeUkEB+Po2NguNQ9k5//zuFhTL9dHOT1sTRkQsXMDMT6ae9PQcPYm5OSgrDh2NoSEgIzc2sX099Pe7ufPIJa9fy+DHe3vJcTk58/72MTUxNGTVKJh7Kn3zgAO++S3a27N/+xYSbOZMvvsDCgnHjZNCRnU1ICDNmYGNDbS0xMaxZg6OjDElGj0ZZMCgbS0tLIiIYOpS9e3F3x8aG6mpCQti5k5gYdHSoqKC1lTNnaG7m8GGZ7T59yqZNxMXx1VfMm8e2bYSE0NKCr6/YQRct4tEj7OxIT8fEhC1b+OUXkpLkqOHvD+DvLxwuJfQgMJDCQpYtE8HihAlERjJmDG+8wbFjzJ3LmjW4u3PlCklJTJxIXR0BARw9Sl0dtrY0NmJtza1bonqqqZGLSBHPWFqiqSk34H9dpGVl+Pvz5ZdERNDdzaRJ8t+1tTl7luBgysokAqKyks5O7O3x8GD0aBwdqamhp4ePP8baGi0tdHWFzpqVxd69bNnCkSPcuMFrr1FRwauv4uXF1avyAhRybF0dly9TWUlFBT/9RF0dWVmy57CwYNUqOjpQsqXy80lJ4bXXKCsTM5TCdVFCkBWwe2MjR47Q3k5vL05OrFyJSvXo5aroS/30f/xQqfSDg7l+ndxccnJobhYMRU8PO3eyaBE3bwos9OxZ4uJYuZJt21i/ntBQ3NzQ0sLFBXt7QaErd8hp00TJeO4cDx8yeTKWloSEcPEix47J6cbfn95eQkKEl61QhJSHcuf/9VeCgtiyhWXLpL6PHk1jo5i10tLw8REgb0MDmpocOMB77xEbK620Wq0uLBSKf00N8fHo6FBSQkMDU6eqz5/n4UMmTGDMGMFTlJbi4cHs2TK437uXnTtZsYI336SlRRS7a9eKiHvtWl59laAgWWYGBxMWhocHra386U9s387ly4SFsXkzq1cLjK2rS6Tiu3ahZB0pqjW1Wp2ZiZGRDJHi4jAxwdJSTIZnz7J8OdradHezbRudndy7h0rFwoXU1vLuu8TFoanJrFksXSpX8rNnNDZib8/MmeLr3bePpiZZTKnVahMTsrIoL6e+nuRkGhul4nt68s9/4u7OjRu4uooXToH1xMfj7i5Q8gULxOPu7Mz06UyfzsqV/Por5eUEBrJwIUVF/PILzc0kJZGXR12dOHovXsTfn99+o7RUpp/u7tKaKIRixSLx009SHCdOJDUVPT2MjAgNpaFB3hMvL54+JTycR4/w9RXVysKFfPstiYloa2Nmhr6+WunGlD95cFDwvB99JF5B5d9tbPj0U6ZOxdxcVoi5uQQEYGWFrS01NcTF4esrut0PPkBfX0YTd+5w+TJTphAVxbBh7NmDpye2tuLb3L6d9esF497czIULNDZy/Di7d2Niwttv09ZGUhKff46dHVu2EBZGUxN+fowezZw5ODvz4AEODmRmYmZGayt//jMpKdTWUlkpiTOBgWzejJ8fU6cyciRBQeTlsWIFT56gxGNGR2NqKqoVGxsCA9U+Ply+TGoqkydTU8PatRw+TGMjdnbU1zN3rswx1Gq1SiWsHmViOXkyQ4bIwVatVk+aJKantWt5/pyoKDZtYvJkbt7k+nV0dDhzhtBQSkuFY1VdzaZNLFiApyf6+ixcSGUlW7fywQfY2KCtzciR7NjB55+TmcmePfT2cuwY169z6xbNzdy5IyB45Wg/Zgzh4VRXS1FSqfj5Z2pqxH+oLOp9fGhrk6NeQwPFxTx+THm54HGUzt7IiDt3WLdO5PAHD9LRQXc3CxcqTPmHL1dF/6Pa+9IPlcooLIwrVygoYMMGWlvZu1cAldu3s2QJN25w/ToaGpw+TVISXl5s3Up8PEFBuLszdCiurjg68uiR+DKUzODNmxk+XPbLU6cyZQphYZw/z/HjIgUNCKC7W0JY9ux5kQKuVqstLSUOLiSEri5WrJCltoEBmpoC68nKQjneBgfT1ISWlphl16+noUHwgcXFaGnh5ERVFUlJDB8uGSIzZ3L2LI8eYWmJmZks+srL8fJi7lwJ0xwYoK8PDw9ef51Nm0SxGxwsPxwUxKNHhISIiSMsjKAgvLzkYLhrFxcuEB5Odzf+/sL32bSJhgYqKjhwgDffJChITuVqtTo7W+AebW0kJGBmxpQpJCZSWcmpU7i5MWwYmzaxeTObN3P9OtraLF1KfT1Pn6IwsBRdlDIu/+gjiT6aPZsdO6iuZscOGhpehO2ampKdLY7Q1FTq6qTie3vz17+yahVXrrByJYrRy9KSX34hIwN3dzQ1WbgQBwcCA2lrY8kSZsxg5kw8PfnlFwoKCApi8WKKi/n5Z1paSE5GpaKmhq4u2to4f14kEFVVonj18JA3YckSAdEondnChaIO3rBBVOfh4dTVyXvi48OjR6xfz/37+PnJNbxoEd98Q0oKw4YxfjwGBnz5Jdu28csvmJuzaxeffkpeHh9+yN69uLrKN23BAt5+GysrJk0ScV5BAatXM3cudnZUV5OQwKpVODujlHtl3D9+PLdvc/UqU6cSE8PIkezejbe3wkEmPJxt24iPF29OQwOXL1NXJwgHU1PefZfmZlJTefYMR0d6eggPp6EBf3/09UU6du8eTk4igm5v509/IjWV+nrKyggL4/ffCQ6mq4s1ayT0ICSErCzc3Hj1Vc6cYdIkYmOZOFFqt60twcGkpnLpEhs2MG0aVVUEBXHggHxVFGubMttRq9U6OrJ7f/RI2EZaWlKg1Wq1vr6ofcLC+PxzYmJobWXaNG7c4MYNdHU5dUodHk5JicxU6+pobcXJiVWrRASt6O7few9bW4YNY8wY+YAyMhgYYPNmTp7k2jWuXqWnhytXiIpizx5ZoowdS2QklZXcuIGGBhoa/PILlZUUFnL4MPr6TJ4sEh3FQvXllyJJrKgQPI5STMaO5fZtIiOpqKC+nv376emhs5PFi/HwQKW6/3JV9D8tvy/3UKmMIyK4dIniYhITaW9ncFD0A9u2sWwZ16+LJPnUKVJTxZ6QlIQCI9XWZuVKFi3iwQOUENivv8bKiq4u9PS4eJH799XTpjF1KhERKIgoRee4di2dnZIovH8/06a9GAsoB3NlHLZpE25usicZM4ZRo/Dyorub/HyCgyVPqLkZbW0OH+bpU+LiaGnh559Rq9UlJWhrs2gR5eUkJzNyJFpatLYyZ458ftOni6lX+SKuWsW8eTLM7e9n61Z8fHj8WPAFarU6JETs0SEhPHxIaKgw9iIiCAgQMMVf/sLAAGfPEhlJZyeBgZib09EhIU+lpZw+zWuvERxMXt6LhbuxsVCxkpIwN2fqVFJSRPvo4cHIkbS00NVFXx+XLjFiBK6uNDby+uskJ6OtLbqo8nLWruXdd2lvx8kJa2s2b6alhe5uamtfIIPNzcnNpayMqio2bKCmRir+6tX8/DOrV3PhAp6eUuwmT+annyguZuVKSZCwtycsjNZW0T9YWeHtzZ//TFERwcEsWUJJicj+UlPR0KCqSl7G2bOEh/PTTzQ0CO3W01NaE8XiMWMGW7bw9dcsXszAANOnk5GBvj7GxgLgTkqivBw/P27cIDWV27dZswZlrrp4MV99xYYNjBghDZOCcn7zTYYMYft2MTcppyqFUqtWq5ct4+FD5s1j2jROnODJE4qKWLUKW1vheSYloVKxdCl79vDxx4wZQ0YGU6bIKXL6dNavx9CQ/n6UPDmViogIgTvq6zN0KHV1XLsmTdLOneJubWwkI4OPPmLxYjo7iYyktpaAAAwNmTcPFxdu32bRIrKzpdv44x9JSxOmVWQkv/0mYiGFpqSvT1gY6em4u/PwIefOSWc2bZrUbjs7QkMJCuLCBTIymDULlYqQEPbtY9MmnJyoqcHWFqU0q9XqUaME4KVIHqdNkwGCMvM1MhLDVGQkn33G+vU0NjJjhngXhg3j5EkiI9HUpLqafftobKS5mUWL8PZmzBiWLpWAPQVcM2IEpqZyL9TUpL+f7m5OnRJ8tmLlT01l82aRhBkbEx1NWRm3bqGpyZAh0tWVlLB/P4aGTJvGmjU0NhIczJYtfPUVZ8/y8OELhKQimBk3jps3iYmhtJTaWgYH6e2lvZ2lS/H0RKW693JV9P9LCX6Jp1GZR0dz/jylpcTGsmkTe/bw+DGdnWzdioIevnWLIUM4cYKMDFavZvNmUlLw82PVKnR18fBgyRLu3pWe7quv1NbWwmlUxEAzZjB9OlFRnD7NqVOCbVSWKgoy6dAhZsx4gYVTlNSffkpEBK2teHiIYWzsWMzM8Pams5PCQmHjrVtHays6Ohw9yltvkZDwIqS5rAwdHZydKSkhLY3Ro9HWpr1dISiqHz8W4KcStFhTg48P8+dTUkJbG319QhBVAsAUx11YmMwuwsK4f5+wMLEjRkezerVoNn/9lb17OXmS6Gg2bSIoCAsLWlpoapIYi1OnePSI0NAXs/W8PExMsLGhvp6UFCZMYPp00tIYOlTQ4QYGNDTQ3s6uXZw5g4EBnp40NwsxXUeHuXNxdaWkRLJ9lYGyra1kFjc3U12Nn5+sECdMIC+P0lIqK8nIoLqapCSGDmXNGn78kYAAzpxh1Sox+02ZwvffU1uLm5skSNjZERNDczMuLlhZMXs2vr789JM8+7JllJZKAU1LY8gQysrYsoWmJk6dIiaG778XSYxarV61SlqTlSvZt4/ZsyWsZOlSdu1i1iyysjA0xNSUqCiqqkhNpaSEwEDOniU7mxs3CAzkp59kJvPFF2RkMGoUEycKYL2nh5Mn0dWVi7awkPfff0GpVZCq16+zYAFWVpw6xSuvoKwuFNFLRYXcMl1chPU8dizZ2Tg4yC5u5kwSEhg3jp078ffHyQlNTaKi2LyZ5GQMDSUq+uZNWfls3465OR98QH09OTm8/z5Ll4qAsrqatWsZM0ZUEzdv4uwsjpXOTn78kQ0baGpCQ4PYWP7yFxELBQczaxYGBoSHk5qKp6eInadMUSckoKjXz57FwYF16wgJkejC2bPR1CQsjMFBurtZvJjqaubPf0FTGTtWMt5OnhQbmgLFHDqUv/4VU1P+/Gfa2oiN5dNPiY+nru6FmGTECI4fF16ghgaDg7S00NCAszM+PhgZsXw5RUUMDPD0Kfb28nkpSwVtbfr66OrizBmuXOH0aQ4e5OhRCgpobOSrr9i6FRMTYmPZuJE7dxgyBC0tGaxVVLBnD0ZGzJjB2rXU1REaSm8v33zDuXPcuyescLVarUiHTUxEG6OhIZaovj45gnh5oVLdfbkq+l+oxP9vnkY1UfEuVlQQHk5HBwMDvPYaHR309uLmxpUrojY/doycHPz86OmRkbGvL8OG4eXF8uXcvo2DA1u38uWXopYbPZrLl7lzh5kzmTGDmBhOnuT0adHhKeaC6Ghu3eLYMaysUIL4EhKYO5fjx3n/faKiaGxk1Sr5GpmYMG2aDEyLi4mK4uFDIiJoa2PYMI4d4403SExU9/Tw7bcy2VBCD4qK2LABAwOGDaOjAwcHEYDPncvcuSQmii7Y1xcHBwl73rJFrH0PH7JtGwcOoFar160Tx114OHfviqpXrVbHxbFqFf7+Qojdv1+o562thIRgaSkGy85O8vMFthkW9mJcU1CAqSnz51NbS1oaFhbMnEl6Orq6HD7M6tUYGVFbS3Mzg4McO4axMatX09YmxPRhw5g3j5UrKSoiLIwnT+jpYckS7O0lrEdZmgcFSW87cSL5+ahUlJejqBtTUtDRITCQb74hJISTJ/H15Q9/YMcOpk3j66/ZtAkXF7S1cXbG1pbERFFlzJ6NtbVUeaVDX76csjLRaKeno60t4L2GBsm0/vprOjvFc+HtLa2Jpye7d2Njw65dPHuGi4vYKHJyMDLC3JzYWCoqSEsTQ9rhwxQVceUKwcHSHS9ZwvPn5OSgr8+kSYwbJ1mx7e2MHEl3N999R1GRyEYVZsBf/oK/P2fOiJzpzBkePqSsTEbzCs8zNZUhQyRQ+NkzjI3JzWXuXK5e5dYtZs1SJyVhZsb27QQEsGgRWloSRZSaipERw4dTWcndu5SXiyt4/Hg+/JCaGvLzefttiWqMjaWykuBgjIyws8PdnevXWbaMvDwsLSV0PD2d5maGDCEhgT//WcRCoaGSUBMZSVIS3t4yd546laQk5s3jwQPOn8fRkchIwsI4d05ev5YW4eHs3i3wr6oq7Oxe0FTGjxeYrUK4njlT7GPDhvHjj0yciMLvT0jgk08EXWBtLd4FPT2OHRMElbY2AwO0t1NXx9KlrF7N2LGsWEF+Pnv38uabODigr8/UqcKQUqAlnZ2cP8/lyxw7xunT7NlDVRVDhogkzMyM+HgKC7l3j6FDUe5pdjcbAAAgAElEQVQfxcXU1NDfz7hxzJqFklGwbh1KKbhwQYIjFDPH06ccOYKpKVevkpDA0KGoVPT3s3MnTU24uODtjUp15+Wq6H+rHP8/PI1qSmIip05RXc2QIXJ8e+MNGZIqAIE7dxg6lCNHKCggMJCuLtLT8fLCz4/hw/H2xtWVmzdZsIC+Pr74QtRy+vpS6K2smDWLuDiOH+fMGdlchYXJ1/TaNU6eZM4cxoyRNG47O1nNx8RQV4evrzR3ZmasW4efn7jGY2O5f5/ISNrbGTGCEyd4/XWSkmRQpagylciVggIyMwWr3dXFwoVirbSzw8GBlBRZNPv54ehIfj69vTLAiojg3j127BB7RXi4wEAiI7l9m4gIsQInJuLhIZrNv/6VQ4c4fJj162lpYd06pk0TAXtPDyqVdBvr1r3oAIqKMDfH3p7KStLTmTQJKysyMxkxggMHWLMGExMqK2UCePCg6CCVvJuMDDEaKNl64eE8fChbWaW9HRxERwcNDdatw9CQ33/H0pLCQjQ02LiRnBzKy0lLY9gwgoMlzOHoUfz9RU0xfTrPn0t6g46O1LX0dBoacHNjzhxlecV331FRwbp1wsZUEPgZGejqUlDAjh3U1XHsGGlpfPYZW7aIjNfHR+52vr7s2IGdnfDv3dzo6xPr5rhxTJhAXBxlZWRkUFBAWBi7d1NZycWLhIZKUV66lD/8gfx8DA2xtMTYWF6DgQGGhjJJ2LhRTCIKl/G771i3joMHcXPD3p6zZ7l/n8pKtLRYtIjFi9HURCEHKUGXn32GiQn5+djaSmGaPZuUFCZOZNs2mddra7N+PZ2dpKeLglBDg/v3KS3l6lUhtHz0EVVVFBfz5pu4u4vGsayM0FDGjcPBQdYGLi4UFIhL67vvyMykpYWhQ0lJ4aefiI2loYF165gzByMjoqOJj8fXV4bp06eTkiKhNhcvsnAh0dGEh0vO7Lx56OgQGUl/P319LFtGRQX29qLzU6vVU6YI3FyZas6aJas5PT0+/5ypUyXaMSWFjz4iJYXycmxsxLswciRHjsjIfsQIydqurmb5cvz8MDZm5UpycjhwgNdfx9GRMWNeoFdGjqSzk44OLlzg0iUOHuTqVXp7UaLFlDC58eNJTCQvjwcP0NZGW5vff6eoiIYG+vowMWH2bMmuVGQq33/PxYvcuiV5YGq1WoHGmJlx5QrJyQwbhpYWO3awe7d8q318UKluvVwV/W+W5P/D06imp6QIqklXl5YW+vt5+pS2Nrq7hSx+7x7a2hw6xMaNBAXR2UlmJioVAQHo6eHrK2kRTk7SxipSSkNDGaEoxPqEBI4e5exZSVwOD5ev6aVLnDmDjQ0mJnzxBSYmEtX8xhvExVFdjb+/mKPGj8fRkTVraG2lpISEBO7dIzqajg709OSwnJws15WCHBkxQpG4k53N2LGMGsXmzURHyzZJ8XekpYl6wd9fBoV9fXR0sGmTsFJ37xZ7RWQkiYn8z/8QHc3Nm0RGCngoORk3N2m+/vY3jhxh/37i42lqIiKCWbNkdLtlC5qacp1HRMhNRa1WFxczfjwLFlBWRmamODKysxk1in37CApiwgQRiR87JsvY0FA6O7l9m+xsRo7Ezk7p3YiM5O5doRUr0UoK+3vIEKKjMTcXi3NREUOGUFBAfj4lJaSnM2IEYWF8+inR0Rw8SECA+EdmzJCFsFqtHjaMpUsFt1RXh7u7EFNDQvj6a6qriYjAzY3KSn74gY4OMjMZPpzcXHbvFrNVVhbvv8/OnSLjVVJL1Gr1mjVs2YKjo7TD7u5s2YK9PQUFmJgwcSIJCWzcSFYWeXlERsoFfO6ccH27u1m2jGfPKCzEyIgpU1606vPnY2wsa4ySEnHPKouHzz4jPp7+fry9WbiQ8+e5e5fqahmdLVnCkCGkp4tORpErmJlRWIidnVwU1takpTFlikCmlixBR0dy4zIzRUGopcWDB2zcyI0bbNnCxIl88gkVFZSV8eQJXl6yOC0pISwMY2McHfHx4dIlXF0pLBTA7zffkJVFWxs6OmzYwA8/EBdHbS0REcydy9ixxMYSGyvT/OvXmTGDtDSiouSgrdANIyM5fZqiIuzs0NUlOpodO+jvVwx7ODjIm6NWq62sxDfU1MRf/oKVleDm9fV5/31mz5Z9Rno6H35IWholJRL5qNhQFRqwgQH6+uzYIaJVV1c5dnh4kJnJkSMSEzh2LPPmyQ7J0FCApZcucfEig4M8eEBLiySpKpIwCwuSk8nJ4dEjdHTQ0eHvfxfvVW8vZmZYWxMRQVkZUVF0dvLDD1y+zI0b1NVJiODrrwtQ89Il0tIYORIdHbZtY3CQ2lrc3fH1RaW6+XJV9L9Ykf9PT6Oy2rCBo0dpamLUKBob2bmTd96htZWuLry9uXCB+/fR0eHAAcrKCA6mo4PsbDQ0WLuWkSPx88PLiytXWLhQvtPKmW7MGFlOWlszZw5JSRw6xPnz0kMptt3ERM6e5cIFbG2ZMIHXX8fSUtKLHz8mIYGKCgIDuXuXmzexsMDZmcBA2dQlJ3PnDrGxdHYyahSnT/P4MSkpsgtSWEJ6eqxcKfXF2BgDA7ZsYelSjh3jzTdxdmbFCjIy5MIOCMDZmYwM+vtpaxN91c2bDA4KHDIqSvifCqI6KorcXNRqdVoaGhqEhEhe8PHjDA6iAFqjo7G2RlsblYrt29HSkhtYZKS8TrVaXVLChAksXEhJCdnZTJmCtTW5uRgYsGcPoaFMmoSODioVp0+zcydWVkRG0t3NjRvk5jJqFPb2eHujoUF0NDdusHMnrq4sW0ZREUeOYGTE0KHExzNlCj/+yLRpFBfLSLGwkOJiMjPR0yMigg8+ID5e7hCKJHnWLJG7qdVqJZtNW5u8PGpq8PTExgZbW9at4/lzamuJjMTdnaoqvvuOzk6ys9HTIyuLwUGqqzl4kIIC3niDgQFBaPn5yd1u7VoZnirtsJcXmzfj5ERhIWZmWFqSlERxMTk5qFTExNDTQ0cHp08TEcE339DTw/LlfPIJJSWMG8fUqZiZyQ04PR1zcxlPlZWhtMBKe6SQ2JS4HCX/RTl/DRvGsmUoicYZGahUwuR8/hxzczZuxMFBLoq5c0lPZ8YM6RSXLWPYMBISaGsjJwdzc/T10dbm0SOKirh9WwJZPv1UFgavvCI28eRkiosJD8fUlIUL8fPjwgWZa/1r6ZqdTXs7urpkZfHdd+KRiY7GxgZjY+LjiYoiIEC2fLNmkZHB0qVy0HZ2Ji5OHR3NqVOUlODgIJjsvj727MHVFU1NHB1Fc7VhA/Pni29oyBDUavXs2TJAMzLiyRPmzxfESnY2779PejpFRfKePHjA6NEcOkRKCkZGGBnJ7qesjJUrCQjA1BQvL9LTOX6cV15h0SKJmlTeT2NjWe0o20Xl1FhVRU8PAQHy8iZNIi2NrCxefRVdXXR1+cc/yM2lo4OuLsaPZ948oqPZuFFQCn/8I1eucPUq9fUyc1MQjBMmyLrVwIARI9iyhf37qa7G05PVq1GpbrxcFf0vVuSvv/7azc1NT0/Pzc3t66+//renUc3NyuLQIVpaGDOGujpR1bS0SGKpIr/T1UUJFVUiw3Ny0NQkJIRRo1izRs4CixfLqVZhhhgZyX1+7lysrUlN5cABLlyQgWZ0NLW1JCdz8iSXL2Nnx+TJXLrE7Nm4uMgAMSmJkhKCg6XAWVri4kJQEI2NlJWRlsatW8TF0d0tcQevvEJqqvgXFGTEqFF4eDBkCLm5mJqK5Hn5cikKy5fj5UVWlrTMgYEsW0ZaGoODNDXR0kJ6Otevc+CA5KDHxJCSwj/+QVwc164REyOKjvR02djU1PCPf3DyJLt3k5xMbS2xscybx4gRDBnCzp1oa4vCKTr6Beu9rAwLCxYvpqiI3FymTsXGhvx8jIzYvVsMdcpvOHeOrVuxtWX9enp7uXqVggL09VmwAB8flLyuK1cYGGDlSlxdyc3lxAlMTNDVJSUFa2u++ooZMygpQVeXIUMoLqaoSE7x0dG8/TYpKQwMEBoqmbBWVnKRqNXqESNwcSE5mcJCqqtFPGNnR2Qkz57R0EBUFJ6eVFfzzTd0dZGTw+jRpKezbx+VlezfT2kpDx6wb5+oC/z95W6nfKmWLZN22Nubri6cnVF6jilTSEmhoIC8PDQ0iIsT2IiyyPrqKzZvxsWFjz+mvBwTE6ZPZ/x4GW0pOQw1Nfz975SXS6ev6AUfP2bjRlpaCA/H1VXyyxWDlYuLyNuzslCp8PaWNmjCBEpLcXQUA8G8eWRmMmcO3d1ERKCEICcl0dJCXh4WFhgasmQJr7xCfj737tHTg6Uln33Gxo3U1nL/Pv7+VFSQmkpBAZGRmJmxeDEBAZw9i6cnGzcK/fnLL8nJoaOD4cPJy+Prr2X4EBuLrS0mJiQkEB7O2rXSt1lZkZXF8uVikli6lMREYmM5cYLycpycGDmSuDi2bhXv5ZAhODmJrlEJllQoY4p8wtpalv/Gxty5w6JFfPIJAwPk5/Pee2RlkZ+PkxOKd0FfnwMHSEvD2FgiFrdto6QEDw9RRvn4kJrKqVM8fIizM2ZmODvLvFRJ3G5t5do1zp9n2zY+/ZSCArZvx8ZGJGGWlqSnk57OkycMH86wYfzP/5CdTXc37e1YWDB/PuvXi8tc4cpdu8blyzQ2smMHn3wiCzAFxpCdjZERo0fT08OhQ1RWyvJJpbr2UgX2v1mso6Ojs7Ozf/rpp6ysrJiYmH97GpWtwk/ZtAkTE6qq6Ovj/fdpbhb4+rlzPHrEsGEMDlJXR3g4bW3k5jJkCGFh6OsTGIifH+fP4+xMfz/PnkmzrIhjrl3DxgYbGzZsYP9+Ll4UXZfiXklL48gRyWmeOZO9e1mwQCJH79whNVWWZkqHNWUKHh7ijygvJyODmzdJSKCnBwMDeZ3KL3z6VNj5o0fj5YWWFvn5mJszbhzbt7Nihej8Vq7E31+dkyPW6qAgmZkcPChppzk5XL3K4cPCsoiNJTWV338nPp4rV4iNFQ6JMhRStPr//Kfk7KSkUF1NXBx2dqLi2rULXV1u3ZJCr2i91Wp1RYUQNvLzyc9n+nTmzaOgAGNjdu4kOpqZMxk9Gh0dLlyguxsnJ5KS2LqVS5coKsLQECcnfH3R0iI+ngsX2LsXDw88PEhP58wZzM0ZPpz0dBwdBchQWir7n5IS8vPJzUVfn/Xref11FHBHeLio3GbPfsEaHTlS4B7FxaJ3nj8fe3tiYvjwQ3FCenkJCK27WwB4yvupUjE4KDEihw7JDDQgQO52kZE0N+PqKnfc1avp6GDZMkpKsLBg2jTS0sjPp6BANmyVlezYwZEjxMby+ef09rJiBR9+SFUVZmbMmMGECXK3jotj6lQqKiRpTHH0KbOX27epq5PPyNOTy5cl5Vmlws2NFSvQ0ZEOUgEoKymj5eUsXCjW3Pnzyc5m3jw6O4mOxtUVPT1SUmhqoqCASZMwMkJPj8ePyc3l4UO6uiRfUbEK37lDUBClpaSnk5dHdDTjx7NkCUFBnD7NqlWUlEi05hdfkJtLZyd6ehQW8uWXbNhASQlxccyfj6kpSUmEhRESIvOZ2bPJyWHFClGtLF9OcrIsjSorWbSI0aNJSGDzZg4cYOVKtLRYuFBK8LhxLF8uFioFNjB3rmSDmJtz8SIuLvLdKC7mnXfIyRE+sPJ9NjBg/34yMjA3x8KCzZvZuZPiYry8CApi/HhWryY5mXPnuH+fpUuZMIEVK+RUN3EilZU0N3PjBufOyXpQQ4OBAezs5LObMoXMTFJTef11Roxg+HCAjAy2bqW5mUmTsLcnIYG8POLixE90/ToXL9LUxKuvcvy4ImdUT5rE2bPk5Uk0SlcXx45RXo6PD2vWoFJdfakC+98s1qamps+fP1er1c+fPzczM/u3p1E5KBF/XV1YWKBSsW0bH30k/Yhyk3/lFYYPZ2BAxJXKwUFLi4gIDAwIChI1laK4+vRTli9n6FCMjaULs7Vl3jwyMti7l0uXpD+Ni6Oykg0bOHCAW7dwcsLGho4OVqxg1So55qSnk58vAu1XXmHaNHx8WLeOujpRMly/TmIivb2MGSNdWHq6nM4UKai+Pj4+AkqeMAFjY/r7cXPj0CHeeQcvL0JCyM8XmVdwMG5uaGhw9Cg1NdTXU1TEpUscPy5euPXr2bCBv/2NpCQuXRJQkVqtzs6WebHikj93jm3bhGyXmMiCBRgZoavLwADDh3PnjhR6pWNVFqGWlixbRk4OhYXMmMH8+RQVicwgLo7ZsxkzhhEjuHyZ9naWL2fDBvr6OH+ejRsZM0Z6Z21tkpI4c0bCR7y9BQyi5DEqV++HH6JAoPT01Lq6lJeTl0dBAQYGxMfzyisC7oiKkgP1nDkoMz61Wq0EaarV6tJSVCp8fbGzY8EC4uJ49125AStBsV98QU+PNAeamhw6hKYmAwM0NHDxIkePykktMFDudrGx1NXh4SHt8Jo1tLXh6ir01xkzyMggJ4eiIoYOFWm5giGMi+PZM7ZuxdWV99+ntlaSViZOFM51SgozZ6K081VVPHnC8ePyqV28SGcnxcVs2ICvL1evyvlLiXxUvEg5OWhosHq1iMAmTqSqisWLZeamABHt7WW9sXIlCn5Wcc1Nnsy4cYwezZMnZGfzyisSyPL8Ofn5tLZy44bEVGZmkpNDbCwTJrBsGWFhnDyJjw9lZcyZ80Ik3t3NqFGUlIjZr6iIhATs7TEzIzUVxUar9MHW1uTl4eYmLemKFaSmkpAggbbOzhgYkJREdzcnT/Ltt2JHePaMnTuZNAkPD8nbU9jZNjaMGiU6ouPHWbWKd97h0CHKynj7bfLyZOTyr7nz3r2iEJ8yha4udu2isBBvb4KDmTCBNWtISODiRe7eZdkyJk3Cy0scodOmoalJUxO3b3P2rKyFlQGso6MYfKZOJSeH5GTefBM9PZnPKBHA9fVMnsyCBSQlkZNDQgLNzfz8s5T+5mZ++43Nm0XOaGnJ6dMUFsoZbtMmTp6kpITVqwkIQKW68lIF9r9ZrIcOHfr777+r1erff/996NCh//Y0qoUqVY1KtU6lSlKpPtLSEniFQg5UbvKvvsqIEezaJeOL5mbRfkVHC7chOFiy3wcG+OQTVqxAVxdTUylM8+dja0t2NgMDXLnygvJTXi4G07t3WbSIBQsoL8ffHz8/rl7l6lX5Eiuav9deY8YMAgKIiKCmhooK8vK4elWi1YyM5PSdkSGVXXEhGxqKjKGoiIkTMTNj925WrhQuj6+vUOsUA0VoKO7uQnatqKC2lvJyzp3j9GkBD8XHk57Ob7+RksKFCyIhUqvVyiw1KkpOcBcv0ttLerqYcRYuxNSUESMYHERPj7t3uXSJuDiRxCqL0MmTWbGCzEzpfO3t2biRCROEgqLMJUeN4upVmprw9CQnhx07OHOG0lLGjmXxYvz90dFB2RUfPoyPD/7+xMVx5QqTJzNqFIWFrF7N06fMmUNFBaNGMXw4FRVkZ1NUxJgxJCVx755aAXfExopwYu5cXn1VOFajRwufs6ICTU1h7CnXxltv0d4u5uz6ej7/nM2bKSzE2BgtLY4cQUtLvj8nT3LyJKNHy6haqZvKBNbHR9rhwEBaWmRjMXkys2aRmUl2Nhs3oq1NWhp6egwMsG8fiYl8/DHbtuHmxnvv0dCAhYU4EpW7YGYm1taiPKup4dVXOXGC0lLUavXx4/T3k51Nfj5r1nDtGhcv0tyMhgZeXri7y8xB+UuVU56lJTU1KPmHT57g4EB+PgsX0t5OfLywL9LTqaujpISpUzExwdBQgH9PnrBpE9OmyTG5o4OrV1FicLOzycoiLg4LC7WLC+HhHDsmIL25c9m5kz/8gYICenoYPZqKCj77jNxcCgpITsbBgfHj2bBB/DjK8XbuXAoKBAZy5w5ubqSnk5TE0aPU17N0KWPGkJJCV5e4YJSdqtKjzJolpgEFE6RWq21t5fOaPJnBQQIDJYVn0ybxfKal4eIiN7AxYxgcJDcXS0tmzKCjgz17yMtDYcFPnCigBeWDdnERw6EiMZw1Cx0dGhu5e5czZ8QPPHIkx48LL+XsWaZPJz+fhASePmXUKLnrK6fv6mrBT6amCqKnsZFffuHWLfltyrWmhCRMnszJk2zciIUFpqa0tXHmDCpVnUp1TKU6olJdeqkC+//bydpZCY3fto0ZM9DRobdXRpDNzYSECOZUT4/+frq6iI2lqYnCQln1GBmxbh3r1nHiBC4usjRbuZIRIzAzk8Jkby+Y4127uHpVRM2JiZSWkp0teWtLluDsTHo6UVEEBnLjBhcukJ1NZiZxcTLetbIiJISoKKqrqaigsJArV0hNZetWxo3j8mX13btkZkrVVoYtY8bg74+uLsXFWFoyfrzk/Shz7YAA4uMpLpbtdlgYnp4MHcqZMwwZQnU1dXWcOCGTYrVanZBARga//kpqKufPk5AgdEAF76fEmqjV6suX6e4mM5PSUtLScHbGwkKkHaNGSY2Oj5cTq7IInTIFNzfpba2sWLCA0lImTRIKip0dZmYYGnL9OrW1+PtTWMiuXZw8SXk548bh7ExAALq6bNjA4cMcO8bq1axdi0rFjRtMm4aBARs3sm6dqMsVN5eeHtXVZGVRXMzYsaSmcvMmpaV0dREfLyNCxYWs4LwNDMSzXlWFlpYw9hwdSU0VYX58PH5+NDTw7Bm9vRQVYWoqfiVtbREGHDrE2bMSDBQcLHe71FQ0NfH3l3Y4JISmJnx8qKpiyhSsrMjJISOD0lJ0dUlPl4qwZw/JyXzwAX19rFzJO+/Q0sLEicyZI7E4GhqitFPOX7W1EnukTKv27uXIERn+rl3LjRucP09LizjvPTz4v3h706gqr2xte9uLfa+I2CAiqAgqioK0KjbYIgICKo2I9CCiiCh934P0CAhir9FojNEkmqhRozExMYkmptKZzrSVSlKVSupa3481j77nnPf9RqVOjfP8yIhDZO/x7P2sNdec933dvXuTlESXLqxc+YRQpkUFJ06I8iw5GScniouFxDBwIHFxZGWxaxcWFpKR9MYbxMTwxhuUlmJhwWefkZDAnj2cO0dQEAYDiYnExBAWxtixzJsn84xVqwTwq1uL27dTXc3AgWRm8t570ryKjMTeHlNTYmLo1El8Z7duYWtLcjKLF4uczsODuDgiIgQG4ubGsGFER1NWxjPPoJTq2RMnJz77TIhLa9bg7f0EMT99unj/LCyor2fdOm7d4tlnyc7m1i127ECrofQGNmQI+/axbRvm5kyZQmkpBw6QkIDGC48dK6BtLT1wd2fCBNaskYLA2prevcnN5ZVXePppwQ0OHiyndi1DnDiR5GRCQ3n7bfr3l/6Mzo7o1IkJE3B0JDaWmBgx6P/8My+/zKlTggzs2lUeQHNz6eCPG4epqSBctDTZ2xuD4dwfWmD/nYv1+vXrdc86ISFhw4YN/+llDK4ZGezdS1MTkyeLLv2TT8jNJT8ff3+pajVspaZG4BvJyRgMhIQwdCiBgaxfz/HjuLuLTnbhQvr1w8RE4GQzZ2JnR1ISzc288ILYBfUEPDGRhgZu3sTFhfnzWbeOmBh8fXn5ZU6fZutWoqPZtEkgTVOmEBgo+dNpaaSkCOugoYHhw2Wvjo+X9oIeYw4ezOrVGBmRksL48RK2u3ixcHl8fIiKIjVV9PYBASxeTI8ePPMM3buTnk5REYcP89xzQokLDyc+np9+IiaGM2fYtElwrNu2ibVMixxeeEEEMykpxMbi6oqZmQxe+vcXzfimTULH163VCRNYuFAWjilTsLdn925hZcTGMmuWkOFeeom0NKHk7NvH8eNkZDBiBM7OrF5Nr17ExXHgACdPsnIlvr506cKVK1hZMXgw27ezaRPXrmFrS0YGgwbRvz/Z2bIIDhtGTAwXLpCRQVmZFMvHjmFrK0dUpdSgQXI6zs4Wx6O9PXPmEBvLq69SVUVYGCtXkp/PBx9QW0tKCiYm9OzJiRP06EFDg8gPzp2TYCBfX9ntoqMlMUu/lg5DWLWKzEwmTGDyZJKSBOtqZCSxWx0dtLQQGck779DUhGZplpYybhzW1oKa6dJFafGDLgxzc7l2jVOnRBzS0CDLZV4ePj5cusTp0xQX06ULy5ezeDF9+6JZYF5eIgIbP568PNzchPo0Zw4pKbi5CevD05NBg4iPFxeSpSWjRmFszJ07REYKv2niRL74grg46ut55hlCQ+nUSYrT8HDGjWPBAoKDOXyY1aslW7K1lT/9ieRkamsZPJjcXO7elbFwTAxz5jB6NHFxdOlCcLA8rdOmkZLyRMq1aBEJCURFcfgwxcW4uzN8OLGxAmxRSvXqhbMzX35JYSEuLgQG4u+PlZUs1jNmiPvcykqVlhIeLu3NvDxu3BAR7cKF0n4cOpTWVnbsYOJEpk2TJ0gTGf39GTeOtWvp3FmmWRpKHBgohYsu4XNy5GPKyOAf/8DYmPPncXcX/KelJTt2EBTEu+8yYID0Z7p04eBBunWTWN74eCIjiY4mO5tffuHKFZ56itJSGZJrHfCECfL4TJggtrXz59m6lTVr8PHBYHj2Dy2w/87F+vPPP3d3d+/du7e7u/vnn3/+n17GMD8nRzThNjb07cuePTx8SE4OubmsWydmk3795GHbuJHcXHbswGAgNJRhw1i/nuBgjhxh3jz27+f+fSkxTE0FDWNvL87AxkZefFESTvXwUDtQbt/GzY2lSyVgwteXq1clcjAiQtR477/P1KmEhBASgsFAWhqpqSK+0dHduj2XkCCoxsfYlzVr6NWL1FQmTGDsWA4exNOT/ft57z0CAsQVog0ggYF4emJkxLlzGBnRqRPl5bS388IL7NkjeuqEBH78kbg4wVrpGKrkZDp1IiREeqMXL8oMNjmZ+HjmzWPiRAYP5vBhBg6UkJHwcKUtgnoQamHB4sWEh5OejrU1s2eTno6FBRUVJCbi4ICZGSNHcvqX9PcAACAASURBVPmyaJIyMmhv5/BhsrIwNsbFhTVr6NOHhASJ1tUI1u7duX6dKVMYOpStW+XmTJ9OVhZDhjBgALm5REeLiCI+nrNnycsTrMfrr3P8ONOnS7WrlBo8WAITcnPF8ahlAwkJvPIK1dWEhysvLwoLef996urQksTevTl5EiMj6upobaWxkQsXJGvCz09uoNYO+vlJFa9ZGT4+ZGczcSLW1mzbRmQkGRn07i0m7IMH2buXmBjeeou9e1m4UHz248djYyOejm7dyMjAwUF8xnl5cr7WSaHl5WIlrajAz0/qr5ISKaU9PenXj+RkunaVcIDvvsPcXAaheojt4EBqqvg5deN7yBASE0lLIzOTSZMYPZpRo3jzTTZvFoWVpSVffkl0NHv3cuoU4eF07UpysnzPx4/Hw4OwMA4cUD4+ZGYyYwb79vHgATt2UFfHkCEUFgqdOTaWuDgcHBg7lvh4GS9rg8KMGaSmipTr+nUWL5bi/dAhSktZsABjY+LjKSqSvLrevXFx4dEjsrPx9CQ0lOBgCXtUStnZyUlIA7sTEuTwWljI1avs3o3BwJIl4l0YNozmZjkgzpxJQQHHjhETg7c3gYGMH09AgOTzXbiAhweTJhESIkPsWbMYPJjsbF59laeekqfJ1JSXXmLBApFRTZpEairr13P/PgMHyjbcrZtMrTV+MjGRzZuJiSEzk7/9jatXOXZMkhMGDZKCwMKCo0flC2ZuTk4OL77Ili34+uLri8HwzB9aYP/XdNYLCwpEE6630MpKPv+c7GyJ0dMff//+1NWxdy9hYWRnk5JCp06EhTF8OEFBhIVx6BCa8HDvHp6eDBnC6NHSHtJczZQU6uu5dEkGAtHRbNsmgap37oippHNnysvRmKSjR0lJYdMmYmJobuajj7C1JTycjRvFWtLWxtmzxMUJH0cPvrdskWOOFngMG4afH336sGsXEycyfjyHD7Nsmaz+GzaQnEx6Og8e0NrK+vUsW0avXpw/L8g0Pcu+dInKSpRSEREkJiodcnjyJBERErmUkkLnzgJTVkq9/LK09bdtIzERDw+mTGHYMGFRaeVQRIQAo/UgdOJEli4VTMHUqTg4kJmJlRWlpWzbJvl+8+bxyits20Z4OLm5dHRw8CC5uYwciZsbPj706cPWrTQ3C/09MBAjI0HXDh9OQgK7dnH+vGTSDxvG4MEUFEgeo7ExW7Zw6hRFReTnExMj7V0dC6BjO4YOlZiSggJ69sTbGwcHHBzYupXLl6mrY/NmvL0pKuLePerrZTzYty+nTtG795M0wosXJWvC319uoLaJBwZy6xZPPy27UUAAublYWmJjw44dRESQlUWfPiQlMXEihw9LVPwbb9DcLHDz6mrMzbG1leCuHj3Iy8PZWU70jydXVVV8/jk7d/L226xaRVMT/v5cvsyJE5SWyuq8bBkDBrBjB926Ccfm+++ZMIHiYhYskAH13LloWGNuLnFxrFghm+KuXWRnM2UKY8cyZgx377JpE++9J4Esjx4RGcm+fZw4QWQk3buTkkJ4OFFRmJuzaBGbN7N/P/HxZGdjZyen1Z07JZddYwZ27yY6moQE5s5l3DgSEujWjfBwaRja2QnxSs9vPD3FxHvgABUVLFyIiQlbtki6hVKqTx/c3IQZ4OfHxo0S0qaXCL2GKqWmTaNbN1JSpIguLuall0hPp3Nnli0T74KWMO3ejbU1Dg6CGYiKwteXdeswN2f9erp2lQbpwoVMmSI72YEDIrvOzOTWLU6cEMmQmRnXromT4+WXZeISEMD77zN4sPRnunXjyBH69GHyZFxc2LaNsDDi40lP59dfuXaNI0cE9GhsLMcCS0sOHyYvj8mTsbQkM5OXXiI+nrVr8fPDYDjzx1bRf8dS/E+8jMGzpITaWhm5DhlCRQVffimk85AQASQNGEBNDS0tAkHfuZNOndi0CWNjQkKIiODAATw8pBe8fDnDhzN2rMwEHBywtyc1lbo6CYDo3JnYWBITSUmhtJS338bDQ98j2trw9eXVVzl4kNRUQkOJj6eujocPBce+aZOsia++KkCf5mZGjRIQ2tatQhp7zOjSkRlpaVhZCYVAp4U9eEBICGlpZGVx7x5tbWzYwIoV9OnD88+L2K6hgbo6rl6VTzoqiq1b+eEHEhPlSdOjqtRUOndm40aRD1+5Ql4e27ezdStJSSxeLGLYY8cYOlQQw5GRoorR/7W0ZMUKCYKytcXRUZ527dV0dRXm1PXrbNlCTAz5+Rw6xP795OczahTz5onmfds2IfP5+rJhA717S501ciSxseTnc+aMIDFHjGDIEAGZZmZiYkJSEseOUVEhKPfr1zl1Cjs7jU5EKTVsmKD7iovp1UsM1loefukSDQ1ERODjQ3Ex77xDYyO7d2NmRv/+nD4tgI7jxykp4fJlQU8EBMgN3LqVoUPFMnP8uERn6VyYSZOwtWXnTjZtEuF8cjLW1hw9Sk0NW7bw2mu0trJ4MbdvU1/PhAlMm4alJUopIyNRlehwsseasLo6MjOJi+OTT+jcmf37CQjg6lUZmunVeflyBg5k50569MDHR4pxCwtKS1m0SJyWTk6kp7NsGdnZbNnCqlUMG8b27aSmkpfH1KmYmWFmxttvs3GjDO0nT+brr9m8mY4OjhwRAsyuXYSFERODhQVLlhAdTVsbgYHk5DBrlpxWU1NpbGT4cCoqxGkZEcHWrTg5YWZGYiLduxMRIbuIRgauWiXqgGXLSE6WHJY9e1i8GA3zysvjwgXR+bi788MPojAJDSU2VnyeSil7e2lb2dkxYADp6ezfz717lJUJULBrV1askH1ixAiamsjIwMYGFxeys3n6aSIiWLuW9euZMIHgYLp1kzP34sXY2BAXJ+5EZ2cJ5719m+PHpR9tYcHt2yxdKt/DKVPIzGTtWj74gCFDpD+j5yKLFgl+cscOQkPl0Pzbb1y/zuHDVFSglBo7VhYKKysOHaKoCGtrJk8WhEtMDIGBOj/z9B9bRf8NK/E/8zKGFRUV7NnDkSM4OjJ8OOXlfP01mZnC89UnvoED2bNHvB6ZmcK72bxZaa5KdDTt7U++xCtXivFMH/kdHZk9m7Q0amqkRuvalfh4tmxh1y4KC7l3j0WLWLeOTp04fhxfX157jfZ20tLEeFJZyZdfMnMmW7YQESFroh5KaDezPis9/zxJSdL/0gSSESNYt45+/UhPZ/JkLCw4fpyVK6UPGBZGbi45Obz1Fh0dBAezahX9+vHiiyK2a2mhspLr16XhFR1NUhLffUdSkpAudu0SV0uXLkK+V0pdu0Z2tnTkk5NZupSZMzEx4cQJGTfpf6vbQXoQOmmS8vKiSxeys5k2TWJfbGwoKCAtjXnzxNj96qvExEhOs04eKSrC1JT581m7lv792bFDzDIaENivH3fvMmsWo0YRGcmePZw4wezZ5OUxciTDh4tLMyeHUaNITubgQWpqyMxk61bpGMyaJdWZUmr4cDw9UUppGIs2WM+dK+CLvXuJisLPT3bfpibS0zE3Z+BAzpyhf38qKjhzhrw8rl2TAaC2BSultm/H2Jjt2+U4HBZG584ivZoyhenTZTnLz6d/f3buxM6O48dFyv3qq+zbJ7SvxkYmTmTGDCZNktO9DqLVe8Njt0VzM/Hx/P67qNaOHhX6o66/evTAz4+VKxk0SEaafn4UF/Pjj1haUlHBkiVygnR2JjNTeutJSaxezYgRJCezYweFhdjaSpLOu+8SEsJHH5GXx5QpfPMNmzZx5AgHDxIfj5ER6emEhhIXx8SJaLhVSwtBQeTmSg7DvXvs2sXevRgbU10t5unwcEmHMTdn61Zxouvpjg7cWL1ahn4rVpCSwtatksOyZAljxkiArI6G6d+fefP4y1/YsoWtWwkJISlJzKVKqdmzGTYM/T8jR5KbS20tH39MZaWgurt3Z9Uq8S4YG9PQQFYW06czfz6ZmZw9S3g4AQEEBWFhITEgN26oZ54RGm1SkkRBubszdqzI4Y8dk4V40iTu3mXlyidCl+xsfH358EOGDpX+jJ6LDB2KjQ3u7uzaJevGzp38/js3bnDggByOJ06UI/ikSRw4IAxOGxs6deLaNfHo+/tjMJz6Y6vov2El/mdexuBVXS1Vj7MzI0dSWsq338qQRHvE795l8GAqK2lvl1Pz7t107kxEBCYmbNxIfDz79rF4sWzsXl6YmjJ+vJxq585lzhwyM6mqktDi7t3ZskXCpXJyeP99PD0JCaFrV86dw8eHN96gpYXMTNatIzmZkhK+/VYio6KiRImldZdJSezbx5gx0oratk1kDJrtZ2xMUBD9+wsYzNKSkyfx8hKI2qZNEuf6+uscPEhICKtXq/79eeklhg+nVy/276ekhFu3ZJQcG8v27Xz7rdi4tTgPSEuja1fCw+WN3bhBRgY7dxIfz86drFiBgwOjR3PyJCNG8Oab8m+VUj168MMPlJYyeTLe3nTtSm4u06fj5ER+PtOnk5tLVhYeHkyfzuzZAj9JSZFWYHOzuLY8PPD3Z8AA0XJcvIhmTmmYg371sDBaWjh0SNIaR41ixAiRcGjF286dtLXR1CRKm0uXOHMGe3uZWSmljI0lALCigr598fPD2Zm5c4Wp1NJCdLQgyHUfOSMDCwsGD+bsWQYMoKyMS5dISxPJvFJq/XrhxKakMGqUbNsHDgiyNTKS4mKsrZkxQ5azwkIGDmTXLhwdOXlSSLnXrtHWhqcnN2/S0oKlJXZ2TJ6MUqpvX+rr8fSUeWNJCRcuiGlIP+Tff4+REadOCcHx4EEqK+nZE39/vLwYMoTduzEyYu1aOQNZWVFVxdKlMvPQleOaNaSnk5zMmjUYG5OSQnIyxcVMn46FBVZWkjb36afk5GBtzXffSXO5vZ2tW+ndm4wMgoNJSMDSkmXLJB9Zb05z5kgBtHs3zc2MHEl9PefPU1AgQiZXVyZMICmJnj2Ji5My3N6enBx8fGTgtGoVu3axbRttbRL7PXaskOr0NGLAAObP5+efiY4mM5OgIJKTJRdGKeXgIH2kuXOlEVRUxNdfs2cPZ8+Sny89Mf3s63eYm8vMmSxaRFoazz0nbvjgYCZOlFxNffxduhQ7O3bu5NNPaWxk4ULMzTEY5BnRO8TUqbz3Ht7enDrFa69hY0NeHmvW8PHH0spTSvXsycmTGBsLYDY9nfXr2baNHTsAbt5k/34JJ7K2luHWlCns309FBTNmMGOG6tqV69eJiCAoiMBADIaTf2wV/R+vw//cyxh86uokh9jNjdGjKSnh++9JT8dgIDJSEliGDKG8nP37RdGplbZRUZiail+opQVPT44c4e5dvL0ZMwZzc9GxOzvj4EB2NpWVknVvZERSksCUMzL48EOWLZNP8coVvL156y0aG8nORkdO5OXx5z8zZw67dhETI1gZTXTcvp22NsaOlSGvZhZ3dIgab+RIQkMZMICsLKZOZdIknn4ab2+lbfGbN1NVRWEhN29y5IjE3wwcyOXLjBxJnz4cPkx+Pm+8QWEhgwaJE+Hrr9mxg8OHiY0lPZ3ffiMjQ8wa+o3pDCFNZdq1S1zsWoQ/cqTgcjSmYMAAcbpPmYKvL927k5fHjBm4uFBQwMyZZGdLoPWsWbi58frrbNwoKdfaqlNRIS6GwEAGDSItjdJSicDQSOUHD3ByYuxYjh/nyhX27cPRkYICTE0xMaGyktBQCgoYM4bdu9m7l7Y2du4kJYXnn5d5g+6DKaVGjmTZMpRS2p2haRhOTkLW37eP2Fih7Oo+clYWlpYMHcq5cwwaRHExn33GunXcvi1Kgw0bRJmemoqpKc3NAiTRyNa4OEpLsbFh5kwyMwkOpriYQYNITxdVb2kpO3Zw5Qr797NsGTdu0N6OlRWzZmFtLQVjSwsrV0oL+zEh6PBhzM1RSv3yi0RkbNjAq69y4ABVVRgZsW4d3t4MHUpaGr164e8vpPJJkySqTUtU3dzIzdWnZlJS8PXFxITUVLZto6yMGTOwtGTKFO7fZ/16mQNNncr33xMSwtNP09rK9u307Ut2Nhs2kJjIpEksX05SkvSUCgpwcJBqKS2NlhZGjaKpiTNnJJk+NRU3Nyws2L5dLDx6GKMPT35+0kdevZq0NKFINzWxfDlmZuzcSUaGJORqnY92e5WUsH49SUkyVFdKOToK3trFBRsbKivZvZuffqK2VuIle/XCx0c2FRMTwZfb27NsGZ06ceECISEEBRESgqWlpPm89honT7J8uXy4OpbI0xNLSzp1kgOWbl7Z2vLxx/j6yvBs2jQKC1m9mk8/lVaeUqpXL55+GlNTAcxmZREYKIo1/TzqABqllJ2d9L6trWlro7qamTOZNYvu3Xn1VcLDCQ1l3ToMhqf+2Cr6b1iJ/5mXMfg3NVFaypkzzJ/PuHFy4jMYBBGpD1ZDh4pkUi/W6el06UJ0NKNHs2kTyck0NbF0qfRMfH0xM2PCBOnPurjg6EheHuXl0v3s1UvkStp48sknrFxJVBSTJ/P663h58c471NbKF07P1n/+WSjpmuWmlNL9hORk9u/HzEzmisnJkvGo1XgmJoSFMXAg2dnY2jJliqR5NjXx8cds3izE8Vde4dgxwsLw9ZUkTa2MPnuW3bt5+23y8+nbl/h4UlJ49IjUVA4eJC6OjAx+/ZWsLOkY6jd2+zY7d5KWJjdqzRrmz2f8eM6cwcREkMoaDerpKYRPa2v8/enRg4IC7OxwdaWoSALJiovx9MTBgcWLuXNHTsc6w7eujqoqxo1j8WIJSM3MpKhIYIRRUQwZwkcf4eoqpaW+J05OFBYyZgyjRrFnD8HBFBUxdqxwAQ8eJDmZXbtkXXNwEAORUsrERIZONTUMGCCJyc7O5OVx6hT79xMXJ/k4t2/T0kJ2NpMmMXw4zz0nMoaffmLYMN58U6BumuP8++//SEtjzBhOneKjj6SdYmREYiJlZdjaYm8vy5nWYmZlsXAhZ85QVERqKi+/TEcHy5dz7RoHDjBpEvb2TJ0qe2FHB97eUmg/Zm8+9RSzZqGU+v136Xpt2MDNm7S3s2cPvXuzYQNr1jB0KOnpgrjSar/Jk6mtlTbaBx/g5ib4kc6dBec9apSYQisqmDmTSZOwseH99wkM5NEjMjOxteXPfyYoiGefpamJlBT69SMvj3XrSEpi8mRWrBDhR2wsRUXMncuRI9y5Q0YG+/ZhakprK089RXm5ZEO7u2NpSXIyvXqRlCT9vTlzKCjA31/6yN7eZGSQkkJrKy0tkty4axdpaTLw1zqf334jJIT6evz9Zd3XS8TcuaLemTcPHx/q60lMBGho4ORJSkro04e1a2VeZWpKTY0ErXl50bUrzz8vK/XGjVhZER1Nr17Sq1yxglmzyM8XdOKKFVhb06WLFDQ6l3XGDL74goAAKQSnT6ekRLJ6jY2lmd67t5gSZ85k4ULZQbUIQj+Pra2ivnV05Px5rlxh6lT27aOujtmzcXDAyIibNwkLIyyM9esxGI7/sVX0f74Q/1MvY1i3bx/FxTKcNTcX41CnTnTpQmystMyGDaO4mMOH0dAibYuIjWXMGLG3NDSwfLnoT9euZcIEJk6Uj0TjOjVs5No1mT4nJ4sxNyWFzz7Dy0vWr/feY8UK7t+XiJM1a8jKIjWVv/8dR0fy84XlppTSZ6WUFDo6GD9elCc7dvDxx4Kob2pi1CgpMHV7YepUzp6VSNNPP1UaWlRWxssvc+KEABaGDOHaNcaNY8AAXnlFEj008XXLFnbu5Kuv2L2bjg7i48nM5JdfyMmhRw+iosR8cecOO3aQkSHJRn5+LFqEhQVnz2JqKoW/xlPoTO6qKmxsWLeOnj0pLJQiWkdVGQyC03J2xsuLu3clPSc3l9OnqamhuhozMzw92bBBMgry87l+neBgYmMZNoyHD5k/X9oOGkPs4kJxsUTO19ayYQMlJRKiWl7O8eMkJUmyiaZr6iO/UsrUVDJW6uoYOJDAQNzdcXaWEOsDB4iPF/T+rVu0tpKTw5QpGBtz4QLDhpGfzy+/MH0677yDjY1SSoWEyG6XmcmYMVy5wsOH1NcTG4v+hlRUMG2a1Il6Gxg6lJwcli6VA/ju3Vy8KOEvV69y5AiTJzNnDra2UjAePYqfHzY20r05c4YLF3jmGdEgKqUMBol3eu01qb+uXyckBF9fhg8nM5O+fYUQ+be/CanDy0uMKu7uwmTv2lUkCqampKezZQt79mBvLw33Bw/w95fW4rRp/Pgj69dz4YIIZgYMoKCAgAC2b8fampUrSU2V2WlxMU5OHDvG66+TmUlbG2PGcPQoR49SVcW6dWRkMG8eVlbs2EHv3iQnC0nNwYGiIgIDpSr39paHqLmZtjZJbtSYVj1DGjKERYsAAgM5e5YjR4iOliACpZSTEyNHopTS+NCWFmn37d0rkri+fQkIEO/C6NHs2UNpKU5OcljUCa4bN6LDazSo/c4djh1j1SpmzxaljSapTZtG167o5C39pZ05k2+/ZcMG2QxmzKCsjOXL+eIL8RwppXr35uxZJkzA3l5ClHx90ZMkpdTrr7N3L7W1KKXc3UV3aGtLSwuNjTg64uTEiBG89hqhoWzerN1tx/7YKvo/WYL/wMsYgvfvp6CAc+dYsoSJE9EQ286d6dZNwuHv3xco8JEjxMYKW7lrV4Eva3VwXR2rVslRJSAAS0ssLcWW6u4uLq/iYq5fl+lzSgqbNwvy5quv8PYWTMQnn7BsGQ8eUFEhEcW5uWzfDjB3ruiXtRJe96Z1kWtuLsqTnTv5/HNiYli7luZmTE2JimLwYPLysLMTRPratdTX8/AhEREcPEhFBS+8wKlTbN5MQABDh3Ljhm62qnffJSyMBw/IzJSUkNRUvvhCBuJbtpCVxV/+Iijw6GjZRd56i23byMqSgaG/P8uWYWXFuXOMHi00Oz29WbNGOO6a62hkRFER9va4u1NWJjwsnbrr7o6/P++8IyHCOTk88wyVldTVMX48S5cSFMTQoeTlkZ3NzZts3EhCAiNG8OWXLFwofQBtFNI7wfjxjB1LQwPr11Nezvjx5OZSWMjp02zZIkP8CxeYO1eKNaXU6NGsXIlSqrGRQYNYt05ArKWlHD7M4cMCuNizh5s3hQQydSomJjz/PCNGCOx72TLu3xcCp+aV//wz2dmMGcO9ezIWjo+nXz927aKqihkzcHCQ5ayqShZ9Ly/OnSMnh4wMnn+eQ4dYuZIrVzhxgilTJNJMKTVkCKdOsW4dM2ZI9+b0aWGA+PjIStSpE5cvExQkpwFdf23cyNq1jBghYzpNiPz1V6ytJT5UW8Dnz5eM4+7dycggMJAxY8jKIiGB2lpmz2bqVGbO5E9/ws+PH34gLY3p0/npJwIDuXSJPXvIyGDgQIqLWbuWHTuYOpVVq0hPp6qK7dspKRGc72uvkZXF/v2MHcvRoxIYGBBAVhbz5zNpEjt30qePyPs++QRHR+lm6FPRmjXk5kqbq6OD1auZOJHMTHbulBnSsGGSS2kwcPMmSqnwcHFCKaVcXKQjsWQJISF0dIi6WY9AKivp35/162VTHzOGqioqK3FxISAAIyMuXqRzZzZtIjxcCFN9+shgycuL2bOprhY4hJ8fM2fSrRvvvsvBgzIltrfnp58ICREJo50dlZUsXcqjR5iYSDO9b1/OncPKijlzWLyYkhLWrJFJklLqzh0aG8WEvHixQISmTWPvXlpacHLCzY2BA7l9m6AgIiMJDsZgOPrHVtF/fQH+Qy9jCNOd2RdfpKKCSZOkAurShe7dSUyULMsRIygo4OhRYmPp2hXtYUtIwMyM8HCys4ULrG2469ZJ4IB2wc2fj5MTZWUUFoquYOBAcRMUFZGYyDff4Osr/oivvmLlSj78kJISyspYuVLSjJRSc+dSWUlSkogrNbxi927ZhPXIIjWVR48ICZHUotGjiY1lyBDy85k5E1tbLlwgIECwkxERUqScPy+5nOvWMXw4Op5x6FC++kr5+fHRR+zahakpSUns3s3nn5OVRVsbiYlkZ/PDD+TnY2RETIyIjd55h8REcnNlYLhuHV5eTJnC+fOMHSttWU2bS0wULImmnvbqRUkJs2czbx4VFbi50a0bNTV4eeHhQWgo9+/j7U1tLdnZPPss5eU0NGBuzvLlhIQwbBiFhaSnc/u2pGkYG/PNN3h6So/4558ljqu0FHNzzMxoaiIwkMpKzM0pKCAri/PniYuTzsalSzg7S8tIKTVmDKtWoZRqbpZ0kgULlIsLVVUcOMDRoyQmEhIixWlbG/n52NpiasqLL2JsLPzYM2d4+JCZM1FKac3+jz/KhPPrr4V1rmXXmZlUV2Nnh6MjxcX4+1NTI0WDnx/nz0v+znPPcfgwq1bx8stiWZ47V1bnoUN59lmCg7G3RymlIxk1A2TjRlmJOnfm6lWCgnjjjSf1l1YvGBvLkC0oSN68tTXNzfj4SMjG/PmUlUmHPSuLdesYM0ZMofX1ODhga8vs2Xz4ocS6d+rEjBn8/DP+/ly9SlkZ2dkMHkxpKb6+pKZiY4OXF1lZVFSwcydlZbi6Cvo5O5uODszMePppGhtpaGDtWnJz8fBg8mRSU+nbl927qanh4UMcHYUtpY/FPj7k55OeTmMjhw7h7Y2VlQiW9Axp+HARZXbuzJ07KKX27ZMdWinl6iq6+OXLZbSu69m2NtECDhxIUJC0y3Vo5J49uLkRFETv3pLgunkzmzczZQpJSfTtK7Wztzdz5tDYyF//Sl4egYHMmUOPHjJn1uehOXP4+9/ZtEkgcbNmUV3NkiV88w2mptJM13Gv1tY4OuLpSXm5+D+1bOzNN2loELyPxohev8706TQ10d6OiwsLFjByJG+8wYYNxMRo292RP7aK/qvL7x+7DIbNx4+Tk8OtWzJ71dmAXbvSsydJSTJLMTYmL4/jx4mNpXt30ets2cL48WzeTH4+VVX4+opaPiiIqVOf0DUXLMDZmcpK8vNl3x48mLQ0Nm6kiKaHywAAIABJREFUtJS4OL7/nrVrSUvj8bv65BMKCqisZPlySkvl2OXsTF0dycmi6Xn3XQEl62BsbTbRAYCrV9O9uxwbdUZMYSH29kyfzgsvsG6dAN0jI3nqKWpqOHuWs2eJimLDBkaM4PZtpk5l+HB++42lS3n4kB07GD+ebdtISxN7Z2srW7eSk8N338mMJS5OSv5794iPJy+Pbt3Iz2fDBnx8JLhv3DhJYNHHiIoK3nqLujqmT2fTJnr3prSUOXOYP5+qKubPlwwLb2+WLCEqivffp1MnTp6kqYnz5ykpkeStFSsIDWX4cIqL2bVLLHOaKPbnP7N8uTRtf/uNzEwWLKC8HAsLzM1pbsbfn+pqLCzk3166RHQ0RUUcOsTLL+PiIhubUmrcOFavRinV2srQoQQF4eGBiws1NbS3c+IESUls3EhNDa+8Qns7hYVMn86YMVy6hImJuIf156txyVo6rW+gngXpFAjNVs3Lo7aWWbNwdKS0FD8/6uqEubNuHS+8IFFn+tju5cWlSzzzDFOnSv6kUmrYMF54gbAwHB2l1X7iBC++yLFjT3RpOsllwwbu3BFZvVIqIoLAQExMyM1VSqngYDIy+P13aXT6+cnJbMECSfAyMiInh/XrxbgcE0NTE46OTJ/O3Ll89BHe3nJanTlT6WzyGzcoLCQvj6FDKS9nzRp278bWltWryc+ntJT0dMrLcXPj5EmuXycnh4MHGT+e556jqkr2jIICPDywtmbXLvr1IyND/D5OTlRUEBoq1a6vr4Qm19dz9Chr1jB5shxY9QxpxAjR+XTtyr17Tx5Dfbm5oVmpS5dSUsKpU/LHjg7a2qitZdAgQkPFuzBuHOXl1NYyfz5hYfTtK6GAkZFCVE9Opm9fWY59fJgzh337+O036cI7O9OzpyBY9YeoF9zISAk2sbenro6FC/nuO2EwKaX69ePCBaZNw8mJpUupqmLVKrKzZd146y1qawWc6esrUlQ7OxoaOHgQNzcWLcLMjDt3CAwUGJHBcOiPraJ/6Kf/5ctgiD51iqwsXnsNpdS0aXJc7daNXr3Yvl1mKSNHCtUoNpYePdCG461bmTCBzZspLpbEQi2vCQlh2jSsrWVQsHAhLi7s2UNurmwJenSj0+p0qpYm9z9+V599Rk4O1dXCode9YGdn9u4VKKhS6v59QSQfPYqlJToAYvdu/vIXDAb696e9nbFj0YYLPa+zsxPwvyZeRkTw9NPU1XHqFOfOERNDcDDGxrzxhmCClVI9e/LVVxgMWFmxfTsZGXz8MXl5NDezbRu5uRLXrSNRdMn//vvExlJYSPfuFBYSHExAAD4+vPgi48fLDE0DjJ56imefpaGBGTOIiKBPH8rKcHBgwQKqq1m4kF69aGrCx4fly9m6lQ8+kEOGUur55ykspLWViRNZtYqNGxkxQqKE336byEi0Hu7nn1m1SgZuSqkuXVi4kIoKLC2xsGDfPtaupbaWiRMpK5M5bUQEZWXs28eNG7i68jiA2MxMombb2xk2jOBgFi7E1ZXGRqFKbdvGpk3U1YlCo6gIOzvGjeOllzA1leVYX9rKrK2Y+gbqE6v2c27bxpAhFBdTX4+9PU5OlJdLPTtyJOXlhIRw8SK7dlFQwOnTHDumNPzrueeYOhUXF5kfjhghVHSd51Rby7FjXLzIe+9JO04p1b07r71GZCRvvUV9vdRf0dGsX8+oUeTlSbsmPR3A1pb2dvz9BW/t4UFVFfHx9O5NXh5BQZiZkZ9PVJScr+3scHHhk09YvZpffqFrV2bN4m9/w8eH27clBHnYMKqqWL2a9HSmTRMLaEGBqKfc3Tl1iqtXycvj0CHMzbl0ieJi9u3D25viYhYuZOpUdu8W0kt5OV99hZOToFp0tavDqbOz0duVry/W1nKf9X14rPPp3v1JQf34mjdPhOqLFtHeLhQkpdShQ7S0UF/PkCGEhUm7zMyMsjIaGvDwICKCAQO4coXu3YmOJioKa2tSU+nXT5qBvr4ywVZKGRmxcSPu7hgZSQyC3tH1FRMjRcPs2TQ0YDDwww/C0VRK9e8vTHwXF5Yto7aW5cvJyREP5NtvU11NUxNKKc26unlT0r2PHJHQRV1Zav7Exo0YDAf/2Cr6h376X74MhuBnnxXXkFJKe5F//ZXu3endmx075PRhYkJWFjdu0NSEkRF5ebruVjqas7yc0lKCgwX6tXEjdnZMnSqHnUWLcHWVw7veEoYPJyuL4GCqqggP55df8PcnP//JZ/Pll2RmUlfH4sXU1EiPzNmZ9naBgiql3nuP1laysjh2DCsrMZukpfG3v9G7NyNG0NHB2LFs3y4mXQcHZs7k5Zelr/rVV0RE8MwzNDRw4gTnzxMbS2goJia8+aYYSZRSgwfz9dd06oStLTt2kJnJhx9SUEBTE9u3k5fHl19KhHZCgpT8H3xAVBTFxfToQXExoaEEBeHjw8WLmJuLTEUDjG7doqmJxkZmzCA6WgJDHR0lhFA7yFta8PPDy4vUVD76SHw3SqkXXyQvj/Z2LC3x8mLTJkaOpLKSbdu4d4/oaGnd/Pora9bIwE0ppdPoKyuxsmLiRHlg6uuxtKSyEhMTbtxg0yYqK6mv5/XXcXOjvJxvv0UpNX48a9ZISTV8OKGhEmzf0kJTk9CBN2+mvp7Ll+nooKSEWbMwMxPLoqZc6UuvnhER5OVJeroW0vz6Kzk5JCczbBgVFTQ0MHs2zs5UVUmn2MREvjMvvcTOnRQXc+oUx4/j7c0LL0jShaur9D1GjODGDWJjBcNdX8+RI6J/eHxptaVS6u5damqk/tL+vVGjKCiQFrbeaWxt6eggMFByERctorqarVvp25eCAoKDZT6vB9fOzsyahbs7n37KypVSANnb8+uveHuLz6W0lBEjqKkRZ82MGXh7S3ukoEBOV6dPc/ky+fkcPoyFBdeukZNDRwcGA6WlLF78BKOYn09JCV9/jbOzRrVIpeXvT1kZublUVXHqFH5+TJ0qHUgdf/FY59OjBw8f/tfFev58EWbMn89zz/Hii9JNPnKExkb27mXoUMLDxbswfjwlJezdy6JFxMYyaJCEAsbEEB2NjQ1pafTvL83AtWtxcBBa+tChRETg4UHv3k8MjY/fQ0KC3HOdHdipEz/+yNixSj+kAwZw8SIODri5sXw5DQ0sXSrNSaXUO+9QVSX5IWFhUlDOmkVNDceP4+EhsN+7d/HzE/6qwXDgj62if+in/+XLYDBcvkxaGm+8Ie183Z7r0YO+fdm5U7gc2gb6++8opXr1oqAAIyMh5UdEiFhn0yZOn+bmTTZtwt4eGxsZFOhHWvuaXn8dpZSxsYBHamrYuJFff8Xfn5KSJ5/No0fs3k1jIx4eNDRIKe3sLE1q3TJ78IC9e8nJ4cQJJk/mzh2OHtVSMIYNE9aPmRkpKQwfTmkpc+dib8+VK4SEUFXFo0ds3sy5c+zdy5EjvPAC8fEqLIxRo7h7V4wkSqlRo/j2W7p0wd6elBSysnjwgKIiWXDz8/n8c8rLha2hrRZawa0T80pLxb+blsZLLwnOuL5ecH2PHlFQwN692NlJF0XHWS1cSH09q1fTvz9tbfj7s3o1OTl88gmPF5dLl+ShtbLC25vwcEaOpLqaLVvQpX1aGqNH849/4OcnAz2lVP/+eHqyZw+TJ2NlxYEDrFlDUxOTJrFnD7a23LpFaCg1NVRW8s47zJsncRtKqQkTZC536BAjRrBxI0uW4OpKWxt1dTzzDDt2EBlJQwOXLok9zN4ec3OuXGHsWGkg6ksnzkRGkp/Pp59SWUlmJkopDaFOSZElrKkJBwdcXampYfVqERpXVxMdzeXLJCdTVsaJE5w4wZo1XLjApUvY2uLmJkWZsTGvv05iomg/9LFXAw8eX/rQppR6550n9Vd8PCEhjB5NYaG0a/ROM20aBw+yYYMkji9aRG0tycn0709RESEhmJtTUiJwD1dXZs9WCxbw2WesWMHf/06PHsyezW+/4eXFBx+Iq9PYmLo6VqwQEsiaNVRWkp5OSQl79rBgAWfO8NJLMjHSCis9p9GgscWLBaNoMFBYSGEh334rzauICFlAAwKoqCA/X0yka9diYyPhfHqGNGqU6Hx69uTRo/+6WC9YwLhxKKVcXLh9mytXpJt8/LjAuYYPJzJShCjm5hQX09rKkiUkJjJ0qIQCxsURE4ONDZmZDBggzcCAAImYUUqZmRETw5Il9OnDgwcSDvn4PWgb8zff4OBAczOdO/PTT5iZSUNm4EBeeglnZ+bNY8UKmpvlbugK4N49Kiok9FmrXG7flsHmqVOSNzZ3rkzvt28nPByDYf8fW0X/0E//y5fBYLhyhV27ZLCgtcy//07PnjKR14NvU1PxLyileveWG5GcjJUVERE0NAgSSFtCIyJkIq9lap6euLkJMUBvCSYmIlCtqyMoiH/8A39/8YPq69tvZZ+YP5/mZlmdXVw4fpz0dJkq/OlPNDYKKWbKFN56i8OHychAKWUwCKjFzIxdu6Q/4OTE7Nm88gobN8oHHx7OhQu0tHDgABcvkpBAeDijR/Puuzg7SzVhYcEPP9CtGy4upKaSk8N771FaKgtuQQGffirYga1bZVP55BPCwigvx8iI8nI2b8bHh8OHuXyZiRP5/HMh0v3H/aelRZz0OgvOyYlFi2howN+fgQOllFu9mpISHj7k8eJy+TKZmRw+zKRJ+PiIm7Sujrg4/vQn4uLIzJR6MCBA2n9KqWHDWLqU6mqsrZk0SVCczc2iIF6wQEYO9fUUFvLBB8yfT34+P/8st8LXV0oqY2PCwvD0xNWVgweprubZZ0lJISpK2IoHD1Jezpw5WFjwyiuYmUkDUV+aix0VRUEBH374xH+hlOrcmdRUjI1pbKS5GUdH3NxEa9TWxujR1NWRkMDVqyQlUVnJsWOindfsZoOBefNwcJDT/dtvS0yJUqqpiQMHRP/w+NqwQf747rtUVkr9lZjIxo2MGUNRkbRrdPdp2jSOHCE4WL4/ixdTX09qKgMHUlJCaCgWFpSVCdTXzQ1HRxYt4vPPWbZMnqk5c/j9dxmhjxvHnj2SB7RsGXl5zJyJjw+1tezcSWUlNTV4eHD2LBcvUljIsWNYWvLOOyQnc+wYnTuL933aNPmsi4vJy+P776U2ioqSh1cLabR29uxZ/P2ZNo3ycuLjpS05erSMjo2MZGP+P6+FCwUPMGcODx9Kw1cpdfIk1dW0tTFiBNHR0lOeMIHCQtrbBUgyfLiEAmo2va0tOTkMHCjNwMBAHB2FT2JjQ0ICy5fTt69YJR7LK5VSycmi8NPypC5d+OUXgR6r/2DpubuzYAGrVtHaSqdOIgBXSt2/T1mZxKgmJopibc4cqqrQlncfHxYs4N138fYWlZrB0P5PrZ7/cf3vLdavvEJKCm+9JdWrzqYyMmLAANLSJFVo9GhRmCul+valqIjevUlJYdIkIiNpbiYvj7g4mbRGReHkxPTp3L/P/v0sXYqbG62tpKXJlmBqKmKsxkb5tQEBoprS1w8/sH07+/YJ2kl3plxcOH2azEzpJus8p4ICTp2S/viBA9L47twZW1uOHGH8eEHKVVTg4sKcOVy/zqZNVFTw7beEh/PCC7S10dbGyy+TmEhEBGPGcP8+7u7yBbWx4ccf6d4dDw927SI3l3fflRGKzmf46CNxsuoUK6XUZ58RGiqt9spKIiNZtIg33+TqVSFk1tQIwEgp1a8fra3MmkVSEv37U12NszOLF9PURHAwQ4Zw6BDr1+PtTU0NX3whghOl1NWrpKdz9CiTJ+PrS2QkpqY0NhIVxccfEx9PTo7c2w0bpC2glNIheDU1TJ3KlCkcPYqXF62tTJkiAoM7d1i/nr17ycri009ZsEDaYkqpiRPx85OSauRINm1i2TJJH9aYCB0nuHevyOl0S8fSkmvXMDd/ciZQSmmhWEwMhYU8eCAaDH11787u3ZLp09oqCfSNjRgM7N/PmDHU1ZGUxLVrJCZSXc2BA5w5g6+vgH46dWL+fMF7jhwpvDpdNu7dS3s7V67818VIX/fvU14u9Zc+C48dK6e9xziaGTM4dozQUGkNLVlCYyPp6QweTFkZGzcycSKVlYSFCTHYyQlPT774Ak9PgF69cHQEWLGCjz5ixgxqa8W6aTBQUMCsWfj60tjItm3U1FBbK1Fnzz9PcTEnTjBpEh98QHw8J0/SpQtVVXh6Mn062dmyPGl1jasrTU1CD/7kE/TDpbWzzz5LYCAzZlBZKfk1SqkxY/Dykjrsr3/9r/dn0SIxVc2Ywd//LiudUur0aSor6ehg5Eji4kQhY2FBQYEo31NT8fDg1VcFbBsfz7RpFBQwcCCffsr+/axfj6OjnHUcHYWv0q+f1N165qmv1FTxf8ydy759dO3K3/6Gubk007WRzcODhQvx8qKtjc6dRQCulHr/fUpK2LcPpVRKijhyHRyoqODcOTw98fdn+XLu32f1alJTiYjAYGj7/1s0/9v1v7dYX7/Ojh3cvYtSys1NyrFevRg0iIwM6ur49FPGjHky2urXT0ZqOtAzMlKydLdulQi4mBhcXbGzk97T8uW4u9PWJkIFpdTo0aItbW6WX6sX7sfv6i9/Ee5Mp07s3y+HHRcXzp0jO1tUnx9/THU1hYU8/bT0x/fvF62VoyNz5nDsGObmQnyurMTVFUdHbt5k82aJd3vuOfnStLRw5QpbtxIVxdixvP8+Hh4yRZk9m59/pkcPYW3n53P3LpWV7NlDWhpFRfzpT+Jk3bZNTgBffEFQENXV9OnDnj1ER2Nhwe+/c+0aVlaCA9RMDKWUqSltbcyaRXKyoA1dXFiyhOZmwsMZNoyjRwkKYs0ampv56iuZYSqlrl1j1y5RFq9dS3Q0pqa0tLB5Mw8fEh9Pfr4c3kNCnsxqzMxYuZK6OmxtmTqVEydYuZL2dqytn+ChtepRiyAXLpTNWyllZcXatVJSmZgIRdPVlZMnKS3l+efFYd/czIULHD5MVRVOTlhZiW5dlzn60s+hNundu0dDw5O/6tWLjAxGjUKLDZycmD+fpiYMBg4eZOxYqqtJSeHVV4mPp7aW1lbOn8fPT757nTvj4YGTkxzgPv6Y9HQRsbS0sG+fiNX++6UPTLr+Sk6WKAAN8NIgU6WUnR0nThAWJlWe/piys4VVGRbGxIlUVREaKopVFxdWrJABtVKqd2/ZRQwGPvmE+fNpbGT0aClKtMTe15fmZrZsobGR+npJe9HKn6eeYvJkHj4kMpLTp+nWjepqli5lxgzZmMvKSE/np59wcxNYlVatBAZSV0dpqdgp1q3Dzk66SbotOXas3KLevZ8odh5fixfLs6B9pxo3qJR65hlKSzl0CBMTEhLYu5eHD5k4kbw8EVNqzq3Omdq6lS1bmD5dmAEa3bNhAw4OYpTTae6+vgwYwIcf0twsxb6+0tLEROrkRHs73brx979jYSHH3yFDeOUVlixh8WJWr6ajgy5dqKgQdZbuW2pDZkYGhw/z1lvMnSvUwGXLWL8eHx/ee09AGpGRGAyt/68F8/96/e8t1jdusG0bb7+NUmr+fJF59ekj1t6aGj777D/1HAcMoKSEvn0l0DMyko4OMjPZsUOqm7g45s1j5kzpPa1Ygbs7HR2kpsqWMHasiLFaW+UxCAyktfXJZ/PLL8THc/AgOgPiccvsxRfJzZXR36efUlVFcTFnzkh/vK2NnBz5JW5unDjBhAlCfN6zB3d35s6V0X9pKT/8ID954AANDYKKjo5m3Dg++ED8Qfr3/PWv9OyJjw/p6RQU8OabVFdTVkZODsXFvP++FIb60KeUevSI9eupraVvX2pqBAOilLpxg0mTxF/+WKc4eTL79wtCduBA6upwdcXTk9ZWYmMxNubECYKDWbOGgwf55htpi+vflpIipwp/f2JiGD2atjbCwvjiCxISKCoSicWmTaJdU0rpaWR9vZo2DRsbTp5kxQo6Opg6laoq0tN5+238/OjoICmJH35g0aIng8FJk/D3Ryn19NOMGkVEBCtX4uoqqIqLFyXFuKWFc+c4coQ9e3B2ZtIkbt7E0lKeHH3pUjcujuJiQfQ9/qt+/cjKwtSUI0fYv19ksM3NdOrE4cPSOti9m1u3iI0V/eylS6xdKy04LXfRA0wTE774QlhLSiltttZitf9+PXggzValVEoKERGYmT1B42pdgZ2dJAaUlPDnP8vHlJ8vio5Nm7CykgTLp55iwQLc3PDy4tEjOeL06SPLnMHAw4eyAY8ZQ3s7nTpRXMzs2fj50d6Obo41NLBkCefP8+yzlJZy6hRTpvD115Jh3707tbUsW4adHbm50hXZvZtffsHdndZWtmyhro7PP2fdOhoaKC+XwOL160ULERUlbcnHOp//U7Hz+FqyRMyEj2+Uzj4/d47iYo4eZdQotm6lupqvvsLSktxcjh3Dy4vYWPbu5bXX6NtX2O7afzh4sJQswcE4OEh1r8WLAQFPmiSPjUtKqawsMjP5+99xcaGjg+7d+f13Jk6UlWHIEK5fZ/lyPD3x9ubgQbp2papKhAkffEBBAe3tKKXy82lv5+23cXKitJSXXmLFCoKD2bCBBw/o1ImMDKKiMBha/q9fkv/X9b+3WN+8SVIS774r+5vuyvftK9ZerdwcN+5Jz1ET1DSTbOpUpeOC0tMFKHH1Klu24OGBvb30nlatYt48Dh0iJUW2hPHjRYzV3i6PQWAgHR1PPptffyU2liNH6NqVI0dkY3dx4fJlCgqkUfXZZ6JCeeYZbG25f5/WVnJz5ZcsWsTJk0yYQEEBJiZUV8ux9PXXiYqSh03/5OHD1NZy4wbJycTGYmbGRx+xfLkYSb75RppCOk5M53TU1VFURFERJSUC2ldK7dghzfRvviEggPp6+vWjrk5s9EqpmzeZMkXITbq3rpRycODAAUHIDhpEfT1ubnh60tZGUhImJpw6RWgo3t489RTffSedFqXUrVskJ3PmDNbWBAaK9b+jg5AQHj0iIYHSUtlfIyJkjVBK2djIGjdjBtOm8fTTLFvGoUPY2JCbS2WleCgOHSIujr/+lcWLn+hPJk8mIEBKKlNTIiNZtQpXV86do6BAOPRbttDaytmzwpt2dWXKFG7dwsrqyZlAKaUP3fpN3rkj9ay+Bg0iJ4cxY3jqKQ4cwNUVD4//j7ezjKsq/d7+ATtGxzFn7MIauztRARURURGxGxtl7E7EbhQVURQRURGQEhOxsLsGu7sdv/fz4l6/szmIz+f/yvWKz2Gfc/bZ+97XveJa12LjRqyt2bGDEiVYtozp00lKkpzssmUcPUrXrlLczpwZOzuaNkX9rzg8d65kbzZtws9P/Lgf7fZtvL0lWJ40CQ8PSpaUaoRZO6xmTcLCGDRIQvI2bdi0CR8f8ucX9kX58lKG2bOHli1p3hwXF54/lw0vRw5hOFhZ8fAhffvi70/x4gQGYm3NggXUrYurq4wT3LyZtWtxcCA2lvBwFi2Slp9376RbPVMmVq8WLSQdRS1bxoQJfP4sgezo0UJR1Xkt3fiqVatq18bXl4EDJdItWVKQ0ZzqTGlt2mBjY7yuYwKlVEwMc+cSEkKRInh5iQOk221CQ+nYUcaY6DlTY8cyejTVq7NsGblz8+IFixfTpw/16okD16MH06fLDG49RMnNzTiHOXOYOJHv32nShMBAMmUCKFtWcpV583LihIyMcHEhKEi6yfSS0xNlN29GKbVoERs3irytjw9Hj9K+Pf36MWAAt26JoLyHBybT+jQXyc/s14H1qVN4egoZ3sFB+Gc5cpAvH3PmCBmoRAkj55grl3gcU6dSuTIeHuzYgcnE9OkikjJ6NHZ2uLhI7qlDB1q0IDiYsWNFEqhUKZYupWNHAgNlb3BzIyjIWBD//cfgwYSEYDKxY4c4uY0bk5goQ1GVUg8fsmABixcTEUHVqly/jp+fEGOVUu3bs2cPZcrg40PBgqxcKb05584xdCjz5/P2rRypmxhPnmTcOEaMoGRJIcbqCENb1qwMHMikSfj4cPo0vr7MmsWSJSxcyOXLEsWPHy/JdN3js3YtOXPi6ysyIEqp06epWJHXr/HxEfKDUkqLgGsJ2T/+YO1amjUTEc6JEylShLAw+valY0f27eP1a8m0KKWSkvDyIjKSSpVwd2fECIoVkwT3ixd4erJkieyvQ4aIK6SU0vPV1q2jZk2qVSM8HAcHgoOpWpVx46SHwtmZHTsYOJDv33FwkBuklKpYEXd3lFKRkRQpwpAhdOhAkybExTFrFocPM20anp5s2kR4ODt2sGoVzZpRqRJJSVSoINVXbX36oJQaNYpFi0hKMjSDlFJ61RUrxt69UqZr1Qp/f9KlIzQUvc3Pns3ZswwciL8/CxZw8iRubkLJUkrZ26PZJoUK8e4dCxZIQBAQwNq1BsM6lelHWvtfU6YwZAh6lSqlhg2Tum7NmoSHo+ui79/LbVq8mAIFWLWKgQNFPKR7d5EfsbWlSxdhEymlcuYUl9/amsePZaxPiRIEBZEunVDsXV3Zto306dm2DT8/1aYNcXHs2cPixRJBfv1Kly7Ex5M5swjy1KrFvHmkS8fy5Ywdy7dvMmBPD0R/8oQePdiwgeXLmT6dqCh69qROHfz8GDBAKlWlS0vpOCW90mxt28oDqO3JEyn96fu+axdFizJunKQpypdnxgzCwgy/WM+ZGj8eLy9q1GDlSvLkQXc/9e1L3bqiPKPn2/btS548Qm81Tz9QSnl7y4bXpAnbtklaqVw5Sabny8epU3TuTLt2dOpEcDAZM7JmjcHO0rwppdSKFcydy6NHNGmCtzeJiXTowMCBjBjBnTukS8esWRqs16W5SH5mvw6sk5IYOVIuWbt24h7mzEmBAnh7M3Mm795RsqTBQ8idWzwOrSLm4UFICNbWMnji0CG8vGjThpYtZbZhx460aMHOnXh5if9uY8Py5ZhMBAVJKrNbN6Fbpjgxdu7EZCI0VHidjRqRlMTC4VfXAAAgAElEQVSCBZKoevyY+fNZupR9+6henZs3WbvWIGt36UJYGGXKsHgxhQqxerVq2ZImTbh4keHDRZ5YH6nng2ipvFGjKFWK+/elccB8MtmyyQDcBQs4cQI/P6ZOZdUq0W7WUfyECVIIffOGTp1Yv57ff8fXF09P+ZwzZ6hUibdvpbFbv6iJInXrMmcOuXOzbh3Nm9O2rRRLNWb164ezMwcO8O6d3B2l1NmzeHoSFUXlyvTowciRFC9OcDBubjLLZvly2V9HjBDwUkpVq4a/P35+1KolU2Ds7WXW4vHj3LvHrVu0b8+uXZJCadPGSF9UqkT37iiloqMpWlQG6zVuzMGDTJ9OQgIzZjB6NAEBhIUREsKaNTRvTuXKnDlDxYrCjtc2ZAhKKU9PFi8WuWHzv/78k3nzKFFC+sibNcPOjoAA0qdn925KlWLhQry9OX+e/v0JCGDOHOk905Qsfc7a9StUiC9fpF1LKbVlC2vWCLP4R0tOZvZsOZPp0xk6lNKlhaYyYoSs0lq1pHlKA5O+TcuWiYizbqfWHfz79mFnR6tWuLnx8qVczFy5xOVPl46nT5kxg+XLKVmS4GDSp2fxYurXp2tXtm8nQwZCQli/nrZtiY9n926WLpUIUv1PzyRLFtatw9GR2rVFkmHlSsaM4ft3mjcnMFBm5j17Rs+e+PuzciVTpwpY163Lhg306yderY2NBB/mulRKa9dOJu9oe/ZMhEQOHGD6dMLCKFaMCROktlGhAtOnEx4uH6iU0nOmJkzgn3+oWRNfX/Lk4f175s2jf3/q1uXff1FKjRkjc4vy5uXePXx96dfP+FJzmNi0Kdu3C1hXqCAxd758JCXh5iZzovWA5rVrDXbWjBkEBqKUWrdOQF8rJp46hbMzQ4Ywbhz//iv6EEOGYDKtTXOR/Mx+HVifOSOTdZRSTk7it/7+O3/+iY8PEyfy7RulShk8hDx5xOOYMYOqVfHwIDSUDBnw8SE2loMH1dixODri6kpyMn5+ohGqBwVcu4ZSqmxZVq7EyorgYMkrubkRFmaxUKyt2bULk0nSskqpRo24cEEa7ZRST59Km3tUFNWrc/u2EM7023v0IDycsmVZtoxChVizRtrtLl9m5EiRJ9ZH7tqFjw9nzzJxovRkPnyIm5uQSbVlzy6uwaJFJCayYQMTJuDnZ2g3K6UmTZLK5/v3dOzIxo3kyoWvr3SWK6XOnaNyZd6/l/E0+sU+fQgOpm5dvL3Jkwc/P1q0oF07tm3D25vixdm7lwED6NCB48f58EH2A6XU+fMyyr1KFXr1wtOTEiUIDaVLF3R51hwGenoKeCmlKlbkxAnWr5cpxtHR6HyRmYh95w4mE2FhAvRt2xpZcq02pZSKi6NYMYYNw8WFxo1JSGDKFBITmTmTMWPYvJldu9i5E19fbG2pUgX9w3VCX5seEDNmDEuWcOwYW7ca/ypcmPnzKVGC/fsJDqZ5c5nMkiEDe/eK+P3ChVy8SN++BAYybRpXruDuLpQsfc6aGqgf6ZUrZY8JDGTVKhE8+NH0I639r5kzZciWLh2PHCk7Vq1aop2iRfj0bVq1ioIFWbtW2qk1fTgmRupd3bsL9VMp9ccfsmumTy+li3nzKFWKnTvJkEEo9m5uhISQOTO7d7NxI+3aceAAO3eybJlEkEopPRYrSxb8/Gjfnjp1pAV09WpBsRYt2LaNCROE9dSzJwEBrF7N5MlERdGrF/Xrs2kTffpIpFumjJSO9aaSytq3F29J2+fPwqjR/RkRERQvzuTJ8hv//luGUehoRiml50xNmsTYsdSsKU00nz8zezYDBlCnDo8eoZSaPBlvb4YMEanINWsYPNj40iVLJF/arJnE8fq7dDI9f35R9ujQgS5d2LWLzJnx85Oc4b17TJsmfZK6+VYp1bw5c+Zw+jQdOzJsGNOmcfeu6EMMGYLJ5JvmIvmZ/Tqw1pmBmzdRSnXsKPmpXLkoWFDmhyqlSpc2PCxdTlFKzZpFtWp4eLBrF5kysXgxcXEcOMCECXTogIeHhDOdOtGiBXv34ukp/nv58qxahbU1O3dK1qVrVxm0bLb06dmzB5OJvXvFoWjUiGvXZIK1UurZM2lJj4mhZk3u3GHlSiHGKqV0h47eFTSnTacyr16VsVgfP8qRe/Ywdy7nzzN5Ml5e2Njw+DE9ehj4pZTSCvHaE0xIYNMmmbuhtZt1VWryZGGtfPwo/KE//sDXVzrLlVIXLlClCh8/MnOmkVsfMYItW0QmLU8eNmzA1hZHRxkxpVWwBw7EyYnz5/n0SYqrSqlLlxg2jPh4qlShd29GjxaVHxcXPn5k9GiDD/fPP7RsKX/b2PDuHRs3UrcutWoRF0erVuzZYxCx9VjC8HC53Y6ORuKlalWJTOPjKV6cESPo1InGjTlxgokTOXmSWbPw8mLLFkJDCQ2V2R/VqnHhAlWrGtuMUkqPNPTyUkuXcvgw27cb/ypeXEQBDx8mJIQWLbC3JzCQDBmIiMDGBm9vlizhyhV69RLZxZs36d7dGJLg6Chxus7A+vrKaW/bxooVwiz+0e7fZ/p08b/mzGHYMMqUETqppsArpWrXJjaWkSOZOZOvX2nXDt3FV6gQfn4MHiziIa6u7N+Pg4PMP3rzRvL+efJIo0f69Lx8ycaNMkxn924yZhTyjJsboaFkyUJEBP7+tG/PoUPs2MHy5ezbJ2sya1ZOniRrVjZsEJXRBQvIkIE1a8RtbNGC7duZNIlFi3j1ip49CQxk7VomTCA6mt69adCAzZvp3Vsi3XLlpBqRsnHJbE5OFilBsyUkMHEiUVFCkNXBR8WKmEzExsoH6oWqx2KMG0etWvj7kzcvWqZm0CBq15b+2LlzmT2bESMoUEB6EYYPN750xQqJ7Js3l+yo/i4NVnoAky7tdOnCnj1kyYJWsFFKPXjAlCmSZd2+XTaeFi2YNYukJDp1EnGIe/dEH2LoUEym1Wkukp/ZrwPr8+fx8BBNAN2KqpT64w8KF2bxYrkHNjZGgShfPvE4Zs+menU8POTqrFgh880mTRJhGh3OdOlCixZERjJypPjvf//NmjWkS8fu3RKquLkRF2exIDJmJCwMk4mICBFRa9iQ27dZtkxinxcvmDGDVauIjaVWLTSTT8/fUkoNHcrOnZQrh68vhQuzbh06lXn9OmPGMHu2wSfdu5dZs7h0SaZplCnDs2f06WPgl1IqRw4WLmTECJYs4fBh0UfV+pAnT0rKVXcMKqW+fBGKRe7c+PpKZ7lS6uJFqlbl82emTTPSNZMmiaiuFmveuJGWLWnfXnK+pUqxd6/wLq5f5+tX2Q+UUleuSCNf1ar07YuXFyVLEh5Ohw58+cLo0VL2VEqNHy9xq1JKn6GeF1OnDgcP0rIl4eEig6eUun+fdOnYt0/uix6nqf9VrRq9eqGUOnSIEiUYOZIuXejWjaQkxo3j9GnmzJFBjiEh7NolPcfVq4tmvHmbUUppPWhvb5Yt48ABduww/lWqFIsWUaoUiYnCqXBwYNs2MmYkKkqYYStWcO0aPXqwYwdeXty9S48eMgNQn7Oewq6D+vXr5bQ1m1DntX+0Bw+YOlV8/HnzGDaMsmVF12n0aHEp6tRh/348PZk+nW/fcHRkxw42bBDSpIcHlStLB/+BA7RpQ9u29OvHu3dSPMibV0KcDBl4/VpIcmXKsHcvmTIJecbNjT17yJqV6GjRnj58mKAgVqyQCFIplTMnZ86QLRv+/nToQL16LFxIxoysXSuula2tSC/oTbFXL50BZ9w4Dh9mzBgaNpRWTB3pli8vmaKUjUtm05qRP76uKb+xsZQqxfTpsmD0PMP9+6W8oRdq7twy/aB2bTZvlu3fZMLDg1q1JCG5eLGk0f78UwbHaGVKbbpcr5Rq0YLQUAHrSpUkmV6gABcvMmAAnToJLyhrVjZtki96+JDJk8Uh2L1b2JO2tsyYQVISnTszdCjLlvHgAZkz4+OjwXpVmovkZ/brwPriRQYN4s4dAU393ObOTZEiLF0q96BMGSMczp9fPI65c6lRQ1if2bJJn3FcHFOm4OTE4sUyW8vVFVtboqMZMUL894oV8fUlXTr27pXdr2vX1H3AmTMTHo6VFVFRosvToAH37rFihcQ+evbYmjXs30/t2ty9y9KlRs+6pyfbtlG+PH5+FCmCnx8ODjRvzq1bMir082c5MjKS6dO5coVp0xg3jjJlpF9Gf6m2nDlZvZohQ1i2jIMHCQxEbwbLlnH8uCQ6p06VDNK3b7Rty9at5M7NmjUi/aqUunyZatX4+pXJk0V0Qiml/cT69Vmxgrx58fenVSvat5eUZenS7N3L4MG0a0dyMv/9J1+hlLp2jUGDOHqUatXo149//qFUKfbtw9GR//5j9GiDvDxpkrTwmW3TJhmMefiw7KPmH/voEenTEx0tyXEnJ9mBlFI1atC7N0qpI0coUYJRoyR2PntWBpPPncvYsWzbRnAwu3ezfj329tSsyeXL1KhhfI5SKjSU6GhWrmT5cuLiDJ17pZRWKTHPhGvZkjZtCAoiUyZiYihbllmzWL2aGzdwdyc0lBEjePyYnj1l/pw+Zy34qZErIABdzwwOlkgozQfh0SNp41ZK+fgwfDjlysmGN2aMLH69venhDN+/0749O3cSECBc6SFD0OIhnTpx5Aht2+LoyMCBvH8vIXz+/JKfyZjRqG+XLUtkJJkyCcXezY29e8menfh4Nm+mQweOHmXbNlauJCZGHIjcublwgezZCQgQsNZzfv38xIW3tSU0lGnT8Pbm7VsJQTZs4J9/JPvXqBFBQXTvLpFuhQqCrfo8U5mzs0X9xmwnT+LlRXw8pUsza5ZU16tUIV06kUvTh129Sp48zJjBhAnUrs22bYKhetRUzZp8/YpSas0a8b7/+ksax7Qkg7Z162S/tLVl926hQlapIsn0P//k0iWZ1+zqSmQk2bKhFWz0nZ0wgeBglFL79olkVatWTJ/OmTN06cKQIaxdy8OHZMnCwoUarFemuUh+Zr8OrC9fZsAA0Szu3l12njx5KFZM2mGVUmXLGqSxP/+UEFvPCRw8mPBwfvuNDRs4eJCYGKZNo107AgIknHFzw9aWuDiGDRP/vXJl1q2TwFZfUFfX1ATYrFmJjJQZbnXqoJSqX58nT1i9WrbT16+ZNAlfX+LjqV2b+/eFyaffrse/li8vqtYbNtC2LS1acOeODAPVS0QpFRXF5Mlcu8b06YwfT9myvHqFh4d8qTat0TFoEMuXs38/QUEMGsTevSxfTkKCJDqnT5fKJ+DgQFAQefKwZo3RWX71KtWr899/TJxo5NZXrmT2bBo0YPVq8uUjIIBWrXByIjSULVuwsWHvXjw8aNOGhw/FH9FvvHGDAQM4fpxq1RgwgLFjKVWK2FhxOsaMMcjL06ZZNIMppTZvpmFD6tcnIQGTiagoo8XxyRMyZCAuTlx4Z2epECilatYU1Dt2jJIlGT1a8pLnz+PpyfnzzJsn0ymDgmTGoIMDtWrJvG1NidV24ACrVxMayooVREezZ4/xr7//ZvlySpfm/Hn27KFVK9q2JTiYzJnZv59y5YRtovWJwsLw8ODlS3r3lvlz+pz15qSRa+tWUa/WY010G8iP9vgxEydKsKyVe8uXl0atf/6Rxa+3N/Nwv/bt2b1bWnUCAhgyhKpVRaY5IYF27XBywsODDx+kAFCggORnMmUy6tvlyhEdTebMrFpF48Z060ZkpCiL6kEBeoGtXk1srDhS+fNz9Sq//cbmzTg7S1iWKRMbNsiu0LIlWkpzzhxR7g8Jwd+fMWMkoGzShB07cHc3nCed1jczf1Kai4uh2pjSkpIYPZpDh7CxYc4ccSP0qJf4eIPLcf06efMyc6aAtTnjnDEjw4YZWoybNjF+PJMmUaiQTOTQhQ1tGzfKLWjZkrAwAeuqVYVf+9dfXLnC8OF07YqbG1FRZM+OVrDRS1o3Liql4uMlhmjdWsaou7ri4cHmzTx+TNasLFqkwXp5movkZ/brwFrPQ7l7F6VUr16SVsubl+LFWblSntVy5Yzc5V9/SXg4fz61ajF4MBER5MhBQACHDkmToZ0d4eGirN+tG7a2IpSs/Xc9piFDBqKjZUN2dU1d+dGC4jqk0j0d9evz8iW+vrKdvn3LhAmsW8fBg9Sty4MHLFzIokUGQq1bh245KVpUajW2tiQnM368hLH6yNhYJkzg5k1ZT+XK8eYNw4cbjSRKqd9/Z+dO+vdn5UpiY9mxg759iY5mxQqOHJHYecYMA49MJoKDyZtXRjfpF69fp3p1gHHjjHTNrVucPUvDhqxbR758bN5M69Y4ObF7t3AW9+5lyBBmzxZfzLy4b9+mb19OnhR51fHjKV1apnIopby8pOyplJo5U7wJs23ZQuPGNGhAYqJkGM0707NnZMyIzkqrFDUMpVStWoJ6x49TqhRjxsi6v3iRESO4dAlvb3Fhtm4lLAx/f9q2pXZtrl2jTh2pNGg7e5bx40lMFDFxLeWjrXJlVq7ExoYrV9i7l9atadeOkBCyZOHgQaPSdecOXboQHk7//rx7R58+MlZKn7P+vRq5goPp3x+l1M6dLFggRcgf7elTxo8X/2vJEkaMoEIF2fDGjpX4r25djh5l/Hi5yE5OhIURHEzx4mzezNChVKvG9u04O3PiBO3a4ezMsGF8+iT0x7/+kvxMpkxGfbt8eeLiyJKFNWto0oRu3YiKIkcOmbbesSOJiQQESASpAyDdRp8jB4GBdOyIHsqROTMbN8oXaUSbNYuZM/n4kT59CA0lIABPTwkomzYlNJSuXbl1C6VUpUriCKfsMjVbp04WxXaznTsnIi1lyuDtLeukWjUZ5aVTT0qpGzfIl49Zs5gwgbp1heKllNIS8Gb+SVAQXl5Mm0b16jx9amh7aTMnT/T4TQ3W1arJevjrL65dY/RounWT6q7JhFaw0Xd27Fghm+k4VSllZ4fJxJkzdO3K4MFs386TJ2TNypIlegtZluYi+Zn9OrC+do2+fbl3D6VUv34SQubLR8mSrF4te1eFCgZprGBBCQ99fAyw/v13tm3j8GHCw5k9G1tbEhNlSlP37tjacvgwHh5C06lWjQ0byJiR2FhhUHTpkjqZmDMn0dFYW3PwoPR01KvH+/esWyen9P4948axfj2HDlGvHo8eMX++EMCVUjqzWaECW7dStKg0Utracu8eEycaCoJKqf37GTuW27eZOZOJEylXjvfv8fQ0GkmUUr//zr599O7NqlVERxMaSs+eHDjAypUcPCju2MyZhhOqa6f58rFmjdFZfvOmhLEmk4XEoFKqYUM2bCBfPgIDsbOjQwfCwqRAqsHafKS5beHff+ndmzNnqF6dwYOZMAEbGw4flqyll5fRaTJ3rohjmE03mzRsyPHjWFkRH2+A9cuXZM4s7pJSysXFwMc6dQT1Tp2iVCm8vCR2vnyZYcO4ckXAescO0evQSgOaSFuvnkUXXHIyPXrw77+sXk1YGJGRxr+qVWP1amxsuHmTiAhat8bRkZ07yZqVI0eMSldysog39ezJly/07SsjjZRSWv5b/c9PDA1lwAD5Y/58Uaf50Z49E4EkpZRWqf77b9F1GjdO4j+tLTNxolzkDh0IDyc0VMB62DCqVSMkBCcnTp/G0REXF0aOFM1epVTBglI8yJzZKJlUqEB8PFmz4utL06Z060ZsLL//zqlTbNuGiwvHj7Nxo0SQ+jYVKcK//5IjhxzQsKHQNDdtkgpTq1aEhzN3LtOm8fkzffqwe7dMDdUyL82asWcPrq5GpKuxNWWXqdk6dzYkdlPahQsMG0ZiImXL4uMjee3q1cmUibg4CcKUUrdukT8/uqulbl2heCmltKqwmcF98qR0XY4fz7NnLFxo9EwopbZuFeRt3ZqICNksq1eX9VCwIDduMHYs3bvTrRtxcWhvSWcFnj/Hy0tSbcePSxzs4IC1Nd++8fYtAweyaxfPnpEtG8uWabBemuYi+Zn9OrC+fp1evWQaiCYeKKXy56d0aXx95T79/bdRaCpUSMJDrYE5aBCRkfzxByEhHDmCJlc0acL169JU2qMHtraiaq+TLTVqsHEjmTJx4ICE2507p3Z5cuUiNhZraw4flp6OOnX48oX165WGjw8f8PJi40YOH6ZePZ48wdvbkO57/pyXL0WrSEepTk60bImuNmgteX3kgQOMHk1yMrNmMXky5cvz8SP//CP9C+aTOXyY7t1ZvZrISHbvpls3EhJYtYr4eHHHZs82nEddO82fn9WrmTrV8IV1GKtVZlL+WK14kD8/W7dib4+zM+HhREUJWA8dahxsblvQVbVz56hRQ9SrbWw4elQYVPrK6CPnz5fZiWbTzSaNG3PyJNbWHDpkiIe8fk2WLBw5IhjdqZORr6xbV1DvzBlKl5ZnQyl19SoeHly7xvz5TJpESAgBAYSHs3kzjo7Uq8fNm/TsacHVffuWVq348oU1a9i1yxj3p5TSVFwbG5KTha2sed9Zs5KQYFS67t2jY0cj7dOvn0wq0WtJ/16NXLt2MXAgSqndu5k3T4qQP9qLF3h5ERKCUmrlSkaOFB6eUmrCBPFU6tblxAmDptahA5GRhIVRogRbtjBsGDVqEBqKoyNnzwrnd/Rovn4VDC1cWDyhzJkFNJVSf//N4cMyZaJZM9zd2b+fXLk4d46gIDp14uRJGe164ICAdYkS3L9PzpwEBeHiIurVWbOyebPwa7X8k7c3kyfLThYWxtatDBsmAWXz5uzdix5Zp5TSU+WUUtrRTmWurkIZTGWXL+PhwcmTlCvHokXCVKlRgyxZiI01Bqfdvk2BAsydK2C9Z4/4xblyGS0IZnv2jO/fef4cb28j+lRKBQeLV9e6Nfv2CVjXrCnroWBBbt1i4kR69qRbN+LjpZlOv+XFC0aPZtcui+9q0wYzT3HAACIieP6c7NlZsUKD9ZI0F8nP7NeBtX6WdEpUJ+mVUgUKYGPDunUSeVWsSKFC8hZNrlBKLVpEnToMGkRUFHo46dGjhIbi7U29erx4IaO7e/XC1pZjxxg4UPz3mjXx9ydTJg4dkrpTp06pn6Lcudm/n3TpSEgQdqrJBLBxo2ynnz4xejSbNnH0KPXr8/Qpc+YIp9BsFSsSGkqxYlKradWKx4+ZMsViasnhw4wcyb17zJrFlClUqMDnz0yYIP0L/7tKwrr39SU8XGgqJ09KJlE/4XPmCE1FKZUhA2FhFCjA6tVGZ/m//8rF1B0QKc+zYUO2bSN/frZtw8EBZ2ciIzlwgHLlCAsz1EVUCrC+fx93dy5dokYNhg5l8mTKlOH4cSEeeHlJ57RSauFCC00cpVRQkMy6PX0aa2uOHBFNUaXUu3dkzcqxY5Km7NLFIMzWqyeod+4cNjaMGyd5yWvXGDiQmzfx9hZtqU2biIggMBAnJ+rX5/Ztmje34Oqq/+VzfH0JCSE21vhXnTqsW0eZMjx4QHQ09vY4ObFnD9mycfy4sXM8fEiHDsTHG/on5sG+rq7ye/V2u2cPgwbJH3PmSBvIj/byJaNHS7CsVVgrVZINT0u26itw6hRTp8pF7tCBqCgiIihZksBAhg+nZk1276ZdOy5cwMkJV1dpKdRgXaSIJNOzZOHbN2OJJiSQLRt+fjRvjrs7Bw/yxx9cukRwMJ07oydUrFsnEaRSysZGJL2Cg4U9uXKllNQ0xbB1a6KijCaJPn0IDycoiCFDJKBs0YKICDp1EuepWjXDEf7Runa1oLGaTd/3pCTKlWPJEil71KxJ1qzExhotLf/+y59/MncukyZRrx579wrU5sljwfdIaS9eMGuWhWJMaKgAhZ2dBNxKqVq1ZD0UKsSdOzJ8yt2dQ4fQLXWagPTqFaNGsXu3xXe1bWvoKPTtS0wML1/y22+sWqXBetHPrkaa9uvA+tYtunfn8WPU/2ZkKKX+/JOyZWU6kVKqUiWjmq/JFUqpJUuoW5eBA4mOJm9eIiJISCAkhAULBA018793b2xtZQSJnkNRuzYBAWTJwtGjUpRzcZFSvtny5iU+nnTpSEwUwpO+Q5s2yXb65QsjRxIQQEICDRrw/DmzZlkoIyulKlZkzx6KFSMwEGdnWrXi6VOmTSOlBsLRowwbxoMHzJ7N1KlUqMDXr0ydaqF9bmXFxYsyWWrPHqGpnDvHmjVERckTPneuAdYZMxIRIbry5mZFPUFOKaU7IFKeZ6NGBAdLok2L0URFiUqf3hLMR5pzfI8e4ebG1avUrMmwYUydStmynDoltSxNA9dHLl0qAphm09OMmjYlKQmTiWPHjAT9hw8Ci/r5dHWVgrNSqkEDQb2LF7GxYfx4iZ1v3KBfP27fZv58Jk9m1y42biQykq1b6dCBBg24cwcHh9T0L/1D1q5l+3bi441/1a/P+vWUKcPTp8TG4uAgSaFs2Th1yqh0PX4sHGSdmB4wAE0HVErpWQ3mD9RqHioFR1OlZbrtUwfLvr6MGkWlSnINJ08WH61+fZKSmD5dLrKzMzExREdTqpQB1mFhtG3LhQt06ICbm5owgf/+E4e3WDFJpmfNaojbVa5MYiLZs4t6u7s7hw+TOzfXr7NjB507k5SEry/r10sEqZQqV44XL/j9d0JC6NSJJk1YvZrffmPrVqFMtG5NTAwLFzJuHN+/07evqLUMHizfa2tLVBQdO4rzVL264Qj/aCn10FPajRv078+5czK5QgNFrVpky0ZsrARhSqnkZHRXqgZrcxKjQAG8vH66cU6bZiGcq59ipZS9PTExkumuXVvWQ+HCJCczcya9e9O9O4cOYWVFaKhE7a9fM3KkRRFbKeXoaIgd9e7NwYO8eiViPsOHYzIt/NnVSNN+HVjfuUO3bjJnb9Qoucp//UW5cvj7C1BWriwXSylVtKgUr5YuRXtbMTHky0dMDImJbN/OokXCVzPLtfTvz+nT9O0ryZa6ddm8mSxZSEyUPK8edJTyxPLn5+BB0qfn5Enp6dA0+82bZTv9+nBQKMUAACAASURBVJXhw9myhcREGjZE0641AdxsFStKh5Wu1bRuzfPnzJhhMWLq2DE8PHj8mNmzmTaNv//mv/+YOdPo+lNKWVvz/Tv//YefH7t2ERGhrK25cgVfXyIjJcKaN89Iy2bKxL59/PWXDDPTL96/L2FspkypIwA9V0En2tq0kbkn2mdJdb/MbQtPnuDqyo0b1KzJ8OFMm0bZspw9KyUmLy+jh3vFitRgHRyMrS3NmnH2LCYTx48biKwTrCdPShDQtauhAd+woRRnLl+mTBkmTjRi5969SU5m/nymTBHS3r59BAXRsSMNG5KcjLNz6iKVxi89ECAla7NxYxks+eoV+/fTpo0khbJnR/fr68OePqVtWxISxGkdONCYwt6tm2jIaTPXlMLDmTFDevZ+tDdvRCdaKbV2LaNGycRFpdSUKeKj1a/PuXPMnCkX2dmZuDj276dUKbZuZcQIatUiIgIHBy5exNkZd3cmTwaEI1y8uCTTUwZ2Vapw8iQmExs3YmuLuztHjpAnD7dvs3MnXbqIcNiGDRJBKqX+/ps3b0SJoXNnmjQR1bCgICHa2tkRF8fixeIzaZU+cy+JUqplS2JjcXYW56lmTalGpGnduhk0/JR2+zZ9+nDxIhUqsHKlODe1a/Pbb8TESBCmlLp3j7/+kpxM/frs2ydQW7Cg0S+Wyl69krEn5lciIgQo7O2Ji5NPqFNHFlXhwty9y9y5AtaHD8tcae1far5AyiK2Uqp9e0PsqEcPEhJ480bEfIYPx2Ra8LOrkab9OrBOTqZrVxnnM2aMBN0FC1KhAgEBkmWrUsWgOhQvLrm85cupX58BA4iNJX9+Dhzg+HFRnddHvnrFokUSEF25Qp8+kmzRUnO6EUt7o87O0i9jtj//lHLZ6dNSQ9cWGChP7H//MWQIW7dy/DiNGvHqFdOmWUwwUEpVqkR0NMWLS3bPzk4c8JRttSdOMHCgZFHM01XmzhVKrDazP6s7PiIjSZeOW7dYu5a9e2XTnj/fIE5kzkx0tIC1ubP84UMB6yxZUkcAjRsTGoqVFSEhohwWF8elS2mAtTl2e/aMzp3RefARI5gxg3LlhH6rlNKdhPpIPSEs5YeEhNCqFc2bc/48JhMnThjVVJ1gTUoSJ65bNyOF0qgRHh4opa5do0wZJk0Sd+zOHXr04N495s9n6lT27GHdOqKi2L5dMqp378p0EvWD/TgQQCvGlSnD+/fEx9OmDR07CptNt63rw54/x8GB48elV2vQIBG/V0q5u1uoa0ZECFibCfU/noZS6t07hg+XYHndOgFrveFNmyaPff36XLjA7NlykfWU3kOHKF2abdsYMYLatYmKwt6eS5dwdqZ7d2N0kVKqZEmp9KYE66pVOX0akwl/fwHro0dFHyM0VMZBrFzJxo0SQSqltGiBycSuXXTuTLNm+PrSvj3BwcJvs7PjwAGWLpUIsm9f9u2TBaa/tFUr4uNxcuLBA6WUqlXLcIR/tO7dLXoOzJacTK9eXLmC7nHTD2mdOuTIQXS0Adb371OwID4+AtbR0QK1Wv4pzW98/ZqxY2Wn1BYVJUBhb2/kvurVk4pa4cLcv4+PjwVY79kjbMJ37xg6lPBwi+9ycjLEjtzdOXGCt2/5/XfWrdNgPf9nVyNN+3VgffcuXbrw/DlKqbFjRcuicGEqVmTLFqnVVK1qVM+KF5d86IoVNGjAzJmcPEmBAhw5wokTbNliuI2vX7NwoWzaV6/Sq5ckW+rXZ+tWsmUjKUm80eHDU0/q/OsvKZedPSsbhragIHligcGDCQri5EkaN+b1a6ZMsQidlFKVKxMXR/HibN9O5860bs2zZ8yZYzEP8NQp1bcvL14wezYzZghY+/gYLdoqhWbCpk1s305UFOnTc++eDIrVm7aPj1HazpqVuDhR+zN3lutxn/q/qTaVxo2F6r9zJ+3a4eJCfDw3b6YB1ubY7cULXFxITqZWLWmALleOK1ck4k4J1uvWWXiaSqmdO2ndmhYtuHABk4lTpwyw/v6d334TNqFSyt3d6Btu0kR4KTduULYskyfLNpycjLs7Dx/i48O0aYSF4etLdDQ7dkhG9f59eveW7rtUtn49GzdayJba2rJlC2XK8OULBw/Stq0oDubIwcWLBi3h5Uvs7Dh1SuBp8GDWrJG4rUcPQ0VIpQDrffuYMiV1AGe2Dx8YOlQEatavx9OTatWk+3z6dHns69fn0iXmzhVPuWNHDh4kIQEbG7ZtY+RI6tQhJobWrbl0iY4d6d5d4iq9qEqVkqcpJVhXqybJqIAAWrake3eOHiVfPh49Ytcuunbl/HmWL8ffXyJIpVT16nz8iMnEnj106UKzZpLe3bFD+G12dhw6xIoVAov9+hEVxe7dRkDZujWHDuHoKLoctWsb2PqjpZw0lNLu36d7d27coGJF1q6VoKFuXTR1SqeelFIPH1KokIB1gwbExgrUlihhtCCksjdvGD3aQoYzLk48IQcHCbj17dAeQJEiMgrVDNbW1qIwpZR6/x4PDyIiLL7L2dkQO/r2je/fef+eXLlYv16DtffPrkaa9uvAWovM6Q79CRNk4lSRIlSqxNat4qRUq2bE+CVKSC5v1SojfP7zT44fl95rMxK9eYOPj6wD3R+sky0NG4re3vnzFuqLKa1QIRISyJiR8+ctejqCg40nVucNTp2iSRPevmXSJKPHWlvlyhw8KHJ0nTtjZ8ezZ8yda9QWlFJnztC7N69eMWeOjEdSSi1ebDECzgzugYFs2UJ0NBky8OQJfn6Ehso6WLDAIDxky0Z8vEx3NTOQnjwRsM6ePfWm0qQJYWFYWxMaKjKPBw5w714aYG1+bF6/xtmZBw+oVYtRo5g1i3LluHFDSkxeXgI0SqkNG0R932yhodjZYWvLpUvo2mnKSdImExcuSH21e3cjQG7aVHgpt29TtixTp8q/7t3DzY3Hj0X6NTycNWuk7qqD9IcPGTw47VB6wwb8/CyU8Fq1YutWypQBOHxYtq7oaHLk4MoVwz1//ZpWrTh7Vkh1Hh6sWiVxW8+e0lqpLSJCAoLoaOl++vE0lFIfP+LhIfvuhg0y1sTMoNePfYMGXL2Kt7dc5I4dxUGxsSEoSMB6/35ateLyZVxc6NFD7r5GZxsbCVNSgnX16pKM2ryZVq3o3p2EBPLl4/lz9uzBzY0LF1i6lE2bJIJUStWsyZcvIpvTpQvNm0vGYOdOYa3Y2XHkCKtWCaj160d0NGFhBqlZH9CunThPdesa2PqjaUnVH1/Xeme3b8uYIR291atHrlxERso1V0o9ekThwixYIGC9f7+4SjY2xnC7VPb2LSNGWPS1HjwoD1ebNhw6JJ/QoIFUVooUEZZw79706MGRI1hbs3evJAM+fmTwYAt6qL53qXiKHz6QKxcbNmiwnvezq5Gm/TqwfvAAFxdevRKw1gWxokWpUoWgIGl8qF7dQNVSpSRCWb3a8Mj++oukJE6dYsMGoyD29i3z58s6uHGD7t0l2dK4Mdu3kz07Fy9aMLpSWpEiJCaSKROXLsmmrS0kxHhirazYsYPTp2nShPfvmTDBYkCUUqpKFY4epUQJQkJwdUUTg7y9LYa3njtHjx68ecOcOcyaJd7H8uUWuRczuAcF4e9PbCwZM/LqFevXExIiElSLFhnYmj07hw5RuDBaP1e/+OyZ5BZy5Ei9qTRpQni4iKU4OtKpE4cO8eRJGmBttrdvcXLi8WNq1cLTkzlzKF+e27clLTBmjCFlFxCQGqx378benpYtuXJFWgNS8hRNJi5dkpR9z57G8IRmzURbJzmZcuWYNk1i5wcP6NKFp0/x8WHGDCIiWLVKmshdXWnaVCbXpPnAawZxSnEle3uCgmTLPHpUrkZMDDlzcv26cevfvcPWlgsXpPQ3ZAgrVgj09OplRANKqX37BDhiYpg4MXW2zWyfPzNokATLGzfKWBPdfT5rliRM69fn+nV8fKSOpzsVk5IoU4agIEaNom5dDhzAZOLKFVxc6NlTlMU0OpcpI4iWEqxr1OD8eays2LKF1q1xd+fYMfLn5/VrwsLo1o1Ll1i8mM2bOXFCbpMekW5lRXg4rq40by41pF27hLViZ0dCAmvWiFOiwTo83Mj+2dlx7Bht2sjzWK+ega0/WsqxcCntyRO6dCE5WWgzOpqpX5/cuTl71uByPHlC4cIsXMjkyTRsyIEDclblyhktCKns3TuGDLFIXJi5pG3bcuSIfEKjRhKuFSnC06esWUPv3vTsyZEjpEuHOc396RMDBqTWiXNxsZiGoQ/74w8zWM/52dVI034dWD96RMeOMuZq4kSRrShWjKpVCQ6WIlKNGgZwlColuTxfX8MjK1iQCxc4fRo/PwMx37/H21vWwc2buLvz7Bnqf92u2bNz9WpqRpfZihXjxAkyZeLqVQuacGioQSRKl46dOzlzhqZN+fCBceMsBjkqpapU4fhxSpRg507D2/LxIaUGwoULdOvG+/do3S/tfaxebQHW5uNDQvDzIy4O3YS2YQPBwURFoZRavNj4Lb/9xpEjFC7M8uWGDMiLFwLWWuc65Xk2aUJkJFpoUMPTkSO8fv3TnUxf23btePaM2rVFR7BCBe7eFRULLy8jigwMtMjhKqX27MHBgVatuHoVk4lz54zpBEopk4mrV+Xn9+plxKotWghwa5d/+nSJmR49wsWFFy9kYGtkpEh66Si+WTOePGHcOIMdmNI2bWLVKosW8DZtCA6Wu3DsGI6OdO5MXBy//86tW8at//ABvanobPLQoSxfLtDTp494GNoOHZIm0thYxo8XLvaP9uULmm+rlPL3x9OTGjVE/cfMoG/QgJs3WbRILrKLC4mJEh1qsK5Xj8OHDbDu1Uv0DzQ6ly0r+aiUZKQaNbhwASsrtm7Fzg53dxITKVCADx8ID8fdncuXWbiQLVskglRK1asHYGVFZCSurrRoIRTDPXtk67K3JzGRtWvFKenXj5gYIiON7J+9PSdO4OAgz2P9+haNV6lMz3P58fXnz+nUiQcPqFyZTZvkmjdoYOhSaHv2jCJFWLSIKVNo2JBDhwRqtZhqmt/4/r3QFsyvJCYKYbddOwm4lVKNG0u4VrQoz5/j5ydgffQo6dIRGSl37csX+vcnKsriKzp3NsSOtH3+TO7cbNyowXr2z65GmvbrwPrxYzp0kDFXEybI8ipeHD3LWT+QNWsazWM2NpIPXbvW8MgKFeLKFc6cwdfX2FQ/fGDePFkHt27h5ibJlqZNCQnht9+4fj1t9UWlVIkSMqXp+nULmvDu3Ub2M316du3i7FmaNePTJ/75h3WWEx6qVJHqza5dhre1cKHFpO3Ll3F15eNH5s5lzhzxPtatM5TqlFLm43fvxteX/fvJlImvX9m4kW3bZFUtWWL8lhw5OHaMIkVYtsyQAXn1Sqr5uXKl3lSaNJE8+N690kyRkMCnTz/NESmlPn6kTRtevMBkYvRovL2pUIGHD4UPMGaMAda6tyLle8PCaNOGVq1kSOj586nB+vp1YQT36GEUSG1tZerNw4cyvUmvjSdPcHbm1SsB6337WLZMJPPd3GjeXOiS5oxZSgsIYPlyi65CR0dCQuQuHD8uV0O3Ofz7rwHWnz5hZcWVK+I9DRsmQvtKqb59pVsnle3fz7hxpNn3oZT69o3+/SVY1p3ZNWpIu5OZlNmgAbdvs2SJ4JGLCydOoLkx27cLWB89ipUVr18THU2vXlJs1+hcvryEOCnBumZNLl3Cyopt2wSsjx+nQAG+fCEigu7duXoVHx8CAyWCVErpEo61NVFRdO2Kra3UkMLChLWisdjPT9a5BuuoKCP75+BAUhJ2dvI8Nmxo0XiVyvr2tZBeMNurV3TsyOPHmExs2SI8zoYNDV0Kbc+fU7QoixcLWB85IltI5cpGC0Iq+/iRvn0tOEKnTgkHrG1bCbiVUk2aSOWzaFFevsTf3wKszTXJr1/lCqT8ii5dLEYXKaW+fiVPHvz9GTECk2nWz65GmvbrwPrpU9q3F2WZ8eOlPFiiBDVqEBQkd9HMP1dK2dhIiO3nZzzkhQtz8yZnzwrNSL/48SNaGlgpdfs2rq68fIlSqlkzQkNl5nyagl5KKa27liWLjIg3vx4WZoB1hgzs2cP58zRrxufPjBljQfdRSlWtypkzMsHA7G0tXmwUgpVSeurgly/MncvcueJ9bNxoUdU0Hx8ezooVEuoqpfz9CQwUcdelSw2wzpmT48cpWpSlSw2J7TdvZNHnzp36PJs2JTaWDBkID8fJic6dSUwE/n9g/eUL9va8eoWVFXrKRoUKPH0qODJmjCESrXPHKd8bHk67dtjZcfMmJhMXL1p0AFlZcfOmpJ7c3Y3+nZYtGTUKpdTjx5Qrx6xZkuDS6+ftWxYsYNYsoqNZupQDBySKb9GC58+ZOzdtsN68mSVLLBpVtIiVhpUTJ2jfni5d5ILfvWvc+i9fsLbm2jWjQL14sUBP//6G5FtKi4/nn3+kceZH++8/NGtCn5WnJzVrSruTmZTZoAHJySxbJlIhLi6cOsW1a5QtK2Bdvz6JiUYdr3dvof1odK5QIY1Rh1roysqK7duxtzfAGoiMpHt3rl3D25utWyWCNL/R2pqYGAFrXUMKD5c4w96eU6cMqZB+/YiNlbGN+r1t2nD2LK1by/PYqJFF41Uq698/7Xv35g1OTjx9KoPndQGjUSOLKRNKqZcvDbBu1IiEBIlrq1c3WhBS2adP9OxpUXY2szbbteP4cfmEpk2l8lmsGK9fywBSDdZaOVLftW/f6N3bovFKKeXqajG6SB+WJw8BARqsZ/zsaqRpvw6snz2jXTvev0cpNXasZJxLlqRWLbZskZbQ2rUN1lSZMpLLW7/eAqyTk4VmZO6d+/SJ2bMl0fnvv3TpIpnxFi3YtYucOSXhleaJlS7NmTNkzcqVKxZkhvBwg6KfKRN793LhAs2b8/Urnp6GepG2qlU5d054PGaB3SVLSClYo6cOfvsmYK1hYvNmC7A2F4737WPJEg4eFLDetInNm6WnY/lyo+8jVy5OnaJYMb58MRqL372TRZ83b+rzbNqU/fvRrTROTnTpwokTqZ/qVPbtG61b8/o11tZ4ebFgAX//zYsX4teMGSNeoVJKE7xSvjciAkdH7Oy4dQsrKy5dMuZ+qf+BtY5munY1MjatW8tiePaM8uWZPVtYFs+fy/rRYB0Tw+LFHDzI3r24u2Nry8uXLF6c9gO/ZQsLF1rQ6Vxc2L1bnsZTp6QPUPek3btn3Ppv30iXDs1LUUqNGCFC+0qpAQMMFaGUptVNdePMjwb07i0ZLb3sa9WSdiezSpFZpFfjkYsLSUncukXZsgQHM2oUDRpw4oRRx+vTRyrJ+j5WrCiJ3ZQ0fy10ZW1NcLCA9YkTsrqioujRgxs3mDuXbdskgjS/MV060fhv1UrSkpGRwlqxt5fJlnqd9+tHXJzk7vR727QRIpC+Yo0bG5WJH23AAIv6s9nMiTg9eF4vhsaNDREhba9eUawYS5YIWCcmGtOHzS0IqezzZ7p1sxAL0oM7lFKOjhJwK6WaN5dCSLFivHlDUJAB1hkyEBMjYP39O716pZbL798/9aby/Tt587J5swbr6T+7GmnarwPrFy9o21Ymp4wdK05fqVLUqcOmTaKdX6eOUdspW1ZC7I0bja1es2fOn2fZMoMg+fkzS5fKOtDKOzozrkVpc+bk/v20Bb2UUmXKcO4c2bJJYd38emSkwSvIlInwcKmGffvGyJGGIIa2qlW5cEFKw+bQeNkyg7WjlLp1Cycnvn9n3jy8veVx0m3f5mPMkv+xsSxYIEROpVRAAP7+Eq+tWGFECSYTSUnK3Eak7cMHqcfmy5f6PJs25cABdCuNHk2ka25pjlnS9v07LVvy9i1Nm/LPPyxciLlXQik1erQB1pozkPK9kZG0b4+9PXfuSDIhJQpYW3P1qkQznToZFEA7O+kPfvmS8uWZO1eqES9f4uDAp08sWMDs2cTGsnAhhw4REUGPHrRsyatXpKxFp7TAQLy9LRganTsTFiYuYVKSgPWRI5hMPHhg3Prv30mfnlu3JJoZOdKYWD9okBRaUtmhQ3h6ihpGmmYyiUpJYCCentSuLYQEHx/ZEho04MEDVq0SPHJx4exZkpMFrLX41+nTFmCttzq9WipVksJJKrC+fl1mtzs40K0bJ0/K6oqOpkcPbt5k9my2b+f8eYuu2nTp2L9fwFrfo337hP9gb8/Zs4ZUSL9+MhXEXHpp21aIQPqKNW1qjHX+0QYOtKg/m+3TJ0nEWVtLA6f+qJQjgZRSb95QvDhLlzJ1Ko0aceKE3Ny6dQ1Wayr78gVXVwv9CTMRyNFRAm6lVIsWUvksVox37wgJoVcvevUiIUFkfvUWC/Towf79Ft/Vt68UY80GIns5YgQm07SfXY007deB9atX8rCpFJoSpUtTty7r10txpm5dI11YrpyE2P7+xkOuC7IXLrB4sfF4A1OmSOx89y4uLqLzqSUcf/+dx4/TFvTS33L+vDBGUqZco6MNin6WLERGcvkyLVrw/TvDhxtOvbaqVbl0SeZUmcF6xQoL1o6eOqiU0mCtX9RPzo9ndeAA8+Zx5Ig8Tps3s2EDhw6hlFq50ogSTCbOnrVQcFZKffokgFWgQOrzbNpUOqejonB2NsA6JcXwRzOZJHllBut37+S3rF5tdJpERqYG66gonJxwcCA5GSsrrl2zQAFray5dkmvesaPBoLK3Fw7+69eUL8+8eQLWr19jZ8eXL6KUFheHjw+HDxMZSc+etGzJ69eGbkEq27qVOXMsin6urkRESLBy9iwdOtC1K0ePYjLx8KEF/89k4s4dueajRhkT6wcPTrt5+sgRRo0SKeA0zcpKguWtWwWsdY/MggVSXW/QgMePWbNGnnMXF86d48EDC7A+c8YgXfTtKyGURucqVURoJSVY16nDzZsy4q5NG7p149QpSaTExtKzp+hBBgdz4YJFV2369Bw4IGCtaZrR0Uab3/nzBAbKOtdgffCgUapp105yL/qKNWsmD2maNmiQRUnDbF+/Ym/Py5ekS4dOHOmP0kVOs719S/HiLFsmYH3qlCQh69c3iFI/frKLi8UWfv264I+jI0lJAve2tlL5LF6cDx/YvZtevejZUyqQ+/cbWUSTyULSQCnl4ZF6U9GHaW1Ck2nKz65GmvbrwFo/bFrodswYgVobG+rXx9dXVGXr1TMi0PLlxWsLCLAA61evuHiRhQslSaItQwa5i/fv4+ws4KJFaX//nWfP0taI0d9y8SK//cbt2xadTrGxBkU/a1aiorhyBVtbgKFDDUEMbdWqceWKlIbNauirVglPVltysjwb8+YZ+eXdu9MG6yNHmD2bo0flLVu24OcnsLhqlRElaIqFWTFV25cvAlh//mnRnaWUataMI0fIkoXoaAFrHQOmLIT+aFZWIos8diyLFlGxIpojkeqw6OjUYB0dTYcOtGnD3btYWXH9emqX7c4dySe2by+ZAaVUmzYi5vDuHeXLy3hT9T8JvW/fWLCAuXOJj2f+fI4ckdmsrVrx8iVbt6adBtm2jVmzLFITbm4Gy+r8eZydcXPj2DGsrISnaD7SZCI5WRwuT0/mzZNU3pAhFoOxzXb0KCNGSJdjmmZtLcHytm14elKnjvSmLlokPJ8GDXj6lLVrBY9cXDh/nidPDLBu1Ijz5w3SRd++sivr1VK1qlS5Uw4Rr1uX27dJl47QUAFrs28eE0OvXty5w/Tp7NjBxYupwfrgQbp1w85Oakh6wpZSysGBS5fYtk3Yaf36ER8v2n76vY6OknvRV6x58zQE8Mzm4WGRKzfbf/9JIi59evz9pXe8eXNj8py29+8pUcIA66QkSc40bmwQpVLZt284OVmsitu3pVzRvj1nzwrct2wpRaDixfn0iYgIC7COjzfIVFZWqQdRjRplMWdOm8lEYKAG68lmVc7/i/06sH77ltatZXKKp6ekOMqUoUEDo6ejfn3jOalQQQovmzcbD3nRorx/z6VLzJ9vMf80a1Zxxx48oEMHWRx2dkREkCsXL1+m3dimv+Xy5dTEdaWUHuKl/86enZgYrl2TbkPdBpby4GrVuHaN9OnZt8/IY65ZY0Gx1FMHlVLz5hmqjOHhqaeraEtMZPp0jh2Tt+g5pHrGzZo1Ft06Fy6kButv3wSsCxY0hDu0NWtGQoLIlXXsiKurgHVKwf4fzdpaklfjxglYa47Ej1csFVjHxODsTJs23LuHzlCnQgHz35rWav5bP5AfPlC+vEyrU0q9fy+b5cKFzJuHDj6OHiUqit69ad2aFy8IDU0brIOCmD5dND20ubsbiqlaYcMM1k+fpgZrcxZ79GhjCPLQoWk3Tx87xrBhqRtlU5pOLOiz8vSkbl327lVKqcWLJdmi9cL8/OQ511KRL15Qtiw7dghYX7xoAdb6RuvVUr26VLlTgfWdO0Kxb9uW5cv591/5hJgYEV2ZOpWQEC5ftpBAyJCBw4cFrPUzu3+/ZGnt7blyhe3bhQ/ety/x8aLtp9/r6Ci5F73Z29r+VABPKTVkiEWWLKXpREr69KxfLxTPFi0s5rcppT58oEQJli8XsD57VpIzTZsavlEq++8/2raVflRtyclyo9u3l4BbKdW6tSyq4sX58oXoaHr2JCqKR4/IlImDBw22sdYBTvkV48alPk/9c7TGi8k0yax3/3+xXwfW797RsqUI3Y4cKUWVsmVp1IglSwS/GjQwmhr+/luOCQw0HvKiRfnyhStXmDfPYv5pzpzijj18SPv2sjjs7YmMVH/8wZs3aQt6KaUqVuTq1TTK+mZVX6VU9uzExXH9uoC1tXVqEKxWjZs3SZ9evDz94tq1soi1PXwoz8a8ecZMgKiotMH65EmmTCExUULdrVtZvZrERJRSZu1v9T+VvlRQ+/27FGoKFTIyRdqaNSMxEd2krsH6Z6MCU1q6dJK8Gj+exYupWJEvX9IA64MHU4O1RWp6wwAAIABJREFU/pa2bbl3D2trbt36KVjrUpX+u107CXE+f6ZCBRYsELDWrc9KKQ3WBw8yZw4JCURF0acPixbx4QMREWmD9fbtTJliAaA9ehiF+8uXcXamWzcB62fPUoP1gweyc6ccgjx8eNrN04mJDBliAQGpTM+j0melO1x0X8bSpVI6btCAly9lQq76H1i/eWMB1leuGAy5fv3E59XoXKOG5OJSgnW9eiQnC8Xe3PylP0GD9d27TJ5MaKhEkOY3ZszIkSMC1to9io83erKvXSMkRKjEGqy1tp9+r6MjN29iXj8tW/5UAE8pNXSoReCV0qysePcONzfWrWPKFMH9VKWaT58oWZIVK5g2jcaNOX9eqqC2thaK1Snt+3dpNja/Yi5XODlx8aL8EDs78X6KF+fbN+LijOhZD9Awg3W6dBw+bPFd5ompqX6O1ngxmSaYJ0n9X+zXgfWHD9jainbi8OES+pUrR5MmnDkjDQsNGxrEeC0SrZTautUCrL9/5+pV5swRKNeWN6+UKB89wtFRFoeDA1FR/PEHHz6k3YWslKpUKe3O4EOHDLDOkYP9+7l5U1rD06VLDYLVqnH7tgzGNhed1q2z4MM/eSJPV0qwjotLG6zPnGHCBI4fF7DWk0w1c2PtWovWykuXDMVUbSBgXaSI0V6orVkzTpyQMakuLv9XsE6fXqgmEyYIWH/7ZiEoqO3o0dRgvX8/Li60bcvdu1hbc+dOapfN/HfLlsZdaN9exBS/fqV8eRYuFL7X58/ypQsW4O3NoUPMns2xYwLW5m9Mk6u7YwcTJ4pChbZevQxKrJZD0mBtbc2LFxYiFSYTjx7JsvznHzVzplyNESOEmZDKTpzAw0Na0tO0DBk4cACllM5paD1PpdSyZVI6btCAN2/w9xenzMWFixf58MEA68aNuXbNyET16ycwqtG5Vi1xPlJuh/Xrc+8e6dMTFmaAtaZtxMTQpw/37zNxIrt2GRGktowZOXoUd3ccHCQtae7Jtrfnxg1CQ4XH2bcv/6+9Mw+s6fgeeIpYGpQuimq1lO6bdPnaJUJIi9qpXS2xNKSWopbqptpS3UtRLaX2vYKq2EISscS+BE0iiYhIEETkzO+Pmd/MnXlz77v3Lcl7yXz+qpS8d9+b+7kzZ86cExkJMTFsX/3tt8kkBgc/g4N1C+AhhEaM4J7lWmggZfZsEjdr2VLcqrl9G558En76iciapmkGB7OOqQIA0LIl2fzEXLpEntPt28OxY+RCQkLIDfXEE5CfD5GRbG5Xtizs2sUOqZUqxRULQwhNmyY+VBAn6wm0R6sZCk7WN29C8+akcwotT/Xss1ygqkkTNjN68UVSSXLpUnaT4wF66hR8+inXlKF6dTIdu3QJ2rYlg+Ott2DLFrj/frh9W17QCyH00kvyk8G7d7PDr/fdB5GRkJBAZO3rywpiYOrVgwsXiKypOObP5/LhL18mKU3Tp7PRs2OHXNZHjsC4cRAbSybjS5fCDz+QzcB581j8HRdQtZU1TgSuWZML6yOEAgNh/36oUAEiI4ms9fq6aildmgSvPvwQvv0WXngB8vNBO2vD7Nsnynr7dsC9r7CsL1wQp2zaN0aDvO3bk6Vufj48+yzMmkUSAHJzyYvOnEmi1Z9+Cvv2webNLHYcFSU/BbdyJUyYQE4eYnBzS/zfx49Dp05M1pmZoqwvXSLDctw4+OQTtjqUHp6OjYUhQ7gHg+3niSObK1aQpGkcPf/hB7KN2agRXL8OCxdyRdhzc5msmzUjqev4Fw4cSAKG2M5vvEGmflpZN2oEyckkxZ52X8N7FbjfysWLMGECrF0Lp09z9WrKlGGyxq+yaxeZS775JiQkwNq1JJV42DDYtYsMMPpVYlnjx1vr1mRGJWXkSG54aClVioSeaMGy4GBxQXnnDidrWqI2JERswaHFx4d1PkMIZWQwWZ84QaKjb75J0lRq1QIA2LmTJRHgWvn03IOvL+zZw73WzJniQwUhhHMQR44EH5/x2FQmKThZ377Nhte2bSSA+Nxz3NqnaVOWa/nSS2SXfNky9i3iudXp06TuGv2HNWuSOxwXIMaDo21b0pDp7l15QS+E0CuvQEKC5Ofa275SJdi5E86fJ2ejfX1FCdarB4mJUKYMbN7MMgRop2TMlSskpWn6dNZta88euaxPnIDRo2H/fuL3Zcvgu+9IfHn+fBZ/x9lv2q6DWnAVQO1PAgPhwAGoWBF27IAuXczKukwZ0vhj4kT49lt48UUAkMg6NlaU9Y4d0LUrtGsHeHM1MZGbsmkLpzRpQs5NIIQ6dGCVd3x84Ntviazz8sg6A8t6zx745BOIjoaICCbruDi5rFetgrAwcsNjBg1iW5pY1rhcRokSkJXFFRjBgRF8u44fD1OnktXhqFHy83hxcTB4MKkfIgWvnRFCK1cSWeN38tNPZOu4USPIyYHFi8l93qULHDsGd+9ysk5I4GSN7xT8+dSvT2Jx2rVLo0aAA3E4+R3/EO8Ebt0KAwZAaiqMGwfr1rEVJH23VNZ4LUsLaOCkzPXrucOEeIDh/27fHs6cAV9f8ngLCdGtVooQCg/nhocWX1+iVHpSt1UrcY6Slwd16sDPP8NHH0HTpqzqYZs2rJayLT4+rD8DQigri4iiQwc4dYp8v23akDQV/IHjT4N+gNomcKVLc0dsEEI//iiRdYkSsGwZlvU47aPCLgUn6zt3JIHO55/n1j7NmrH0nZdeIjpesYJ9i9gRZ87AlClcBZY6dcgdfvkyvPkmmQm2a0eaWgLI6/ug/49g2P48Oprd9pUrw+7dcOECaxqtLauIEPL3h+RkkhJHxfHHH9zhpawssks+fTp71EdHy2V95gyMHAkHDgDtnP3NN0Ssv/3GyZoerrOlVi2WBI0JDITDh2HbNti1y4Ksy5YlA3riRPjuO+II29TsuDhR1jt3Qrdu0K4dXLgAJUtCcrKurBs2BDrF6NSJdWq/5x6WQZ+fT9YZM2fC119DVBRMnQoxMRARwSr2HTsmLwa0ejVLUcCEhrJsEJxij2VdsiRcuybK+soVsv6bMAGmTCGrw9Gj5efxDhyAgQO5WbwAbj6JEFq5EsLDoVEjEpD5+WeyG9GoEdy+DX/9RbaOO3cm80ScGfbtt9CsGdBMUITQwIHkTsGfT4MGJBanlXXjxpCWBqVLQ0QEq4GDY7Jbt8LAgZCWBmPHwvr1kJAg1quJioJeveCtt0hYMiqKzCVxUubGjdy5j0OHWBJUhw5w5gyULk0e9m++qVutFCH0/vvc62opU4ZMv3bvJhGk1q3FYZ+fD3XqkGakTZuSpsYIoXbtxBYcWoSkphs3OFnjH7ZtS759rK+9e5ms/fxg3z4m6zJlyMYSZd48cf8fIYSPJo0cCT4+Y7UTCLsUnKxxBS/h5y++yN3AgYFsR/jll0klyZUr2d/B4+/sWZg0iatG+OyzpLZWRgaEhJDB8fbbpNoDsvlWKP7+8vMLsbEs+nn//RAVBf/9x5pGCzNWf39ISYFy5bhZHm1rj7l2jeySa2UdFydP3Tt3Dt57Dw4eJCmrK1bAjBmktMWCBWyzFB+uo70IBJ58ktuDRQgFBpIjALt3Q9eu0L272D5YCv3oJk1ilea1IsAcOCDKetcu6NYNRo2C1FQoWRIuXuS+a22VK+3A6NyZlUkrUQJ++IGdpKAbjDNmwL59MGUKxMbCpk0sKyMhQf5UXrNGTHfF/Zfxf2NZ9+5NZH39Omf8e+6Bq1fJ+u/DD9kYHjtWfh7v0CEYMIDbthK4916yWF69msgab3XOnk12Ixo2hDt3YNkystLv3JmcvaQvHRAAFy5wssYTF1rSEy/vtIGmxo0B75ps3sxkjfdUsKzT02H0aNi4Ec6dE+vVYD21aUPm7/v2kdh6SAgkJcGmTdxhwvh4lgRFZY0fb23awMSJep8KGj2ae10tZcuCENsNCZHUSPDxgdmzSRiE5tR36CC24BD+ifaPt26R8dOxI5N1u3ZESvjzj45mJSXKl+c6dpYty5XhRQgtWiSRdcmSsGIFlvUYHIs3ScHJOj9fsiv10kvc47R5czbRfuUVMgRXr2brMjz+EhLgww/ZMhYh9PLLZJs4MxNatSIzwfbtWXkNPVm/9pr8/EJcHJP1Aw/A3r2QlEQGU7ly4ozV3x/S0gCnY9NZ3p9/cjOOGzfI5vL06WxddviwXNaJiTBkCOuetXIlfPUV8ewff7DN0lKl4OxZ3coedepwe7AIoebNSW/AqCgHZf399+RLtD1Hc+iQeNx8925Wg7BkSUhN5dbX2uRu7UOlc2fyVSKESpSAH38UZT1jBsyYAdHRMHky7N8PERFcuxDp5sTatWIlr2HD2MpMK+tSpSAnR5R1VhZ5zEycyOI/H3wgP+Jx+DD070+abEjx8yNZmFjWjRuTtOs5c8huRMOGcPcurFhBVvpU1vT2CQyExERO1niLEn8pjRuTGYP2O2rSBPCuyZYtYl/jrVth0CC4fBnefx/+/hsuXOCkiVf6WNY4KSAmhsTWQ0JIu2HtIb2jRzlZ4xpe+I9t27I1ky1jxnClF7SUKwdCitubb0pKRVJZN2vGlsudOoktOIR/ov1jXh6RtXZm/fbb5FGNP//9+1mxtgoVgH4a+H3iLADK8uVibB1xsg51r6xTU1ODgoLKly8fFBSUmprK/S4N4sv4+EgDnS+/zI2MoCAWnq5XjwzBtWuZ0PF07Px5GD+eq5ny6qukEOLVqxAcTJ7kHTrAjh1kKqS3wfj66/KU2IMH2Vbngw9CdDQkJ5O36ucnzlj9/SE9Hfz8ICKCzfKWLOFkfesW2XjRyvrYMbmsU1Jg0CCW6blqFUyfTjy7cCHzET4JrSfrunW5wuoIocBActvv3QvdulmW9eTJ8P335Eu0lfXhw6Kso6JYz/JSpSAtjZO1EJegdO3KalqWKgU//cScqJ1Zx8TAxIkQFwebNrGS9hkZ8rSfdevELJHhw1m7PFrCH8v65k1O1jg/BI/ASZPYucHx4+VHPI4cgX79yB6vlPLlSWQTy7pJE5LJ9+uvJMDVsCEAwKpVZKVPZU1fOjAQkpM5WeNVAi3piWcMwq7AlStQpgz884/YKhPL+soVCA+HTZvgv//E4mJ790Lv3tCmDQm2xMaS2HpICKSmwj//cKuW48dZxmrHjpys27XTLS2NEBo7Vn4v4PegjSwjhIYNkxQ91s6s6XK5a1euE7TtP9H+EYC8W+3MukMHrpX2wYNsVFeowLVXxh0Etb9w3TqJrEuVgpUrcYlUa/q1LOs+ffqEh4dfvXp15MiRffv25X6X/mvj/2U7vX3lFe4batGC3c/+/mQIrlvHZI2nYxcuwNix3DH8+vXJGcisLDY4OnZk5TX0eOMNeUrs4cNM1g89BLGxkJJCBnH58mRbnOLvDxkZ0L8/N8tbupRbHubmko2X6dNZ0/FTp+QDND0d3n0Xjhwh66/Vq2HaNBK4XLSIydrXF86f161G/fTTZN1KCQwkQxBnbliV9ZQpTNZaEWDi4yWypnOQUqUgPZ1bRWlLEmrp1o18lfgCf/lFlPWMGTBzJsTGwoQJcOAA0H5aCKEbN+Snn9avFz/nsDDWiFqQ9e3b3C5liRJw5w75oCZPZtnNEyaQc1gCR49Cnz5sv9SWChVIZHPNGiJrHIedN48EuPCIXbOGBLiorGnoKTAQLl7kZI1XmbSkJ54xaANNuH1o2bKwbZtc1pmZEBYGERGQlMTJunx52LcPeveGtm3JWiQujsTWQ0Lg0iX491/u5PfJkyxjVZD122/rlpZGCI0bJ9+/QTJvdOwoKXp8zz0wZw6JWdPlcvfuYgsO49+MP3z8zulr4RkkHvmHD7P14tChEBfHThT7+XENLhBCmzfLZb1qFZ5Zu1nW1apVS0pKQgglJSVVr16d+10+Pvfdd1/lypXbt2+fmJgo/C8k+2iaNuW+oZYt2UTb358MwQ0b2A/xHZ6dDQ8+SIY4pkkTkoB57RqzM+6HZCzr//1PnmV15AiTdZUqEBcHqalkEFeoIM5Y/f3JzamV9fLl3PIwL49svGhlfe6cfOl35Qr06cNyRdesgc8+IxvcixezzBZfX7hwQVfWzzzDfIQJDCR5ijEx0L07aZNq8OFgBFnj+Z1WBBihuApCKCqKRfd8fSEjg5O1tiShlm7dWE3L0qXhl1/YBJbOrGfOhLg4GD8eDh4E2k8LIZSXJ2+Yu2ED19UFIUS71iJe1r6+kJvLyVq7HJwyhVUpmjhRfsTj+HHo3ZvUmZNSsSKJbK5bR2SNM/nmzyfLAvwwXreOrJlyc8m8kj4gmzeH1FQmQZqGiP9CQAAZhNrvCLcPLVcOtm8X+xpv2QKDB0NWFrz3HmzeDMnJYiVIPLNu146sdA8eJB8ylnVkJHei+vRpJuuUFNIYDP+xfXvd0tIIofHjoU0bs7J+5x1J0eN77oFffyVhELpc7tlTrOou/BPhJ/g71cq6UycSBMMj4cgRbm/mwAF2SA33gNb+tshIiax9fWH16gKZWfv6+ubm5iKEcnNzfX19bf9CWlpaeHh4QEAA9zIEEIIkTZpwzbSCg9kM6NVXyRDcuJHJmj7EOnXiwiDNm5Pq9devMzt37gxRUZJAuZb69UnDRoFjx1hJoIcfhoMHITWVvLeKFbkUb4SQvz+p86ddkq9cyS0PAUgsb/p0tj2dmCiXdXY29OzJckXXroVPPiGjZ8kSJuvSpQH3vpJe2rPPspU+JjCQFMXHsv7yS6PicBR6q3z0EfzwA0nJsC0nQqsyUXCsE/+3ray1JQm1vPMOq2lZpoxE1jNmwDffwIED8MEHcOgQbNzI5TtLn82rVok50eHh7ImLZY1LG+M8Mz1Zf/QRyyqZNEmeNXziBPTsScaDlPvu4yKbTZuSY28LFnAB9w0bxMcw/cybN4e0NDbOBwwg9wIt6YmXGtrvqGlTuHYNypWDyEiJrENDITsbhg2DrVshJYVbhVSsSGbW7dqRle6hQyS2HhIC6emksRz9+2fPiuX26fjp0IGtmWyZMIFTgfQ3UPr2lRQ9LlEC5s4lYRB6KKl3b7Gquxa9mZw2DNKlC1nu42mKMM4PHWKyrlBBTK/au1ciax+fXB+fNj4+M90ia20k2mBmTcnKyvLz8xN+A5J96MHBLOsTIdSqFXu6vvYaSWnatElitOxs0J7UDA4m2fI3bjA7d+5MMmcNLq1BA3mW1YkTTNZVq8KhQ0zWlSqJ4QV/f1JXbNMmtiRftUosDEar7lFZp6TId8BzcqB7d1Z/ef16mDqVbHD/9RdLeChTRt7uFvP881x2I0IoMJCUrcGy1vtMBOiAxrLGcQDbiDNuMaX9iTYjFctae7G2BW4w77zDusaULQuzZ7OCEvidYFkfPAhjxsDhw7BxI9csSlrudcECciqSEh/P7uerVyEigpXmyc/nAtzaX/jdd6zwxZQpMH685P2fOgXvvEPGg5RKlbjFcrNmJJPv99+50wB//y1+s/Qzx21xtLLGW5S0pCd+MmlljduH3nsv7Nwpl/X16zBkCPzzD1y8yMl6zhwia1psKz6exJrwWe3du7nyF+fO6cq6Y0fdPgAIoYkTORVIfwNl8GBJHc2SJeHXX0kYhOa59+snVnXXYkbWXbuyAxYIoTt3uOnd4cNsMVexohhXPHBAIuvSpWHNmgKZWffu3RvHrMPDw/v06WP7FzIzM8eNG9eoUSPuZXRk3a4dtzfdujX7wl57jcwXIiJ0t4kpbdqQQog5OWwbs2tXiI62I+uGDeUb96dPc7LG9zaVtRBe8Pcnx2G18dM1a3RlTXOJhDAuJTcXunRhw2XDBpg8mWxwL13Ktr/KlIHkZN32ki+8QNatlMBAchYpNpZtktiFDuipU+HHH8k5HdsIQFKSGJHcs4ed9SpdGi5f1s3N0tKjBytA/MorMHs2Cw1TWc+aBYcOwejREB8PGzZwspYmMn73HStLqweVNYCurLUNJT76SHwAYE6fhu7dSd1HKZUrcwXvmzUjySELF3J5hxER4jdLcw2bNyfF+PEf332X7N9gm7dsST4Q7QO1WTPIyQE/P9i1i2uygRDasgWGDIEbN2DwYNi2DS5eFGPH0dFE1nile/Qoia1jWe/dy5W/uHBB7I5I7/pOnXT7ACCEJk3imqBKfwMlLEwS7ypZEubOJbKmM7B33xWrumvRk4M2DNKtGxm30krC8fGcrIW44rFjktS90qVh7VoIC3O/rFNSUgIDA/38/AIDA1NSUpBmXxHPvitWrNi6desE/lygnqy7deOe8z16MHe/8QaZL2zZYl/W7duTQoi3bjFZ404otikoWnDRHNufnz3LzlJWrw5Hj0JKChnE99/PHZ5ECPn7k9Nxmzax5fa6dWJ1RHz5X3zBZE3TDATy8wGnPeE/btwIEyeSkMXy5UzWZcvCxYu6sn7xRbHXMs4iQM7JWqg3YsCePayKgnlZ9+xJSjBi9GQdHw+jRsGRI7Bhg1FnP0xMjP2tVCxr/CjSDlRtRvmCBews9dSp8iMeZ89C165gkJJVuTIX2QwIIMkhixZxWShbtug2Dg0KgitXOFnj/Rts5+Bg8oFot3CbNYNbt8DPD3bvFmW9eTMMGQI3b8KgQfDvvxJZ05k1XukeP05i661bQ0YGREdz5S8SE0VZa/eQ9PoAIIQmTxZ3Pm1/A2XMGEnR41KlYN48Ims6Axs0SKzqrsWMrLt3J/6RyvroUfZOKlWC+Hju75w9K5F1mTKwbl2ByNox9GTdrx83dAYNYu5+4w2S0rR1q25OD6VLF1II8fZtllzVrRvExtqRdePG8vDiuXNcS/Xjx9kgvv9+MRbs708O4P39N5vlbdggltzFY+6LL+DHH8nPr17VPWLr48OKlmzdChMmkEnxihUsolquHKSm6t7SL73EpaIjhAIDydrfkqzpgP74Y/bOzbB7N5N1mTKQnm5K1r16cdXi58xhsqaFnGbNgiNHIDwcjh6F9euNOvuZJyaGJLchfVmvWcNk/ckn7Fi8loQE6NyZ1H2U8sADXGQzIIAkh/z5Jxcr/+cfdjROICgIMjPZkvHdd8kWJbZz69bkA9Fu4TZrBrm5UL48REWJ0Sos61u3AJfNS06Wz6zbtyeTpxMnSGw9Ph7y8iA2ljtRnZwsdh2kqu3ShXsMC0yZYkHWEydK6mhqZU1nYIMHiwWNtejJ4fBhVpygRw/iH9sMKITQsWOcrLV9PhFCSUkSWZct652yHjKEi9bPmsU2Gd54g8wXtm2zL+sePUghxNxcVue3e3eIjQVpEJPSpAlXdoty4QIn65MnmawffFAML/j7kxNW2vjp33+LpWxtZZ2drVu8pmRJ1iH74EEIDSWljlauZLf0vfdCWpqurF95Rey1HBBAYnkFJmtaTBKfGBbOd0np1YurFv/rryzpAr+Tr78m3W9HjIBjx2D9elI8xCXgPTrtBqB2PrV9u31Znz8PnTqBwTHiBx7gpvkBAWS/cckSLvyyfbtul+egINIVE/+xf39SbATbOSSEHK3UyjogAO7cAZzaYSvroUPh9m3o3x927IDkZDErA8u6QwcSbDl1ioutx8VxPkpJMZK1XtMWhNDUqWIw3fY3UD7+WCJrX18mazoDGzpUrJGpxXgmh+nZk9z4thlQCKHjx1m2aOXK5DAEJT1dUhukbFkyw/AyWb//Ppecu2ULK8JXvz6ZL/z7r24CJqVPH1J3NC+PyfqddyAmxo6smzaVhxcTE5msa9SAU6cgI4OkJTz0EHfSHSHk709OWGllTfuKUvDd9cUX7EhVfr48FwUh5OvLTmFlZUHHjiQffNUqdkvfey9cuqQr63r1xF7LAQEklhcbK6ayGeCMrGl1b+lAl9KnD1ctXitrfGthWR87BmFhcPw4rFvnSlnbZrloZX3gAEti+ewz+Xm8CxegQwcwKNDz4INcZDMwkJyk+Osvrhj3jh26XZ6DgiA7m8m6Xz+ST4Lt/NZb5MynNt9myBDIywOcNSjIOiIChg6FO3egXz/YuROSknRljVe6Z85wsfWDB7k9tLQ0rsoC0qi2a1fdpi0IoY8/FuMzFNtgxfTpElmXLg3z58OUKYBTX/APhw83krWxHDC9epEZpHQMnzzJ3sn997MMLkx2tqREarlysH49vPeeZ8va9gn54YdcWkJyMrvy+vXJfCEy0r6sBwwgpezu3mXHFnr0sC9rvPFi+/PkZCbrRx/lyqhWqSLGgv39yZlJbfx082a5rKdNMzr/SilblsurK1+e5IOvWcNuaT8/uHxZd7Hs7y/2Wg4IILE87ZFZu9DZxyefmHrnlF27WHVvS7LWVoufO5cVQdbK+sQJeO89OHECjh0T096dwVbW2sXvuXOglbX0PF5iIrRvDwalLx96iItsBgaS/cZlyzhZ79qlK+sWLeD6dU7WuNgIfm9t2pBjRLb9j6pVg5gYMcMSz6zz8qBPH9i1C5KTxRS6o0dhwgTA54ERQmfPcrKOj+dknZ6uK+tu3XSbtiCEPvnEgqxnzbIja7pnEBZmJGvbEje24LRFpNP97tQpTtY0gwtz+7Zc1lgUXibrTz8Vc8hoYYEGDch8Qa/os5bQUFIdKT+fybpnT4iOBuPvA2+82P48JYX1Wn70URaRQAg9/LAYC6YrBq2st24Vvyfsmv37uYbKepQrx7WhqlmTzMHXrmW3dNu2kJFhJGuhfWdAAInlWZpZOyzrnTuZrI3bPGrp25c1Z0C8rPFzNyEBzp+Hkydh2DBWCdNV2KYkah8zV64wWX/+OathoiUpCdq1EwsPaalShYts4rq1CKHly7luv3v2sKNxAi1awLVrbDOGnm7FgbJ27cgSUNsClBIbK8r6yhU4fhzy86FXL9i9G3Jz2d6alo4dyeTp3DluI/ToUa5aaUYGV2UBaVTbvbtu0xaE0GefiVN+im2w4uefJbIuUwZ++w2mTIEmTVgYauRIo5i1GVn37UvSVKQFEs6cYRUOHny6Ut40AAAgAElEQVRQMiBtwwn33gsbN3qhrL/+WjyjTGnQgMwXdu3SPdpEGT6cHAsEADoVMiPrgAD5JOjSJSbrxx7jumpWrcrq1mPodW3YwDa7tm0Tw1Vm1lyU8uW5ClP16pEIxrp13C195YqurF99lTvkiRAKCCCxPEsza/q2P/3UsqxpKwbzsu7Xj2vtYStrzKlTMGSIvMuPMxjL+u5dlrqnJ+uLF6FtWzBo1/Tww1xks3lzst+4YgVbzCGE9u6VpBJjBFkLvP02yUwXRikmLk6UNQYAevQQa+drwcUbEEIXLnAbocePc9VKr141krX2MSzw+efyN4ZksqZH87WULctkTW/qUaOMZC1N8BDo14+kqEkLJJw9y8na9jlnuyzw8/NOWf/4o+7jtGFDkn+6e7d9WYeHs5Mm9FHWqxdER4Px9xEQQErlCtB68wihmjW5SW61auLGHf0+9uxhw3H7dlHWZh7jlIoVuQpTQUEkgrFhAyfrq1d1t6Fee01s39msGYnlxcayg+B2oYr87DNrst6xg8lar2yTLf37s+YMCKF589hBQe0HePo0hIbK54DOYHtDCo8ZOoanTZNXukhJgTZtxCpxWqpW5SKbzZuTEPaqVWzIIYSio41kff26rqw7dDBqdXjggK4TfXzE2vlaOnYkKk9M5DZChfYX2dlcSRykuTt69NDtsIUQmjZN943ZznIWLZIUgSlfHiIi4LffoEkTtrIZPRr++EP3RaUJHgL9+5M0FWnz9YQEJuuHHpK0nbL9msqXB5w25tGytn3IzJ+vuwXcqBEZOlFR9mU9ZoxE1r17w759dmS9ZIl8EnTlCidr7SS3enVx405620RGilk7lmRdqRJXYSo+noRrNm7k5l9ZWbqyfv11sX0nPsaGHJW11Zn1jh2sb45e2SZb3n2X68M0bx5rL6L9Ks+ehcGD5S3ZnMG2YonwmNEGH6SyxiddhSpxWqpV4yKbQUEkhL16Neu8gRCKjZXXOUEIxcQA7ZtjS8eOyKDV4cGDumvZe+4Ra+dr6dSJTJ6SkjhZnz7NVVS/fl2UNf3EevQw6rD1xRe6b8z2Spcvl1fswjRpwh6WY8ca5VlLG7MJvPuurqMQQufPsyIBVaqwOtoU27s+OBgOHYJff/U2WS9Zoptc2agRGTp79+oWDaCMH8+qIwmyNvPwtOXqVSbrxx/nJrmPPMIV/EM6st65U5S1mTUX5YEH5E1X//6bk3V2tq6s//c/cVXbrBmJ5e3fb0HWdLQ5MLN2QNYDBnB9mPRknZAAAwdyewkuwbZiifDO6afxxRfyskSXLkFICNlwllK9OhfZDAoiexhr13KyjouTnPvQoifrzp2NWh0ayLpECaPcyk6dyOTp4kVuI1SoqJ6Toyvrnj2NOmx9+aXYvIJi67t164xk3bgx+/zHjTM6wWiGgQN1dz4RQhcusETGKlUkA9LAP14m69WrdQsCNG5Mhk50tH1ZT5rEHtpU1riOmvk8BC3Z2UzWTzzBefPRR8WNO+lts3u3WBbA0mPjwQflffw2beIWy9ev6+YM1K9PpkKUpk1JzMfSzJoq0qqsIyNZ3xy9Gnu2DBjAnrsIofnzmayFxIwBA+Qt2ZzBrqzpe/jiC3lZovR0sN1T0vLII1yoPSiIhLDXreOaRx886KCsu3QxanVoIOuSJcXa+Vo6dSL3Y2oqF4g7f56T9a1bXLFJpJF1r17cNyvw1VcWZB0RYfThaAuoTZgAv/3m1CAZNEg3VIsQ+u8/JuuHH5YMSIMAoEfL2nYGGhGhG+Jo3Jjkn8bE2Jf11KksHKaVdVSUg7K+fp05sVYtzpuPPipu3EnjG1FRYk9PS++kShV5CvbmzZysb9zQlXWDBmIIsmlTEvOxNLPWyvrnny1cQmwsy0Q2L+tBg7imefPnsxIc2g/w/Hno35/b+HUJtufNhHdO773p0+VliTIy7FTlfeQRLtTeogUJYW/YwHraIYQOHzaaPCL9qFq3bkatDg8e1HViqVJiOWYtnTsTlV+6xMn6v/+46oC5uaKs6UOlVy+jdohff61bXMx2Sbp9u26MSGDiRKNCTmYYPFg3mI4QSkpisq5aVTIgDUa+l8l6xw7d04lNmpChs3+/7uyb8tlnLCuIyhpXezCfh6AlJ4eTtbYyX82aJOGUIq3BuG+fKGtL76RqVXkfvy1buMVyTo6RrIVVbZMmJJYaG8vq4dmFziWtzqy16BVEtWXQIO7ojVbW2g/wv/+gXz9TJV6dRHjntNiQnqy1VTuk1KjBRTZbtCBRkY0bSfsozJEjkoQHLXqy7t5dfrQSYyBrX1+uwpRA585k8pSezgXikpI4Wefl6cq6d2+jQ1UzZ+rK2nZJGhVlVtaTJxuVSDVDaKjuWgQhlJzMZF2tGpeJgNGGjAS8TNYxMbr1Ipo2JUMnLs6+rKdPZ2XVqKz79XNc1rduMVnXrs15s2ZNMctCSkyM2IDZfEYEQqh6dXk5wK1bOVnfuqWbjduwobiqpQ8PS2EQeqt8/rnjsrY9oKHHoEHcq/z2G5O19gNMTIS+fSX3hsvRe+dffimvIXf1qp1Cj0LafosWJCry99+crI8ftyNrvS2QHj2MWh0eOqQr69Klxdr5Wjp3JvdjRga3trt4kSvlmp+vK+s+fYzGzzff6JZAsF2S0m41dpkyBebOdWqQDB2q+4khhC5eZEeEqlWTN3TVw6NlbRtli4/XrWTUtCkZOgcP2pf111+zsgNaWe/eDZYUSblzh5O1tqXe44+LWRZSYmNFWZvfZEMI1agh7+O3bRsX2bx9W1fWjRrprmotzazprfL559bCIFqkBzSkhIZyr/Lbb2xRr/0qk5Kgd29r94ZjCG3RKV9+yepua9FW7ZDy2GNcZLNlSxIViYhg3aIRQidPyvtJUvRk3bOnUatDA1mXKSPWztfSuTO5HzMzOVmnpop1t4WQPV0B9O1rNH5mzbIg6yNHdIe9wNSpRp1izDBsmFHx99RUJuvq1UkBH5N4mazPnOFmE1qaNSND59Ah+7L+9ltWfZEuQg8cgMxMsKRIyt27bK1XuzbXpemJJ4zODlDi4kCorWw+bosQeuwxeWuof//lZJ2bqztqGzfWXdXm5FjYmqNLE2dm1kJHbQNCQ7kOp9qZtfarTE6GXr2s3Ruu5auv5LI2OK6CEc5YtWxJoiKbN3OyPn3acVlLT+tgDMIgZcsaFZLt0oXcj9pEKYTQpUtikV4DWRv0rv32W92DWraL49OndaN/Ah9/bNSD0QzDhxtVPUtLY7J+5BF59209vEzWyckgTTVHCDVrRg4LxMfbl/UPP7A1qRAxdEzWAEzWTz7JVearVUvMspBy8KAoa/NxW4TQ44/La7du385tQ+Xl6a4HmzQxWtWah94q06Y5PrM2z5Ah3N21YAGbWWufdikp0KOHtXvDtXz1lbw68/XrdsrR1KzJhdpbtiRRka1buRKMZ89yXb5s0Usu6t3bqNXhoUO688Ry5cRyzFq6dCEqz87mAnEZGXZkTR8q/foZefP773Vlbbs4/u8/3YxVgU8/dVbWYWFGx33T09nh+0cekXff1sOjZW27JXLlCrdZoaVZMzJ0jhyxL+tffmF5VIKsLc1ntdBc+jp1uMp8tWsbHfSiHD7MpTQhhAyyNW2pVUveGioykpP13bu6M+umTU01L7cLvVWcmVmbZ+hQmDOHm1lTWWufdqmp8M471u4N16In65wc+7LWhtqDg8lE+59/uJDguXOOy9qg1aFBGOTee42q1lBZX7/OyTozU5S1cANSWffvbxSR+OEH3X0U2/lWWppulQWBzz83ms6bYcQIow2ey5eZrGvUkHff1sPLZJ2Tw52G0hIQQIbOsWO6/X4oc+eypZ8wVizNZ6XUqcM1/njySaODXpQjR0RZW6J2bXnt1p07ucBRfr7uzJouTZyE3ioFM7MeOpS7pbWy1pZRTkuDbt3k54YKhq+/lpfSv3nTTjmaxx/nQu3BwWSivW0bJ2vtaQspepmgffsatTo8fFh3Zu3nJ9bO19K1KxlOOTncajgrSyzSayBrg72+H3/UdaLtfCszU7cysIDJIpcGjBxptMGTkcHJWno2Qg+PlrVtlA2AK7eoJSCADJ3jx+3L+rff2A64O2StrSVfp46pIvpHj4rdqa2+qLQ11K5dYpRf7wgGfdo5Cb1VnB/3Zhg2jLulFyyQJ6Klp0PXrtYmMq5FT9a3b9uR9RNPcKH24GAy0d6+nXTRxiQmOi5rg1aHBmGQ8uXF2vlaunYlM+ubNzlZX7smelPYX6UrgHffNcqi+/lnXSfSc7CUnBzdPtEC06dbK8JuS3g4ayVqS2YmK2v16KO65emleJmsEUKVK8svLzCQDJ2TJ+3LeuFCNv8SxgptVuIwdetylfnq1jU66EU5ftwpWT/1lLzbyO7dFmRtMFEyD33azZjhbBaUGYYP504x6Mn68mXo0sXaRMa1zJghl3Vurp1yNLVqcdGb4GDi7shITtbaBF4pejmp/fvLdz4xBjPrChXE2vla6Mz69m1O1jduWJC1wfmUX34xcqLA3btmb67168UamVYZNYp1p7Pl6lUm68ce4w5k2MWjZW3pvHVgIKl3c+qUfVkvXszqIRgnTjlA3bpceeKnnjI66EU5edIpWT/9tLzQ9p49XM4AktUyxAQGGt175tHWwywAhg/nzgfryTojAzp1sjaRcS16ss7LsyPr2rW56E1wMNkm3bmT656ckuK4rA1aHRrIumJFo/rgVNa5udyuyc2boqyFZBi6Ahg40KhMx+zZFmSN9Ie9yxk9GgwmfFlZTNY1a8oPsulRdGTdvDkZOmfO2Jf10qVipz4XUrcuV/HyqaeMDnpRTp82u1KT8uyz8kLbe/ealXXz5mLfCq9g+HDulv79d7msr1yBjh2tTWRcy8yZ8o6Cd+/aqR1WuzYXvQkOJhPtXbs4WWtzwqToHSAYMMCo1aFBGKRiRaP64F27kg3/vDyu4UturrjXZyBrgwJ4v/5qTdZm2ie6hDFjWHc6W65dY7tuNWvKz0bo4dGytlQco3lzMnTMyHrzZrY173JZP/UUV/Hy6adNpcSdPeuUrJ97Tt5tZN8+UdZ61xsU5PpGKgVAWBh3S//+u/w83tWr0KGDtYmMa5k5U95RUNv+QsqTT3LRm1atiLv37OFO86an25G1Xk7qgAFGrQ4NZtaVKhnVB6cza4G8PFHWQjIMXQEMHGhUWnruXKNogy2WCg47w9ixrOGRLdevc7KmXdXNUHRkHRREhs7Zs/ZlrcXlj1whKPzMM0YHvSgJCU7J+oUX5IW2o6PFhugGsnZ5bf4CQJC1XhgkKwvat5efyC8Y9GSN9HcRME8+yUVvWrUi7o6KgpAQ9vOMDAdlPWgQK71gy6lTpEOjLZUqGdUH79ZNnoWdny/KWtAoXQEMGgQLF+r9ejRvnjVZO1agzQHGjWM9NGy5cYPJ+vHH5QfZ9PBoWVsq0xEURIZOQoJnyfrZZ03lL58/L+afWuLFF+UF7GNjRVnrXW+LFq6vzV8AmJxZZ2dDu3bWVp2uZeZMXScay7pOHS5606oV+ePevZysr161I2u9AwSDBhn1pTWgcmVJ7XyKnqyR/pFFDJX14MFGvWvnzzcKDdviWBkJBxg/HmzTUSg3b3Kylh5k06NIyRqf7Cp0WQtB4eeeM5W//N9/Tsn65ZflBez37xerqehdLz0a512MGMEtlvVkfe0atG1rbdXpWpyRtTZ606oV+WN0NFeBMjvbQVmHhhq1OjTg/vuNihCYl7Wwv0pXAIMHw+LFur9/wQJrstbG993KhAmsLLstt24xWT/xBHfU2S4eLWtLD8MWLcjQOXfOmqwt9aU1g62sDU7lUpKSnJK13g0fFyfKWu96W7Z0fW3+AmDkSFOyvnED2rSxtup0Ld9846Cs69blFgRU1jExnKyvX+eaiNuid4AgNNSo1aEBDzxgVB+cbjDaItwgQsieyjo0FJYs0f39v/9utI9XiHz4IQwerPvGbt/mZC09daxHkZI1HjpWZ9Yul7UQFH7+eVP5yxcvmj1kJUXvhj9wQJS13k4LPcfsXZiUdU4OvPWWtVWna3FY1k89xS0IWrUikff9++Gtt9jPc3IclPWQIVzHYfM88IBRfXCDmbVwgwjRZLoCCA2Fv/7S/f1//OGhsp40CUJDdd/YnTusyVmtWvKDbHp4tKwt1VRq0YIMnUKfWQtxhhdeMDroRUlJcUrWegl5hw6ZlXWrVgVR7tnlhIebkvXNmxASYm3V6Vq++UY3NGxX1toFAZV1XBwn61u37Mhar9D20KFGfWkNePBBowFjIGu9XD0MfaiEhsKyZbq/f9EiD5X15MkwZIjuG8vL42Sdk1NUZG2pplLLlmToWJW1y3N6hLH44oumDpukpTkla70cj8OHRVnrnS1u1aogyj27HJOyvnULWre2tup0LQ7L+umnuQUBlfWBA5ysc3PtxKyFDp+UYcOM+tIa8NBDRgPGQNZ6uXoYKuuhQ41k/eefRhlyhciUKUayzs9nsq5dW37qWI8iJWt8DPf8+UKWtTAWX3zR1GGT9HS3yDo+njuUbEDr1oVZQdRhwsNh4UL7ss7NhVat5LWuCoZZs3RlbXy47umnuQUBlfWhQ1w/0rw8O7LWY9gwo1aHBjz0kNGAMZC1XvoHhq4Ahg6F5ct1f//ixR4q648+gqFDdd8YACdr6aljPTxa1pZqKrVsSYZOoc+shV/40kumDptkZJit4ihFW4VSy9GjFmRdiBVEHWbUKFOyvnMHgoOthQhdi8OyfuYZbkHQqhXZbzx8mJN1fr6Dsh4+HH74wZF/WKWK0YDp1k23Lphe+gfGpKyXLPFQWX/8sZGskWYh9eST8lPH+v/Qg2VtvhEf0hzDtTqzNq7M4ADCL3z5ZaNTuZTMTKdkrcexY2ZlHRJSmEXpHEaQ9dKl8sPTeXnQooW1EKFrmTWL9WgWsCtr7YKAzqyPHIG2bbl/aBxO0eO99xysM/fww0YlZ3v21N1X10v/wHToQP44bJiRrJcuNTp7Uoh88gkMG2ZW1tJTx/r/0INlbb4RH0IoOJgMHQ+UtZnDJllZbpH18eMWZF2IRekcRpC1HnfvQlCQtRCha3FY1s8+yz1jEhPJUdWjR10ma8cq2Vat6uDT/fHHuX+lF+0cNgxWrND9/cuWeaisP/3UjqxppaA6deSnjvXwaFkb9J20hdZMyM42Ss+0xVK5KAd+4SuvGB30omRnu0XWJ06AyeMAb77plbIePdqUrAGgeXNrIULX4oyspc+Y48dFWTtWWG7ECAd7RFSt6poBoxftNJ5ZL1/uobL+/HMYPtzUG6tTh6v4ZhePlrUlWrVysACmy2UtpCK98oqpk4HXr7tF1qdOWZC1N4ZBTMoaIeTjYy1E6FpmzdI9KGhcSuy55+TPmBMnxPZ1xqFSPUaMcLDrYLVqrqliqNcCe/hwo5n1ypUeKutp0yzIWloiQo8iJWvHho7LK7wIqUj16pk6GZiT4xZZnz6tZE3w8YHcXE+cWduVtfQZc/Kk/V6jZhg5kmtiaZ5q1dxbxdBY1qtWGZXgKES++MKsrOvWlZeI0KNIydqxoeNyWQubBv7+pk4G3rrlFlmfOWNB1oXYotBhxoyBRYtMve177rG2n+NaHJ5ZP/+8/Blz+rRrZB0e7qCsq1d3bxVDY1mvXu2hsp4+Hd57z+zswdJvVrK2Vi7KAfz9jU7lUmyLsruEhASzsn7rLW+VtcmZdYkS1vZzXIszspY+Y86ccY2s33/fqIm4AY884t4qhu+9BytX6v7+NWs8VNZffQVhYUrWhrRu7eBz3t2yfvVVUycD79xxi6zPneNK1Bvw1ltemWc9dqzZmXWJEtb2c1yLgayN6z7qVSpPSChkWdeo4d7CWMayXrfOqLhdIfL112ZlbXVDuEjJ2rGZtbsL3b76KtedWo+7d90i6/Pnzco6MrIwkyUcxrysS5a0FiJ0Lc7IWroN5SpZjxrlYF/jGjXcWxgrLMwrZT1jhpK1PTxW1q+9ZuoYNwC88ILr38mFC2Zl7aV88IFZWTuWhuwqnJG19BljtbqkHg7L+tFH3VsYy1jW69d7qKxnzoQRI5SsDXFY1pZq+znA66+bDS+4wyaJiUrWhMKV9blzuun2xnUf9d62q2Q9erTjsnZrYaywMFi1Svf3b9jgobKeNcusrK12f1WyLghZm9y4c+xQgzFJSUVc1uPGeYesDShcWY8Z46CsH3vMvYWxRowwmllv2ACDBnniF/rttzBypJK1IQ7L2lJtPwd4/XWz+cvukHVyspI1oYjJ2mrBMj3GjnVc1m6ttTJihFfOrL/7zqysrTYULDqyXrTIwaHjblm/8YbZU7lWn7RmuHhRyZrgsbI2rvuo9wh31czaYVnXrOneWivGst640UNn1t9/r2TtNiwVYnWAN94we7TS5a17EUKpqUVc1uPHF1NZnzsH7du74Io++ADmzXNQ1m5NHzKW9d9/e6isf/wRwsNNvTGrPaqUrK0VYnWA//3PbHzGHbJOS1OyJnisrI3rPuqttxISClnWjz/u3lorI0d6pax/+knJ2m24W9b165s9rePybpAIoUuXlKwJStZSxo1zXNZurbXipbL++Wezsrba9kTJ2lrVbAeoX9/sqVyX96xBCKWnK1kTPFbWxnUf9dZbrgqDOCzrJ55w7/F9Y1lv2uShsv7lF3j//SIna5//R/q/XPhCxuzZ496vvEEDyMwsTFmHhHjimHYVEyYUU1kX+sz6iSfce3w/PNyOrAcP9sQvdPZss7K22vak8GfWhS5rd9OggdkSCi7vWYOKwcy6CMjauO6jXnAsMxPmz3fBFY0f7+DvqVXLWjlmq3iprOfMUbL2Who0MHsq1+VtEFAxiFkXW1m7igkTHJe1W2utGMs6IsLrZW31fvdcWWtx+YsWJA0amD2V+9BDKgximQkTzJZIdceZI5dgXPfRHcExLQ7L2t0PPy+V9a+/wqhRrpS1wyZ01pu2r1rkZ9YNG7r3VK4xRV7WH35oofmAu9+MYxjL2h3BMS0ffqhk7UrmzjUra6ttTzx3Zu3yFyosGjaEGzcKU9ZFOwxSBGRtXPfxyy+VrCVs3uz1sq5SxXtkbRDrKEqybtTIvSUUjLl8uejL2tvDIO4u0muMw7J29+f5/vtGst6yxetlbZXCn1nLX6ZoydqtJRSMyc2Ff/7xxDHtKiZO9HpZu7vuozETJypZu5L582H0aCVr76RRI6/swOItKFk7icOydkfdMS1K1gJK1m6ncWP3nsot5pgPg7hbLg7j7rqPxkya5JWy3rpVydre33fHm5C8TNGStbQ7tcIl/P47/PuvkrXjKFm7FiVrL6ZxY/eWUFCYxGNl7e4ivcZMnuygrN1RJFLLtGmwdav3yXrBAhgzRsnaO2nc2L0lFBQmUbKW4rGyNkbJ2v7fd8ebkLxMEZJ1kybuLaGgMEnhysUAdxfpNWbKFAdl7e5z8Mb884+Stb2/7443IXmZoiVrt5ZQUJjEY2Xt7iK9xkyZ4mDVPSVrKUrWXoybvjmFVTxW1j//7JUza3cXLTHGY2X9xx9K1gqFc3isrAsXh2fWStZS/vgDxo5VslYonKBwl+0ey0cfOShrd1eYMsaTZa1m1gqFUyhZS/noIwfDIErWUpSsFQpnUbKW4vDM2h29MsyzbZuHynrhQhUGUSico3BjrB7L1KkOytpqOWbX4rGyXrRIzawVCudQspbipbLevdtdlUidZNEiNbNWKJxDyVqKw7I2bnBTbPnzTyVrhcI5CndDzGOZOhXmzlWydhlK1gqFsyhZS9m2Dfbvd+STMVnssLihZK1QOIuStaIAULJWKJylcFPNFMWExYuVrBUK51CyVhQAStYKhbMUbqqZopigZK1QOIuStaIAWLJEyVqhcA4la0UB8NdfStYKhXOovGBFAaBkrVA4i5K1ogBQslYonOXee5WsFW5HyVqhcBYla0UBsHSpkrVC4Rx+fkrWCrejZK1QOIuStaIAULJWKJylfHkla4XbUbJWKJxFyVpRACxbpmStUDhHhQpK1gq3s2yZauulUDiHkrWiAFCyViicpWJFJWuF21m+XMlaoXAOJWtFAaBkrVA4S6tWStYKt7N8OXzwgZK1QqFQFFeUrBUKhcILULJWKBQKL0DJWqFQKLwAJWuFQqHwApSsFQqFwgtQslYoFAovQMlaoVAovAAla4VCofAClKwVCoXCC1CyVigUCi9AyVqhUCi8ACVrhUKh8ALcLmuf/8fgf9n+32Iua3X5hf0WChN1+YX9FgoTg8svoJm1nqwt/f3ig7r8wn4LhYm6/MJ+C4WJ58r6vvvuq1y5cvv27RMTE515W0UMdfmF/RYKE3X5hf0WChMPlTUmLS0tPDw8ICBA+PsKhUKh0OJ6Wdv+auOXycrK8vPzs/Q+FAqFQmGA62fWmZmZ48aNa9SokaNvSaFQKBQijmeD0Lk2FTf+ScWKFVu3bp2QkODid6pQKBTFmGId+1coFApvQclaoVAovAAla4VCofAClKwVCoXCCygIWaempgYFBZUvXz4oKCg1NbUAXrEQsU1ztL38IvyBLF269Jlnnilbtqy/v39kZCQqZpe/ZMmSunXr4svfvn07KmaXj5k8eTId/8Xn8m2zp11+7QUh6z59+oSHh1+9enXkyJF9+/YtgFcsdLSytr38IvyBdOrUKT4+/ubNm3PmzKlWrRoqZpffs2fP8+fP5+TkLFq0qGrVqqiYXT5CKCYmpmrVqnT8F5/Lt81mdvm1F4Ssq1WrlpSUhBBKSkqqXr16AbxioaP95mwvvzh8IGfOnKlVqxYqlpd/69at5cuXv/DCC6iYXf7Nmzeff/75bdu20fFffC7fx6bYhsuvvSBk7evrm5ubixDKzc319fUtgFcsdLSytr38Iv+BpKSk1KtXb82aNaj4XT5eCFeqVCkqKgoVs8sPC4cU1ZwAAAEoSURBVAubMWMG0oz/YnX5iC+24fJrVzNrt1CcZ9b79u2rWbPmwoUL8R+L2+UjhHAYpHbt2qiYXb7tiblidfkYWmzDK2fWvXv3xpGa8PDwPn36FMArFjpaWdtefhH+QGbPnl2lSpXNmzfTnxSryw8LC7t06VJOTs7ixYtr1KiBitnlU+j4L26Xry224fJrLwhZp6SkBAYG+vn5BQYGpqSkFMArFiK2kwvbyy/CH4hw+deuXStWlz937txq1ar5+fnVr19/z549qJh9+xQq6+Jz+bbFNlx+7SrPWqFQKLwAJWuFQqHwApSsFQqFwgtQslYoFAovQMlaoVAovAAla4VCofAClKwVCoXCC1CyVigUCi9AyVqhUCi8ACVrhUKh8AKUrBUKhcIL+D9W3fSnpXWuswAAAABJRU5ErkJggg==" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 2</b>. CDF(4, 4), D8, 4 scales</span></td></tr>
</tbody></table>
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"> </span></span></span></span></span></span></span></span></span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;">static void ex_4_3_chirp_512_hwt_d8_p33() { multires_ex_4_3_hwt_p33("Ex. 4.3, HWT, D8, p. 33", D8_START_512, D8_END_512, 512, 4); }</span></span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="328" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 3</b>. HWT, D8, 4 scales</span></td></tr>
</tbody></table>
</div>
<hr style="margin-left: 0px; margin-right: 0px;" />
<span style="font-size: small; font-weight: bold;">D5 Graphs </span><br />
<span style="font-size: xx-small; font-weight: bold;"><br /></span>
<br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="color: purple;">static void ex_4_3_chirp_512_cdf44_d5_p33() { multires_ex_4_3_cdf44_p33("Ex. 4.3, CDF44, D5, p. 33", D5_START_512, D5_END_512, 512, 4); }</span></span></span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="330" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 8</b>. CDF(4, 4), D5, 4 scales</span></td></tr>
</tbody></table>
<span style="font-size: xx-small;"><span style="font-size: xx-small;"> </span></span><br />
<br />
<span style="color: purple;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;">static void ex_4_3_chirp_512_hwt_d5_p33() { multires_ex_4_3_hwt_p33("Ex. 4.3, HWT, D5, p. 33", D5_START_512, D5_END_512, 512, 4); }</span></span></span></span><br />
<br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"> </span> </span></span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="322" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 9</b>. HWT, D5, 4 scales</span></td></tr>
</tbody></table>
<br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;"> </span> </span><br />
<hr style="margin-left: 0px; margin-right: 0px;" />
<span style="font-size: small; font-weight: bold;">S5 Graphs </span><br />
<span style="font-size: xx-small; font-weight: bold;"><br /></span>
<br />
<span style="color: purple;"><span style="font-size: xx-small;"><span style="font-size: xx-small;">static void ex_4_3_chirp_512_cdf44_s5_p33() { multires_ex_4_3_cdf44_p33("Ex. 4.3, CDF44, S5, p. 33", S5_START_512, S5_END_512, 512, 4); }</span></span></span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="329" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 10</b>. CDF(4, 4), S5, 4 scales</span></td></tr>
</tbody></table>
<br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;"> </span><span style="color: purple;"> </span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;"> static void ex_4_3_chirp_512_hwt_s5_p33() { multires_ex_4_3_hwt_p33("Ex. 4.3, HWT, S5, p. 33", S5_START_512, S5_END_512, 512, 4); } </span></span><br />
<span style="font-size: xx-small;"><br /></span>
<span style="font-size: xx-small;"><br /></span>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="325" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 11</b>. HWT, S5, 4 scales</span></td></tr>
</tbody></table>
<br />
<hr style="margin-left: 0px; margin-right: 0px;" />
<span style="font-size: small; font-weight: bold;"> </span></div>
Unknownnoreply@blogger.comtag:blogger.com,1999:blog-1760164640344466369.post-53184256924546142072016-03-23T16:53:00.000-07:002016-03-23T16:55:27.260-07:00Comparing HWT with CDF(4, 4) in Removing Slow Variations from Signals: Programmatic Note 14 on Ripples in Mathematics<div dir="ltr" style="text-align: left;" trbidi="on">
<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="font-family: "Trebuchet MS",sans-serif; text-align: center;">
<span style="font-size: x-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></div>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Problem</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">This is my programmatic note 14 on Ch. 04, p. 31-34, in "<a href="http://www.springer.com/us/book/9783540416623">Ripples in Mathematics</a>" by A. Jensen & A. la Cour-Harbo. These notes document my programmatic journey, sometimes easy, sometimes
painful, but always joyful, through this great text. My notes
are for those who want to use Java as a programming
investigation tool of various wavelet algorithms and Octave for plotting the
results. You can find my previous notes by searching my blog on "ripples
in mathematics." If you are on the same journey, let me know of any
bugs in my code or improvements you have found that let us all, fellow travelers on the wavelet road, get better and more beautiful results.</span><br />
<br />
<span style="font-size: xx-small;">In
this note, I continue with the example in Section 4.2 on p. 31 that I started in <a href="http://www.vkedco.blogspot.com/2016/02/removing-slow-variations-from-signals.html">note 13</a>. Recall that the example investigates the logarithm function defined in Eq. 4.1 on p. 31.
The function, <b>f(t) = log(2 + sin(3*pi*sqrt(t))</b>, is sampled 1024 times at points 1/1024, 2/1024, 3/1024, ...,
1024/1024. The values at 1/1024, 33/1024, 65/1024, etc. are set to 2.
These are the fast variations. The <a href="http://www.vkedco.blogspot.com/2016/02/multiresolution-analysis-of-synthetic.html">multi-resolution analysis</a> uses CDF(4, 4) to
remove slow variations from the signal. This note compares <a href="http://www.vkedco.blogspot.com/2015/09/3-scale-1d-ordered-hwt-multiresolution.html">HWT</a> with <a href="http://www.vkedco.blogspot.com/2016/01/vladimir-kulyukin-problem-this-is-my.html">CDF(4, 4)</a> in removing slow variations from this signal.</span></div>
<hr style="margin-left: 0px; margin-right: 0px;" />
<span style="font-size: small; font-weight: bold;">Removing Slow Variations from 1D Signal with HWT and CDF(4, 4) </span><br />
<span style="font-size: xx-small; font-weight: bold;"><br /></span>
<br />
<div style="text-align: justify;">
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;">The static method </span></span></span></span></span></span></span></span></span></span><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"> <span style="color: purple;">keepFastVariationsInSignal()</span></span></span></span></span></span></span></span></span></span></span> in <a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.ripples/ApplyDWT.java">ApplyDWT.java</a>, with a method <span style="color: purple;">keepFastVariationsInSignal()</span> implements a fast variation signal filter which keeps fast variations and removes slow ones. The second argument in this method is a two-value static enum, CDF44 or HWT, where the caller specifies which DWT is used in the multi-resolution analysis. The logical steps in the method </span></span></span></span></span></span></span></span></span></span><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><span style="color: purple;">keepFastVariationsInSignal()</span> are detailed </span></span></span></span></span></span></span></span></span></span><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;">in <a href="http://www.vkedco.blogspot.com/2016/02/removing-slow-variations-from-signals.html">note 13</a></span>. The two static methods below are implemented <span style="font-size: xx-small;">in </span></span></span></span></span></span></span></span></span></span></span><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.tests/RipplesInMathCh04.java">RipplesInMathCh04.java</a></span></span></span></span></span></span></span></span></span></span><b>. </b>The first method uses CDF(4, 4); the second one - HWT. </span></span></span></span></span></span></span></span></span></span></span></div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr></tr>
<tr></tr>
</tbody></table>
<br />
<span style="color: purple;"><span style="font-size: xx-small;"> static void fig_4_15_cdf44_p35() {<br /> for(int i = 0; i < 1024; i++) {<br /> sRangeFig_4_12_p33[i] = sRipples_F_p33.v(sDomainFig_4_12_p33[i]);<br /> }<br /> <br /> for(int i = 1; i < 1024; i += 32) {<br /> sRangeFig_4_12_p33[i] += 2;<br /> }<br /> <br /> ApplyDWT.keepFastVariationsInSignal(sRangeFig_4_12_p33, ApplyDWT.DWT.CDF44, 5, S6_START_1024, S6_END_1024);<br /> <br /> display_signal(sRangeFig_4_12_p33);<br /> System.out.println("========================="); </span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;">} </span></span><br />
<br />
<span style="color: purple;"><span style="font-size: xx-small;"><span style="color: black;"><span style="color: purple;">static void fig_4_15_hwt_p35() {<br /> for(int i = 0; i < 1024; i++) {<br /> sRangeFig_4_12_p33[i] = sRipples_F_p33.v(sDomainFig_4_12_p33[i]);<br /> }<br /> <br /> for(int i = 1; i < 1024; i += 32) {<br /> sRangeFig_4_12_p33[i] += 2;<br /> }<br /> <br /> ApplyDWT.keepFastVariationsInSignal(sRangeFig_4_12_p33, ApplyDWT.DWT.HWT, 5, S6_START_1024, S6_END_1024);<br /> <br /> display_signal(sRangeFig_4_12_p33);<br /> System.out.println("========================="); <br /> } </span></span></span></span><br />
<br />
<hr style="margin-left: 0px; margin-right: 0px;" />
<span style="font-size: small; font-weight: bold;">Removing Slow Variations from 1D Signal with CDF(4, 4) and HWT</span><br />
<br />
<div style="text-align: justify;">
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;">The output of the static method <span style="color: purple;">fig_4_15_cdf44_p35()</span> is plotted with <a href="https://github.com/VKEDCO/matlab/blob/master/ripples/ch04/fig_4_15_cdf44_p35.m">fig_4_15_cdf44_p35.m</a> in Fig. 1. The output of the static method </span></span></span></span></span></span></span></span></span></span><span style="color: purple;"><span style="font-size: xx-small;"><span style="color: black;"><span style="color: purple;">fig_4_15_hwt_p35()</span> is plotted with <a href="https://github.com/VKEDCO/matlab/blob/master/ripples/ch04/fig_4_15_hwt_p35.m">fig_4_15_hwt_p35.m</a> in <b>Fig. 2</b>. As these plots show, HWT keeps the fast variations just as well as CDF(4, 4). However, the graph of the reconstructed fast variations obtained with HWT is not as smooth as the graph obtained with CDF(4, 4).</span></span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;"><span style="color: black;"><br /></span></span></span></div>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="322" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 1</b>. Fig. 4.15, p. 35 reconstructed with CDF(4, 4)</span></td></tr>
</tbody></table>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="321" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 2</b>. Fig. 4.15, p. 35 reconstructed with HWT</span></td></tr>
</tbody></table>
<br />
<hr style="margin-left: 0px; margin-right: 0px;" />
<br /></div>
Unknownnoreply@blogger.comtag:blogger.com,1999:blog-1760164640344466369.post-11296654010711011892016-02-18T11:21:00.000-08:002016-03-23T15:59:57.344-07:00Removing Slow Variations from Signals with CDF(4, 4): Programmatic Note 13 on Ripples in Mathematics <div dir="ltr" style="text-align: left;" trbidi="on">
<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="font-family: "Trebuchet MS",sans-serif; text-align: center;">
<span style="font-size: x-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></div>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Problem</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">This is my programmatic note 13 on Ch. 04, p. 31-34, in "<a href="http://www.springer.com/us/book/9783540416623">Ripples in Mathematics</a>" by A. Jensen & A. la Cour-Harbo. These notes document my programmatic journey, sometimes easy, sometimes
painful but always joyful, through this great text. My notes
are for those who want to use Java as a programming
investigation tool of various wavelet algorithms and Octave for plotting the
results. You can find my previous notes by searching my blog on "ripples
in mathematics." If you are on the same journey, let me know of any
bugs in my code or improvements you have found that let us all, fellow travelers on the wavelet road, get the
results in a better way.</span><br />
<br />
<span style="font-size: xx-small;">In
this note, I document my programmatic reconstruction of the example that starts on p. 31 with the logarithm function in Eq. 4.1 on p. 31. The function is defined as <b>f(t) = log(2 + sin(3*pi*sqrt(t))</b>. The function is sampled 1024 times at points 1/1024, 2/1024, 3/1024, ..., 1024/1024. The values at 1/1024, 33/1024, 65/1024, etc. are set to 2. These are the fast variations. The multiresolution analysis is used to remove slow variations from the signal. To put it differently, the multiresolution analysis allows us to design filters for fast variations. </span></div>
<hr style="margin-left: 0px; margin-right: 0px;" />
<span style="font-size: small; font-weight: bold;">Graphing Logarithmic Function in Equation 4.1</span><br />
<span style="font-size: xx-small; font-weight: bold;"><br /></span>
<br />
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;">I abstracted the function in Eq. 4.1 into a Java class <a href="https://github.com/VKEDCO/java/blob/master/stewarts_calc/org.vkedco.calc.utils/Ripples_F_p33.java">Ripples_F_p33.java</a>.</span></span></span></span></span></span></span></span></span></span><br />
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><br /></span></span></span></span></span></span></span></span></span></span>
<br />
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr></tr>
<tr></tr>
</tbody></table>
<span style="color: purple;"><span style="font-size: xx-small;">public class Ripples_F_p33 extends Function {<br /> public Ripples_F_p33() {}<br /> @Override<br /> public double v(double t) { return Math.log(2.0 + Math.sin(3 * Math.PI * Math.sqrt(t))); } <br /> <br />}</span></span><br />
<br />
<span style="font-size: xx-small;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;">The values computed by this function were placed in an Octave script <a href="https://github.com/VKEDCO/matlab/blob/master/ripples/ch04/fig_4_12_p33.m">fig_4_13_p33.m</a>. <b>Fig. 1</b> shows the Octave graph of this function given on p. 33 in "Ripples."</span></span></span></span></span></span></span></span></span></span></span><br />
<span style="font-size: xx-small;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><br /></span></span></span></span></span></span></span></span></span></span></span>
<span style="font-size: xx-small;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><br /></span></span></span></span></span></span></span></span></span></span></span>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="331" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 1</b>. Graph of f(t) = log(2 + sin(3*pi*sqrt(t)) with added variations at i/1024, for i = 1, 33, 65, ... </span></td></tr>
</tbody></table>
<br />
<hr style="margin-left: 0px; margin-right: 0px;" />
<span style="font-size: small; font-weight: bold;">Multiresolution Analysis of Signal in Fig. 1</span><br />
<span style="font-size: xx-small; font-weight: bold;"><br /></span>
<br />
<span style="font-size: xx-small;">The removal of slow variations from the original signal starts with the multiresolution analysis detailed in this section. To begin with, I applied six scales of <a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.ripples/CDF44.java">CDF(4, 4)</a> to reconstruct the multi-resolution analysis in <b>Fig. 4.13</b> on p. 34 in "Ripples." Below is a auxiliary static method I added to<a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.ripples/RipplesInMathCh04.java"> RipplesInMathCh04.java</a>.</span><br />
<br />
<span style="font-size: xx-small;"><span style="color: purple;">static void multires_fig_4_13_p34(String message, int range_start, int range_end) {<br /> for(int i = 0; i < 1024; i++) {<br /> sRangeFig_4_12_p33[i] = sRipples_F_p33.v(sDomainFig_4_12_p33[i]);<br /> }<br /> <br /> for(int i = 1; i < 1024; i += 32) {<br /> sRangeFig_4_12_p33[i] += 2;<br /> }<br /><br /> CDF44.orderedDWTForNumIters(sRangeFig_4_12_p33, 6, false);<br /> <br /> double[] signal = new double[sRangeFig_4_12_p33.length];<br /> for(int i = 0; i < 1024; i++) {<br /> if ( i >= range_start && i <= range_end ) {<br /> signal[i] = sRangeFig_4_12_p33[i];<br /> }<br /> else {<br /> signal[i] = 0;<br /> }<br /> }<br /> <br /> System.out.println("=========================");<br /> System.out.println(message);<br /> display_signal(signal);<br /> System.out.println("Inversed Signal");<br /> System.out.println("=========================");<br /> CDF44.orderedInverseDWTForNumIters(signal, 6, false);<br /> display_signal(signal);<br /> System.out.println("=========================");<br /> }</span> </span><br />
<br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;"> </span>Then I added several static methods that call </span><span style="font-size: xx-small;"><span style="color: purple;">multires_fig_4_13_p34()</span>. Each function below is followed by the graph generated by the corresponding Octave scripts. </span><br />
<span style="font-size: xx-small;"> </span><br />
<span style="font-size: xx-small;"><span style="color: purple;">static void fig_4_13_D10_p34() {<br /> multires_fig_4_13_p34("Fig. 4.13, 06-06-07-08-09-D10, p. 33", D10_START_1024, D10_END_1024);<br /> }</span><br /> </span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="328" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 2</b>. Signal reconstructed from CDF(4,4) D10 wavelet coefficients generated by <a href="https://github.com/VKEDCO/matlab/blob/master/ripples/ch04/fig_4_13_p34_d10.m">fig_4_13_p34_d10.m</a></span></td></tr>
</tbody></table>
<span style="font-size: xx-small;"> <span style="color: purple;"><br /></span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;">static void fig_4_13_D9_p34() {<br /> multires_fig_4_13_p34("Fig. 4.13, 06-06-07-08-D9-010, p. 33", D9_START_1024, D9_END_1024);<br /> }</span></span><br />
<span style="font-size: xx-small;"></span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="338" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 3</b>. Signal reconstructed from CDF(4,4) D9 wavelet coefficients generated by <a href="https://github.com/VKEDCO/matlab/blob/master/ripples/ch04/fig_4_13_p34_d9.m">fig_4_13_p34_d9.m</a></span></td></tr>
</tbody></table>
<span style="font-size: xx-small;"> </span><br />
<span style="font-size: xx-small;"><span style="color: purple;">static void fig_4_13_D8_p34() {<br /> multires_fig_4_13_p34("Fig. 4.13, 06-06-07-D8-09-010, p. 33", D8_START_1024, D8_END_1024);<br /> }</span><br /> </span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="334" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 4</b>. Signal reconstructed from CDF(4,4) D8 wavelet coefficients generated by <a href="https://github.com/VKEDCO/matlab/blob/master/ripples/ch04/fig_4_13_p34_d8.m">fig_4_13_p34_d8.m</a></span></td></tr>
</tbody></table>
<br />
<span style="font-size: xx-small;"> <span style="color: purple;"> </span></span><span style="color: purple;"><span style="font-size: xx-small;">static void fig_4_13_D7_p34() {<br /> multires_fig_4_13_p34("Fig. 4.13, 06-06-D7-08-09-010, p. 33", D7_START_1024, D7_END_1024);<br /> }</span></span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="328" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 5</b>. Signal reconstructed from CDF(4,4) D7 wavelet coefficients generated by <a href="https://github.com/VKEDCO/matlab/blob/master/ripples/ch04/fig_4_13_d7_p34.m">fig_4_13_p34_d7.m</a></span></td></tr>
</tbody></table>
<span style="font-size: xx-small;"></span><span style="font-size: xx-small;"> </span><br />
<br />
<span style="font-size: xx-small;"><span style="color: purple;">static void fig_4_13_D6_p34() {<br /> multires_fig_4_13_p34("Fig. 4.13, 06-D6-07-08-09-010, p. 33", D6_START_1024, D6_END_1024);<br /> }</span></span><br />
<span style="font-size: xx-small;"><br /></span>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="324" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 6</b>. Signal reconstructed from CDF(4,4) D6 wavelet coefficients generated by<a href="https://github.com/VKEDCO/matlab/blob/master/ripples/ch04/ex_4_3_chirp_512_CDF44_D6_p33.m"> fig_4_13_p34_d6.m</a></span></td></tr>
</tbody></table>
<br />
<span style="color: purple;"><span style="font-size: xx-small;"> static void fig_4_13_S6_p34() {<br /> multires_fig_4_13_p34("Fig. 4.13, S6-06-07-08-09-010, p. 33", S6_START_1024, S6_END_1024);<br /> }</span></span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="325" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 7</b>. Signal reconstructed from CDF(4,4) S6 wavelet coefficients generated by <a href="https://github.com/VKEDCO/matlab/blob/master/ripples/ch04/fig_4_14_s6_p35.m">fig_4_14_s6_p35.m</a></span></td></tr>
</tbody></table>
<span style="font-size: xx-small;"><br /></span>
<br />
<hr style="margin-left: 0px; margin-right: 0px;" />
<span style="font-size: small; font-weight: bold;">Removing Slow Variations from 1D Signal in Fig. 1</span><br />
<span style="font-size: xx-small; font-weight: bold;"><br /></span>
<br />
<div style="text-align: justify;">
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;">I implemented a separate class, <a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.ripples/ApplyDWT.java">ApplyDWT.java</a>, with a method <span style="color: purple;">keepFastVariationsInSignal()</span>. This method implements a fast variation signal filter. There are four logical steps commented in the code below: 1) apply the DWT to the signal for the required number of scales; 2) remove the slow variations from the signal into a separate 1D array; 3) reconstruct the signal from the array with the slow variations obtained in step 2; 4) subtract the reconstructed signal obtained in step 3 from the original signal. This reconstructed signal will contain only the fast variations because the slow variations will be subtracted away.</span></span></span></span></span></span></span></span></span></span></div>
<br />
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><span style="color: purple;">public static void keepFastVariationsInSignal(double[] signal, ApplyDWT.DWT dwt, int num_iters, int range_start, int range_end) {<br /> <span style="color: #0c343d;"> // signal_transform holds the DWT transform of signal_tranform of ApplyDWT.DWT</span><br /> double[] signal_transform = new double[signal.length];<br /> <span style="color: #274e13;"> // - signal_with_filtered_range holds the slow variations filtered from the signal</span><br /> <span style="color: #274e13;">// transform in the required range [range_start, range_end];<br /> // - the reconstructed signal is reconstructed from filtered_range_from_signal_transform.</span><br /> double[] filtered_range_from_signal_transform = new double[signal.length];<br /> <br /> <span style="color: #274e13;"> // 0. copy signal into signal_transform</span><br /> System.arraycopy(signal, 0, signal_transform, 0, signal_transform.length);<br /> <span style="color: #274e13;"> // 1. apply forward DWT to signal</span><br /> forwardDWTForNumIters(signal_transform, dwt, num_iters, range_start, range_end);<br /> <span style="color: #274e13;"> // 2. filter the required range from signal transform into filtered_range_from_signal_transform;<br /> // filtered_range_from_signal_transform contains slow variations.</span><br /> filterSignalRange(signal_transform, filtered_range_from_signal_transform, range_start, range_end);<br /> <span style="color: #274e13;"> // 3. reconstruct signal from slow variations for the same number of iterations</span><br /> inverseDWTForNumIters(filtered_range_from_signal_transform, dwt, num_iters);<br /> <span style="color: #274e13;">// 4. subtract the reconstructed signal from the original signal to keep the fast variations;<br /> // fast variations = original signal - signal reconstructed from slow variations.</span><br /> subtractSignals(signal, filtered_range_from_signal_transform);<br /> filtered_range_from_signal_transform = null;<br /> signal_transform = null;<br /> }</span> </span></span></span></span></span></span></span></span></span></span><br />
<br />
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><br /></span></span></span></span></span></span></span></span></span></span>
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;">The static method below <span style="font-size: xx-small;">in </span></span></span></span></span></span></span></span></span></span></span><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.tests/RipplesInMathCh04.java">RipplesInMathCh04.java</a></span></span></span></span></span></span></span></span></span></span> generates the sample values for the graph in <b>Fig. 4.15</b> on p. 35 in "Ripples." </span></span></span></span></span></span></span></span></span></span></span><br />
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr></tr>
<tr></tr>
</tbody></table>
<span style="color: purple;"><span style="font-size: xx-small;">static void fig_4_15_cdf44_p35() {<br /> for(int i = 0; i < 1024; i++) {<br /> sRangeFig_4_12_p33[i] = sRipples_F_p33.v(sDomainFig_4_12_p33[i]);<br /> }<br /> <br /> for(int i = 1; i < 1024; i += 32) {<br /> sRangeFig_4_12_p33[i] += 2;<br /> }<br /> <br /> ApplyDWT.keepFastVariationsInSignal(sRangeFig_4_12_p33, ApplyDWT.DWT.CDF44, 5, S6_START_1024, S6_END_1024);<br /> <br /> display_signal(sRangeFig_4_12_p33);<br /> System.out.println("========================="); </span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;">} </span></span><br />
<br />
<span style="color: purple;"><span style="font-size: xx-small;"><span style="color: black;">Below is the graph generated by the Octave script</span> <a href="https://github.com/VKEDCO/matlab/blob/master/ripples/ch04/fig_4_15_p35.m">fig_4_15_p35</a>.m <span style="color: black;">from the values returned by</span> <span style="color: purple;">fig_4_15_cdf44_p35()</span>. </span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;"><br /></span></span>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="327" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 8</b>. Fast variations from filtered from signal in <b>Fig. 1</b></span></td></tr>
</tbody></table>
<hr style="margin-left: 0px; margin-right: 0px;" />
</div>
Unknownnoreply@blogger.comtag:blogger.com,1999:blog-1760164640344466369.post-4645311506125798522016-02-16T12:04:00.000-08:002016-02-16T12:05:37.738-08:00Signal Reconstruction with CDF(4, 4) Using Top N Coefficients: Programmatic Note 12 on Ripples in Mathematics <div dir="ltr" style="text-align: left;" trbidi="on">
<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="font-family: "Trebuchet MS",sans-serif; text-align: center;">
<span style="font-size: x-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></div>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Introduction</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">This is my programmatic note 12 on Ch. 04, p. 32, in "<a href="http://www.springer.com/us/book/9783540416623">Ripples in Mathematics</a>" by A. Jensen & A. la Cour-Harbo. These notes document my programmatic journey, sometimes easy, sometimes
painful but always joyful, through this great text. My notes
are for those who want to use Java as a programming
investigation tool of various wavelet algorithms and Octave to plot the
results. You can find my previous notes by searching my blog on "ripples
in mathematics." If you are on the same journey, let me know of any
bugs in my code or improvements you have found that let us get the
results in a better way.</span><br />
<br />
<span style="font-size: xx-small;">In
this note, I document my reconstruction of the multiresolution analysis
in Fig. 4.11, p. 32 with CDF(4, 4), not CDF(2, 2), as done in the book. As stated in the text, Fig. 4. 11, p. 32, reconstructs from the transformed signal the sinusoid <b>y = sin(4*pi*t)</b>, for <b>t</b> in
[0, 1], sampled at 512 equidistant points. The value of the 200th
sample is set to 2, and some random noise is added into the sample. </span><span style="font-size: xx-small;"> </span></div>
<hr style="margin-left: 0px; margin-right: 0px;" />
<span style="font-size: small; font-weight: bold;">Keeping Top N Coefficients</span><br />
<span style="font-size: xx-small; font-weight: bold;"><br /></span>
<br />
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;">I implemented an auxiliary static method keepTopNPercentInRange() <span style="font-size: xx-small;">in </span></span></span></span></span></span></span></span></span></span></span><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.tests/RipplesInMathCh04.java">RipplesInMathCh04.java</a></span></span></span></span></span></span></span></span></span></span>. The method applies takes a signal, a range specification (range_start and range_end), and a percent coefficient. The method keeps the top percent coefficients in [range_start, range_end] in the signal</span></span></span></span></span></span></span></span></span></span></span><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;">. Since the range boundaries are discretized, i.e., converted to integers, there is some loss of precision.</span></span></span></span></span></span></span></span></span></span></span><br />
<br />
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr></tr>
<tr></tr>
</tbody></table>
<span style="color: purple;"><span style="font-size: xx-small;">static void keepTopNPercentInRange(double[] signal, int range_start, int range_end, double percent) {<br /> if ( percent < 0.0 || percent > 100.0 ) throw new IllegalArgumentException("percent < 0 or > 100");<br /> if ( percent == 100.0 ) return; // no need to do anything<br /> <br /> final int range_length = range_end - range_start + 1;<br /> double[] sorted_range = new double[range_length];<br /> // copy the signal segment into sorted_range<br /> System.arraycopy(signal, range_start, sorted_range, 0, range_length);<br /> Arrays.sort(sorted_range); // sort the range<br /> final int percent_len = (int) (range_length * (percent/100.0));<br /> // 100 - 90 = 10<br /> final int sorted_range_min_index = Math.max(0, Math.min(range_length - percent_len, range_length - 1));<br /> <br /> if ( sorted_range_min_index > range_length - 1 ) {<br /> throw new IllegalArgumentException("Range cannot be discretized: " <br /> + range_start + ", " + range_end + ", " + percent);<br /> }<br /> <br /> final double sorted_range_min = Math.abs(sorted_range[sorted_range_min_index]);<br /> // set all values in signal less than the abs(sorted_range_min) to 0.0<br /> for(int i = range_start; i < range_end; i++) {<br /> if ( Math.abs(signal[i]) < sorted_range_min ) {<br /> signal[i] = 0.0;<br /> }<br /> }<br /> }</span></span><br />
<span style="font-size: xx-small;">The method fig_4_11_p32_top_n() below generates the signal in Fig. 4.7, p. 32 in the book with a spike at 200 and random noise. Then the signal is transformed by applying 3 scales of CD(4, 4) and keeping the top n percent of coefficients in each scale. This is how I interpreted the formulation of this problem on p. 31. </span><br />
<br />
<span style="color: purple;"><span style="font-size: xx-small;"> static void fig_4_11_p32_top_n(double percent) {<br /> for(int i = 0; i < 512; i++) {<br /> sRange[i] = sRipples_F_p25.v(sDomain[i]);<br /> }<br /><br /> sRange[200] = 2; // spike at 200<br /> addNoiseToSignal(sRange);<br /> System.out.println("=========================");<br /> System.out.println("Signal with Noise:");<br /> display_signal(sRange);<br /> <br /> CDF44.orderedDWTForNumIters(sRange, 3, false);<br /> <br /> keepTopNPercentInRange(sRange, D8_START_512, D8_END_512, percent);<br /> keepTopNPercentInRange(sRange, D7_START_512, D7_END_512, percent);<br /> keepTopNPercentInRange(sRange, D6_START_512, D6_END_512, percent);<br /> keepTopNPercentInRange(sRange, S6_START_512, S6_END_512, percent);<br /> <br /> System.out.println("=========================");<br /> System.out.println("Processed Signal with Noise:");<br /> display_signal(sRange);<br /> System.out.println("=========================");<br /> System.out.println("Inversed Signal with Noise:");<br /> CDF44.orderedInverseDWTForNumIters(sRange, 3, false);<br /> display_signal(sRange);<br /> System.out.println("=========================");<br /> } </span></span><br />
<hr style="margin-left: 0px; margin-right: 0px;" />
<span style="font-size: small; font-weight: bold;">Graphing Signals Reconstructed from Transformed Signals with Top N% of Coefficients</span><br />
<span style="font-size: xx-small; font-weight: bold;"><br /></span>
<br />
<span style="font-size: xx-small;">The graphs below show the signals reconstructed from the transformed signal with top 10%, 20%, 30%, 40%, and 50%. coefficients. All graphs were done in Octave 4 by copying and pasting the coefficients from the Java console into graphing Octave scripts. Each graph is given below the call to the Java method that computes the reconstructed signal's samples.</span><br />
<br />
<span style="font-size: xx-small;"> <span style="color: purple;">static void fig_4_11_top_10_p32() { fig_4_11_p32_top_n(10.0); }<br /> </span></span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="337" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 1</b>. Signal reconstruction with top 10% coefficients</span></td></tr>
</tbody></table>
<span style="color: purple;"><span style="font-size: xx-small;"><br /> static void fig_4_11_top_20_p32() { fig_4_11_p32_top_n(20.0); }</span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;"></span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;"></span></span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="331" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 2</b>. Signal reconstruction with top 20% coefficients</span></td><td class="tr-caption" style="text-align: center;"></td><td class="tr-caption" style="text-align: center;"></td><td class="tr-caption" style="text-align: center;"></td></tr>
</tbody></table>
<span style="color: purple;"><span style="font-size: xx-small;"> <br /> </span></span><span style="color: purple;"><span style="font-size: xx-small;"><span style="color: purple;"><span style="font-size: xx-small;"> static void fig_4_11_top_30_p32() { fig_4_11_p32_top_n(30.0); }</span></span> </span></span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="340" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 3</b>. Signal reconstruction with top 30% coefficients</span></td></tr>
</tbody></table>
<span style="font-size: xx-small;"><span style="color: purple;"> <br /> static void fig_4_11_top_40_p32() { fig_4_11_p32_top_n(40.0); }<br /> </span></span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="336" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 4</b>. Signal reconstruction with top 40% coefficients</span></td></tr>
</tbody></table>
<span style="font-size: xx-small;"><span style="color: purple;"><br /> static void fig_4_11_top_50_p32() { fig_4_11_p32_top_n(50.0); }</span></span><br />
<span style="font-size: xx-small;"><span style="color: purple;"></span></span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="328" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 5</b>. Signal reconstruction with top 50% coefficients</span></td></tr>
</tbody></table>
<hr style="margin-left: 0px; margin-right: 0px;" />
<br />
<br /></div>
Unknownnoreply@blogger.comtag:blogger.com,1999:blog-1760164640344466369.post-79977557773760684052016-02-15T12:53:00.001-08:002016-02-19T17:33:09.486-08:00Multiresolution Analysis of a Synthetic Signal with CDF(4, 4): Programmatic Note 11 on Ripples in Mathematics<div dir="ltr" style="text-align: left;" trbidi="on">
<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="font-family: "Trebuchet MS",sans-serif; text-align: center;">
<span style="font-size: x-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></div>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Problem</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">This is my programmatic note 11 on Ch. 04, p. 32, in "<a href="http://www.springer.com/us/book/9783540416623">Ripples in Mathematics</a>" by A. Jensen & A. la Cour-Harbo. These notes document my programmatic journey, sometimes easy, sometimes
painful but always joyful, through this great text. My notes
are for those who want to use Java as a programming
investigation tool of various wavelet algorithms and Octave to plot the
results. You can find my previous notes by searching my blog on "ripples
in mathematics." If you are on the same journey, let me know of any
bugs in my code or improvements you have found that let us get the
results in a better way.</span><br />
<br />
<span style="font-size: xx-small;">The
problem addressed in this post is formulated at the beginning of Section 4.2 on p. 31 in
"Ripples in Mathematics." The problem is to reduce noise in a synthetic
signal by processing its 3-scale ordered CDF(2,2) representation. The signal
is generated by the sinusoid <b>y = sin(4*pi*t)</b>, for <b>t</b> in
[0, 1], sampled at 512 equidistant points. The the value of the 200th
sample is set to 2, and some random noise is added into the sample. In my notes below, I replaced CDF(2, 2) by </span><span style="font-size: xx-small;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.ripples/CDF44.java">CDF(4, 4)</a></span></span></span></span></span></span></span></span></span></span>, because, as I documented in my previous programmatic and conceptual notes on "Ripples" (e.g., <a href="http://vkedco.blogspot.com/2016/01/vladimir-kulyukin-problem-this-is-my.html">programmatic note 7</a>), I could note replicate the graphs in the text with CDF(2, 2) when I used the normalization coefficients on p. 23. I then implemented </span><span style="font-size: xx-small;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.ripples/CDF44.java">CDF(4, 4)</a></span></span></span></span></span></span></span></span></span></span>, and the results were much better. </span><br />
<br />
<span style="font-size: xx-small;">In this note, I document my reconstruction of the multiresolution analysis in Fig. 4.10, p. 32 with CDF(4, 4). I did the three-scale analysis and then did another scale. This example demonstrates how </span><span style="font-size: xx-small;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.ripples/CDF44.java">CDF(4, 4)</a></span></span></span></span></span></span></span></span></span></span> can be used to denoise a synthetic signal by first applying the 3-scale ordered CDF(4, 4) to the signal to obtain the transform <b>s6</b>, <b>d6</b>, <b>d7</b>, <b>d8</b>. You can look at this <a href="http://www.vkedco.blogspot.com/2015/09/3-scale-1d-ordered-hwt-multiresolution.html">post</a> for a sketchy explanation of the notation<b> s6</b>, <b>d6</b>, <b>d7</b>, <b>d8</b> obtained in the first three scales.
Then, the signal is reconstructed for the same number if scales (iterations) and graphed.The fourth-scale gives us <b>s5 </b>and <b>d5</b>. </span></div>
<hr style="margin-left: 0px; margin-right: 0px;" />
<span style="font-size: small; font-weight: bold;">De-Noising a Synthetic Signal with Small Random Noise and a Spike</span><br />
<span style="font-size: xx-small; font-weight: bold;"><br /></span>
<br />
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;">The analysis in Fig. 4.10, p. 32, is done to the signal graphed in Fig. 4.7 on p. 30. My implementation of a Java method to generate this signal with small random noise is described <a href="http://vkedco.blogspot.com/2015/09/noise-reduction-in-3-scale-ordered-hwt.html">here</a>. My Java implementation of forward and inverse <a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.ripples/CDF44.java">CDF(4, 4) </a>is described in my programmatic notes <a href="http://vkedco.blogspot.com/2016/01/vladimir-kulyukin-problem-this-is-my.html">7</a> , <a href="http://vkedco.blogspot.com/2016/01/computing-forward-cdf4-4-for-given.html">8</a> , <a href="http://vkedco.blogspot.com/2016/01/computing-forward-cdf4-4-programmatic.html">9</a> , and <a href="http://vkedco.blogspot.com/2016/01/computing-inverse-ordered-cdf4-4-for.html">10</a> .</span></span></span></span></span></span></span></span></span></span><br />
<br />
<div style="text-align: justify;">
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;">To
apply the n-scale ordered </span></span></span></span></span></span></span></span></span></span></span><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.ripples/CDF44.java">CDF(4, 4)</a></span></span></span></span></span></span></span></span></span></span> to the signal with the random noise and a
spike of 2 at 200 I implemented the multires_fig_4_10_p32() in in </span></span></span></span></span></span></span></span></span></span></span><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.tests/RipplesInMathCh04.java">RipplesInMathCh04.java</a></span></span></span></span></span></span></span></span></span></span>. The method applies </span></span></span></span></span></span></span></span></span></span></span><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"><a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.ripples/CDF44.java">CDF(4, 4)</a></span></span></span></span></span></span></span></span></span></span> for a given number if iterations (num_iters) and then inversed the transform for the same number of iterations. Both the signal and the transform are printed out.</span></span></span></span></span></span></span></span></span></span></span></div>
<br />
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr></tr>
<tr></tr>
</tbody></table>
<span style="color: purple;"><span style="font-size: xx-small;">static void multires_fig_4_10_p32(String message, int range_start, int range_end, int num_iters) {<br /> for(int i = 0; i < 512; i++) {<br /> sRange[i] = sRipples_F_p25.v(sDomain[i]);<br /> }<br /><br /> sRange[200] = 2; // spike at 200<br /> addNoiseToSignal(sRange);<br /> <br /> CDF44.orderedDWTForNumIters(sRange, num_iters, false);<br /> <br /> double[] signal = new double[sRange.length];<br /> for(int i = 0; i < 512; i++) {<br /> if ( i >= range_start && i <= range_end ) {<br /> signal[i] = sRange[i];<br /> }<br /> else {<br /> signal[i] = 0;<br /> }<br /> }<br /> <br /> System.out.println("=========================");<br /> System.out.println(message);<br /> display_signal(signal);<br /> System.out.println("=========================");<br /> System.out.println("inverse signal");<br /> CDF44.orderedInverseDWTForNumIters(signal, num_iters, false);<br /> display_signal(signal);</span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;"> System.out.println("=========================");</span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;">}</span></span><br />
<br />
<span style="font-size: xx-small;">The above method is used in the methods below to print the values for specific graphs in <b>Fig. 4.10</b>, <b>p. 32</b> in "Ripples." The printed values are copied and pasted into Octave scripts to plot the graphs. The graphs are given below each corresponding Java method.</span><br />
<br />
<span style="color: purple;"><span style="font-size: xx-small;"> <span style="color: #274e13;">// d8 range values for Fig. 4.10, p. 32 in "Ripples in Mathematics." An Octave plot is in Fig. 1 below.</span></span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;"> static void fig_4_10_s06_d06_d07_D8_p32() {<br /> multires_fig_4_10_p32("06-06-07-D8, Fig. 4.10, p. 32", D8_START_512, D8_END_512, 3);<br /> }</span></span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="336" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 1</b>. Graph in Fig. 4.10, p. 32, for D8 with CDF(4, 4)</span></td></tr>
</tbody></table>
<span style="color: purple;"><span style="font-size: xx-small;"> </span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;"> <span style="color: #274e13;">// d7 range values for Fig. 4.10, p. 32 in "Ripples in Mathematics." An Octave plot is in Figure 2 below.</span><br /> static void fig_4_10_s06_d06_D7_d08_p32() {<br /> multires_fig_4_10_p32("06-06-D7-08, Fig. 4.10, p. 32", D7_START_512, D7_END_512, 3);<br /> }</span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;"></span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;"></span></span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="328" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 2</b>.</span> <span style="font-size: xx-small;">Graph in Fig. 4.10 in "Ripples", p. 32, for D7 with CDF(4, 4)</span></td></tr>
</tbody></table>
<span style="color: purple;"><span style="font-size: xx-small;"> </span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;"> <span style="color: #274e13;">// d6 range values for Fig. 4.10, p. 32 in "Ripples in Mathematics." An Octave plot is in Fig. 3 below.</span><br /> static void fig_4_10_s06_D6_d07_d08_p32() {<br /> multires_fig_4_10_p32("06-D6-07-08, Fig. 4.10, p. 32", D6_START_512, D6_END_512, 3);<br /> }<br /> </span></span><span style="color: purple;"><span style="font-size: xx-small;"></span></span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="335" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 3</b>.</span> <span style="font-size: xx-small;">Graph in Fig. 4.10 in "Ripples", p. 32, for D6 with CDF(4, 4)</span></td></tr>
</tbody></table>
<span style="color: purple;"><span style="font-size: xx-small;"> <span style="color: #274e13;">// s6 range values for Fig. 4.10, p. 32 in "Ripples in Mathematics." An Octave plot is in Fig. 4 below.</span><br /> static void fig_4_10_S6_d06_d07_d08_p32() {<br /> multires_fig_4_10_p32("S6-06-07-08, Fig. 4.10, p. 32", S6_START_512, S6_END_512, 3);</span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;"> }</span></span><span style="color: purple;"><span style="font-size: xx-small;"> </span></span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="332" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 4</b>.</span> <span style="font-size: xx-small;">Graph in Fig. 4.10 in "Ripples", p. 32, for S6 with CDF(4, 4)</span></td></tr>
</tbody></table>
<br />
<span style="color: purple;"><span style="font-size: xx-small;"><span style="color: purple;"><span style="font-size: xx-small;"><span style="color: purple;"><span style="font-size: xx-small;"> <span style="color: #274e13;"> // d5 range values, not in "Ripples." An Octave plot is in Fig. 5 below.</span><br /> static void fig_4_10_s05_D5_d06_d07_d08_p32() {<br /> multires_fig_4_10_p32("05-D5-06-07-08, Fig. 4.10, p. 32", D5_START_512, D5_END_512, 4);<br /> }</span></span></span></span></span></span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="320" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 5</b>.</span> <span style="font-size: xx-small;">Graph in Fig. 4.10, p. 32, for D5 with CDF(4, 4)</span></td></tr>
</tbody></table>
<span style="color: purple;"><span style="font-size: xx-small;"><span style="color: purple;"><span style="font-size: xx-small;"> </span></span></span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;"><span style="color: purple;"><span style="font-size: xx-small;"> <span style="color: #274e13;"> // s5 range values, not in the book.</span></span></span><span style="color: #274e13;"> An Octave plot is in Fig. 6 below. </span></span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;"> static void fig_4_10_S5_d06_d07_d08_p32() {<br /> multires_fig_4_10_p32("S5-05-06-07-08, Fig. 4.10, p. 32", S5_START_512, S5_END_512, 4);<br /> }<br /> </span></span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="329" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="400" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 6</b>.</span> <span style="font-size: xx-small;">Graph in Fig. 4.10, p. 32, for S5 with CDF(4, 4)</span></td></tr>
</tbody></table>
<span style="font-size: x-small;"><span style="font-size: x-small;"><span style="color: purple;"><span style="color: black;"><span style="color: purple;"><span style="color: black;"><span style="color: purple; font-size: xx-small;"><span style="color: black;"><span style="font-size: x-small;"><span style="font-size: xx-small;"> </span></span></span></span></span></span></span></span></span></span><br />
<hr style="margin-left: 0px; margin-right: 0px;" />
<br /></div>
Unknownnoreply@blogger.comtag:blogger.com,1999:blog-1760164640344466369.post-9625509415343304202016-01-20T11:13:00.001-08:002016-01-27T11:02:13.954-08:00Computing Inverse Ordered CDF(4, 4): Programmatic Note 9 on Ripples in Mathematics<div dir="ltr" style="text-align: left;" trbidi="on">
<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="font-family: "Trebuchet MS",sans-serif; text-align: center;">
<span style="font-size: x-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></div>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Problem</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">This is my programmatic note 9 on "<a href="http://www.springer.com/us/book/9783540416623">Ripples in Mathematics</a>"
by A. Jensen & A. la Cour-Harbo. In this note, </span><span style="font-size: xx-small;">I detail my Java implementation of the inverse ordered CDF(4,4) or D4 as it is known in the wavelet literature. The ordered forward CDF(4,4) is covered in programmatic <a href="http://vkedco.blogspot.com/2016/01/vladimir-kulyukin-problem-this-is-my.html">note 7</a>. My Java source is <a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.ripples/CDF44.java">here.</a> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Inverse Ordered CDF(4, 4) in Java</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">I will skip the definition of the<a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.ripples/CDF44.java"> CDF44</a> class for the sake of space and give only the definition of the static method that computes inverse ordered D4. The method is a static method of CDF44. <span style="color: purple;">Utils.isPowerOf2(N)</span> is from my <a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.utils/Utils.java">Utils</a> class. It has a bunch of util methods, primarily numerical.</span><br />
<br />
<span style="color: purple;"><span style="font-size: xx-small;"> public static void orderedInverseDWT(double[] signal_transform, boolean dbg_flag) {<br /> final int N = signal_transform.length;<br /> if ( N < 4 || !Utils.isPowerOf2(N) ) {<br /> System.out.println("No DWT will be done: signal's length is < 4 or not a power of 2");<br /> return;<br /> } <br /> <br /> int numInvScalesToDo = Utils.powVal(N)-1; <br /> int currInvScale = 0;<br /> int transform_length = 4;<br /> <br /> if ( dbg_flag ) { <br /> System.out.print("<=INPUT: "); Utils.displaySample(signal_transform);<br /> }<br /> <br /> while ( transform_length <= N ) {<br /> int mid = transform_length >> 1;<br /> if ( dbg_flag ) System.out.println("MID = " + mid);<br /> if ( dbg_flag ) System.out.println("transform_length = " + transform_length);<br /> <br /> double[] inv_sig = new double[transform_length]; // restored values<br /> <br /> String cur_sig = null;<br /> String prv_sig = null;<br /> <br /> if ( dbg_flag ) {<br /> cur_sig = "s^{" + (numInvScalesToDo-1) + "}_{" + (currInvScale+1) + "}";<br /> prv_sig = "s^{" + numInvScalesToDo + "}_{" + currInvScale + "}";<br /> }<br /> <br /> inv_sig[0] = IH0*signal_transform[mid-1] + IH1*signal_transform[transform_length-1] + IH2*signal_transform[0] + IH3*signal_transform[mid];<br /> inv_sig[1] = IG0*signal_transform[mid-1] + IG1*signal_transform[transform_length-1] + IG2*signal_transform[0] + IG3*signal_transform[mid];<br /> <br /> if ( dbg_flag ) {<br /> System.out.println("INV SCL: " + cur_sig + "[" + 0 + "] = " + "IH0*" + prv_sig + "[" + (mid-1) + "] + " +<br /> "IH1*" + prv_sig + "[" + (transform_length-1) + "] + " + "IH2*" + prv_sig + "[0] + " + "IH3*" + prv_sig + "[" + mid + "]");<br /> System.out.println("INV WVL: " + cur_sig + "[" + 1 + "] = " + "IG0*" + prv_sig + "[" + (mid-1) + "] + " +<br /> "IG1*" + prv_sig + "[" + (transform_length-1) + "] + " + "IG2*" + prv_sig + "[0] + " + "IG3*" + prv_sig + "[" + mid + "]");<br /> }<br /> <br /> <br /> int i = 0, j = 2;<br /> <br /> while ( i < mid-1 ) {<br /> if ( dbg_flag ) {<br /> cur_sig = "s^{" + (numInvScalesToDo-1) + "}_{" + (currInvScale+1) + "}";<br /> prv_sig = "s^{" + numInvScalesToDo + "}_{" + currInvScale + "}";<br /> }<br /> <br /> if ( dbg_flag ) {<br /> System.out.println("INV SCL: " + cur_sig + "[" + j + "] = " + "IH0*" + prv_sig + "[" + i + "] + " +<br /> "IH1*" + prv_sig + "[" + (mid+i) + "] + " + "IH2*" + prv_sig + "[" + (i+1) + "] + " + <br /> "IH3*" + prv_sig + "[" + (mid+i+1) + "]");<br /> }<br /> <br /> // scalers wavelets <br /> inv_sig[j] = IH0*signal_transform[i] + IH1*signal_transform[mid+i] + <br /> IH2*signal_transform[i+1] + IH3*signal_transform[mid+i+1];<br /> <br /> if ( dbg_flag ) {<br /> System.out.println("INV WVL: " + cur_sig + "[" + (j+1) + "] = " + "IG0*" + prv_sig + "[" + i + "] + " +<br /> "IG1*" + prv_sig + "[" + (mid+i) + "] + " + "IG2*" + prv_sig + "[" + (i+1) + "] + " + <br /> "IG3*" + prv_sig + "[" + (mid+i+1) + "]");<br /> }<br /> <br /> // scalers wavelets<br /> inv_sig[j+1] = IG0*signal_transform[i] + IG1*signal_transform[mid+i] + <br /> IG2*signal_transform[i+1] + IG3*signal_transform[mid+i+1];<br /> <br /> i += 1; j += 2;<br /> }<br /> <br /> currInvScale += 1;<br /> numInvScalesToDo -= 1;<br /> <br /> System.arraycopy(inv_sig, 0, signal_transform, 0, inv_sig.length);<br /> transform_length <<= 1; // multiply by 2<br /> }<br /> }</span></span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Tests</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">A few methods and constants to run some tests.The method test_fwd_inv_cdf44 runs the ordered forward D4 on the signal s by calling <span style="color: purple;">CDF44.orderedDWT(s, dbg_flag)</span> and then inverses the transform by calling <span style="color: purple;">CDF44.orderedInverseDWT(s, dbg_flag)</span>.</span><br />
<span style="color: purple;"><span style="font-size: xx-small;"> </span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;"> public static void test_fwd_inv_cdf44(double[] s, boolean dbg_flag) {<br /> System.out.print("Input: "); Utils.displaySample(s);<br /> <br /> CDF44.orderedDWT(s, dbg_flag);<br /> <br /> System.out.print("FWD CDF(4,4): "); Utils.displaySample(s);<br /> System.out.println();<br /> <br /> CDF44.orderedInverseDWT(s, dbg_flag);<br /> <br /> System.out.print("INV CDF(4,4): "); Utils.displaySample(s);<br /> System.out.println();<br /> }</span></span><br />
<br />
<span style="color: purple;"><span style="font-size: xx-small;"> static double[] a01a = {1, 2, 3, 4};<br /> static double[] a01b = {4, 3, 2, 1};<br /> static double[] a02a = {1, 2, 3, 4, 5, 6, 7, 8};<br /> static double[] a02b = {8, 7, 6, 5, 4, 3, 2, 1};<br /> <br /> static double[] a03a = {1, 1, 1, 1};<br /> static double[] a03b = {2, 2, 2, 2};<br /> static double[] a03c = {3, 3, 3, 3};<br /> static double[] a03d = {4, 4, 4, 4};<br /> <br /> static double[] a04a = {1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16};<br /> static double[] a04b = {16, 15, 14, 13, 12, 11, 10, 9, 8, 7, 6, 5, 4, 3, 2, 1};<br /> <br /> public static void main(String[] args) { <br /> test_fwd_inv_cdf44(a02a, false);<br /> test_fwd_inv_cdf44(a02b, false);<br /> } </span></span><br />
<br />
<span style="font-size: xx-small;">Here
is the output of main. You can plug in different arrays to test the transform. The debug flag is set to false.</span><br />
<br />
<span style="font-size: xx-small;"><span style="color: purple;">Input: 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 <br />FWD CDF(4,4): 5.901923788646682 12.098076211353314 0.3660254037844384 -3.8301270189221923 -4.440892098500626E-16 -8.881784197001252E-16 -8.881784197001252E-16 -2.82842712474619 <br /><br />INV CDF(4,4): 1.0 1.9999999999999998 2.999999999999998 3.999999999999997 4.9999999999999964 5.999999999999997 6.999999999999997 7.999999999999998 <br /><br />Input: 8.0 7.0 6.0 5.0 4.0 3.0 2.0 1.0 <br />FWD CDF(4,4): 12.098076211353314 5.901923788646685 -0.3660254037844395 3.8301270189221936 -8.881784197001252E-16 -4.440892098500626E-16 -2.220446049250313E-16 2.828427124746189 <br /><br />INV CDF(4,4): 7.9999999999999964 6.999999999999998 5.999999999999997 4.999999999999997 3.9999999999999987 2.9999999999999996 2.0 0.9999999999999997 </span></span><br />
<br />
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
</div>
</div>
Unknownnoreply@blogger.comtag:blogger.com,1999:blog-1760164640344466369.post-83532209313864629442016-01-15T11:09:00.003-08:002016-01-20T11:14:57.268-08:00Computing Forward Ordered CDF(4, 4) for a Given Number of Iterations (Scales): Programmatic Note 8 on Ripples in Mathematics<div dir="ltr" style="text-align: left;" trbidi="on">
<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="font-family: "Trebuchet MS",sans-serif; text-align: center;">
<span style="font-size: x-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></div>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Problem</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">This is my programmatic note 8 on "<a href="http://www.springer.com/us/book/9783540416623">Ripples in Mathematics</a>"
by A. Jensen & A. la Cour-Harbo. This note is on Chapters 3 and 4 where CDF(2, 2) and CDF(4, 4). As I mentioned in my programmatic <a href="http://vkedco.blogspot.com/2016/01/vladimir-kulyukin-problem-this-is-my.html">note 7</a> on Ripples, I ran into problems trying to reconstruct the graphs in Fig. 4.10 and 4.11 in Ch.
4 with CDF(2,2). My graphs were not nearly as smooth as the graphs in the book. When I dug deeper I discovered that the forward and inverse normalization coefficients for CDF(2, 2) varied from publication to publication. So I decided to switch to CDF(4, 4), because the normalization coefficients seem to agree across publications. </span><br />
<br />
<span style="font-size: xx-small;">The multiresolution analysis described by Jensen and la Cour-Harbo requires computing forward and inverse DWT for a given number of iterations or scales. This blog entry is on computing CDF(4, 4) for a given number of iterations. </span><span style="font-size: xx-small;">The constants H0, H1, H2, H3, G0, G1, G2, and G2 are defined in my </span><span style="font-size: xx-small;"><span style="font-size: xx-small;"> <a href="http://vkedco.blogspot.com/2016/01/vladimir-kulyukin-problem-this-is-my.html">note 7</a>. </span>My Java source is <a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.ripples/CDF44.java">here.</a> In the next two programmatic notes on Ripples, I hope to address the computation of inverse CDF(4, 4) for all scales and for a given number of scales. </span><span style="font-size: xx-small;"><a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.ripples/CDF44.java"></a> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Forward CDF(4, 4) for a Given Number of Iterations/Scales </b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">I started by defining constants for H0, H1, H2, H3 and G0, G1, G2, and G3. </span><span style="font-size: xx-small;">The second parameter is the number of iterations we want CDF(4, 4) to run on the signal. For example, if the signal's length is 4, we can run 1 iteration, because CDF(4, 4) stops when the signal length is 4. When the signal's length is 16, we can run 2 iterations, etc. The third parameter dbg_flag variable that can be set to false when output is not needed. <span style="color: purple;">Utils.isPowerOf2(N)</span> is from my <a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.utils/Utils.java">Utils</a> class. It has a bunch of util methods, primarily numerical.</span><br />
<br />
<span style="color: purple;"><span style="font-size: xx-small;">public static void orderedDWTForNumIters(double[] signal, int num_iters, boolean dbg_flag) {<br /> final int N = signal.length;<br /> if ( N < 4 || !Utils.isPowerOf2(N) ) {<br /> System.out.println("No DWT will be done: signal's length is < 4 or not a power of 2");<br /> return;<br /> }<br /> int i, j, mid;<br /> double[] D4 = null;<br /><br /> if ( dbg_flag ) { System.out.print("=>INPUT: "); Utils.displaySample(signal); }<br /> <br /> int numScalesToDo = Utils.powVal(N)-1; <br /> int currScale = 0;<br /> int signal_length = N;<br /> while ( signal_length >= 4 ) {<br /> mid = signal_length >> 1; <span style="color: #274e13;">// n / 2;</span><br /> if ( dbg_flag ) System.out.println("MID = " + mid);<br /> if ( dbg_flag ) System.out.println("signal_length = " + signal_length);<br /> D4 = new double[signal_length]; <span style="color: #274e13;">// temporary array that saves the scalers and wavelets</span><br /> for(i = 0, j = 0; j < signal_length-3; i += 1, j += 2) {<br /> if ( dbg_flag ) {<br /> final String cursig = "s^{" + (currScale+1) + "}_{" + (numScalesToDo-1) + "}";<br /> final String prvsig = "s^{" + currScale + "}_{" + numScalesToDo + "}";<br /> System.out.println("FWD SCL: " + cursig + "[" + i + "]=" + "H0*" + prvsig + "[" + j + "]+H1*" + prvsig + "[" + (j+1) + "]+" +<br /> "H2*" + prvsig + "[" + (j+2) + "]+" + "H3*" + prvsig + "[" + (j+3) + "]; " );<br /> System.out.println("FWD WVL: " + cursig + "[" + (mid+i) + "]=" + "G0*" + prvsig + "[" + j + "]+" + "G1*" + prvsig + "[" + (j+1) + "]+" +<br /> "G2*" + prvsig + "[" + (j+2) + "]+" + "G3*" + prvsig + "[" + (j+3) + "]" );<br /> }<br /> <span style="color: #274e13;">// cdf44[i] is a scaled sample</span><br /> D4[i] = H0*signal[j] + H1*signal[j+1] + H2*signal[j+2] + H3*signal[j+3];<br /> <span style="color: #274e13;"> // cdf44[mid+i] is the corresponding wavelet for d4[i]</span><br /> D4[mid+i] = G0*signal[j] + G1*signal[j+1] + G2*signal[j+2] + G3*signal[j+3];<br /> }<br /><br /> <span style="color: #274e13;"> // cdf44[i] is a scaled sample with a mirror wrap-up</span><br /> D4[i] = H0*signal[signal_length-2] + H1*signal[signal_length-1] + H2*signal[0] + H3*signal[1];<br /> <span style="color: #274e13;"> // cdf44[mid+i] is the corresponding wavelet for d4[i]</span><br /> D4[mid+i] = G0*signal[signal_length-2] + G1*signal[signal_length-1] + G2*signal[0] + G3*signal[1];<br /> <br /> if ( dbg_flag ) {<br /> final String cursig = "s^{" + currScale + "}_{" + numScalesToDo + "}";<br /> final String prvsig = "s^{" + (currScale-1) + "}_{" + (numScalesToDo+1) + "}";<br /> System.out.println("FWD SCL: " + cursig + "[" + i + "]=" + "H0*" + prvsig + "[" + (signal_length-2) + "]+H1*" + </span></span></div>
<div style="text-align: justify;">
<span style="color: purple;"><span style="font-size: xx-small;"> prvsig + "[" + (signal_length-1) + "]+" +<br /> "H2*" + prvsig + "[" + 0 + "]+" + "H3*" + prvsig + "[" + 1 + "]; " );<br /> System.out.println("FWD WVL: " + cursig + "[" + (mid+i) + "]=" + "G0*" + prvsig + "[" + (signal_length-2) + "]+" </span></span></div>
<div style="text-align: justify;">
<span style="color: purple;"><span style="font-size: xx-small;"> + "G1*" + prvsig + "[" + (signal_length-1) + "]+" +<br /> "G2*" + prvsig + "[" + 0 + "]+" + "G3*" + prvsig + "[" + 1 + "]" );<br /> }<br /> <br /> System.arraycopy(D4, 0, signal, 0, D4.length);<br /> D4 = null;<br /> signal_length >>= 1; <span style="color: #274e13;">// signal_length gets halved at each iteration/scale</span><br /> <br /> currScale += 1;<br /> numScalesToDo -= 1;<br /> if ( currScale >= num_iters ) return;<br /> }<br /> }</span><span style="font-size: xx-small;"> </span></span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Tests</b></span><br />
<span style="font-size: xx-small;"><b> </b> </span><br />
<span style="font-size: xx-small;">Below are some sample signals, a test method, and a couple tests in the main with the dbg_flag set to false. </span><br />
<br />
<div style="text-align: justify;">
<span style="color: purple;"><span style="font-size: xx-small;"> static double[] a01a = {1, 2, 3, 4};<br /> static double[] a01b = {4, 3, 2, 1};<br /> static double[] a02a = {1, 2, 3, 4, 5, 6, 7, 8};<br /> static double[] a02b = {8, 7, 6, 5, 4, 3, 2, 1};<br /> <br /> static double[] a03a = {1, 1, 1, 1};<br /> static double[] a03b = {2, 2, 2, 2};<br /> static double[] a03c = {3, 3, 3, 3};<br /> static double[] a03d = {4, 4, 4, 4};<br /> <br /> static double[] a04a = {1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16};<br /> static double[] a04b = {16, 15, 14, 13, 12, 11, 10, 9, 8, 7, 6, 5, 4, 3, 2, 1};<br /> <br /><br /> public static void main(String[] args) { <br /> test_fwd_inv_cdf44(a02a, false);<br /> test_fwd_inv_cdf44(a02b, false);<br /> }</span></span><br />
<br />
<span style="font-size: xx-small;">Here
is the output of the main. </span><br />
<br />
<span style="font-size: xx-small;"><span style="color: purple;">Input: 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 <br />FWD CDF(4,4): 5.901923788646682 12.098076211353314 0.3660254037844384 -3.8301270189221923 -4.440892098500626E-16 -8.881784197001252E-16 -8.881784197001252E-16 -2.82842712474619 <br /><br />INV CDF(4,4): 1.0 1.9999999999999998 2.999999999999998 3.999999999999997 4.9999999999999964 5.999999999999997 6.999999999999997 7.999999999999998 <br /><br />Input: 8.0 7.0 6.0 5.0 4.0 3.0 2.0 1.0 <br />FWD CDF(4,4): 12.098076211353314 5.901923788646685 -0.3660254037844395 3.8301270189221936 -8.881784197001252E-16 -4.440892098500626E-16 -2.220446049250313E-16 2.828427124746189 <br /><br />INV CDF(4,4): 7.9999999999999964 6.999999999999998 5.999999999999997 4.999999999999997 3.9999999999999987 2.9999999999999996 2.0 0.9999999999999997 </span></span><br />
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
</div>
</div>
Unknownnoreply@blogger.comtag:blogger.com,1999:blog-1760164640344466369.post-17115586176086136072016-01-07T13:45:00.000-08:002016-01-20T11:14:37.881-08:00Computing Forward Ordered CDF(4, 4): Programmatic Note 7 on Ripples in Mathematics<div dir="ltr" style="text-align: left;" trbidi="on">
<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="font-family: "Trebuchet MS",sans-serif; text-align: center;">
<span style="font-size: x-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></div>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Problem</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">This is my programmatic note 7 on "<a href="http://www.springer.com/us/book/9783540416623">Ripples in Mathematics</a>"
by A. Jensen & A. la Cour-Harbo. One of the problems I had when I was working on CDF(2, 2) was the inverse transform. My values, when I was inversing the transformed signals, were off by 0.25 or some small amounts. I could not reconstruct the graphs in Fig. 4.10 and 4.11 in Ch. 4 in "Ripples in Mathematics." In general, my CDF implementation did not go nearly as smoothly as the Haar. I have documented my conceptual struggles and formalism modifications in my previous posts on CDF(2, 2) on this blog which you can find by searching it on "wavelets." </span><br />
<br />
<span style="font-size: xx-small;">I started looking deeper into the coefficients for computing smoothed values and wavelets, i.e., H0, H1, G0, G1 for CDF(2, 2) and H0, H1, H2, H3, G0, G1, G2, G3, G4 for forward CDF(4, 4). What I found out was that these coefficients vary from publication to publication. Perhaps, I am still off on some of the finer mathematical points of Daubechies Wavelets and simply do not understand a formal abstraction (if one exists) where they are all the same. For those of you who are interested in digging deeper into these coefficients, here are the three references I looked at to better understand CDF(2, 2) and CDF(4, 4). </span><br />
<br />
<span style="font-size: xx-small;">1) Y. Nievergelt. "<a href="http://link.springer.com/book/10.1007%2F978-1-4614-6006-0">Wavelets Made Easy</a>";</span><br />
<span style="font-size: xx-small;">2) G. Uytterhoeven, D. Roose, and A. Buttheel. "<a href="http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.55.6809&rep=rep1&type=pdf">Wavelet Transforms Using the Lifting Scheme</a>."; </span><br />
<span style="font-size: xx-small;">3) G. Uytterhoeven, F. Van Wulpen, M. Jansen, D. Roose, and A. Bultheel. "<a href="http://www.cs.kuleuven.be/publicaties/rapporten/tw/TW262.pdf">WAILI: Wavelets with Integer Lifting</a>."</span></div>
<div style="text-align: justify;">
<br /></div>
<div style="text-align: justify;">
<span style="font-size: xx-small;">These are great references and I keep going back to them and re-reading them, but they are very formal and lack programmatic details, especially for software developers working with imperative programming languages such as Java and C++. As luck would have it, I then found Ian Kaplan's wonderful site at <a href="http://www.bearcave.com/">www.bearcave.com</a>. Ian has a whole bunch of great documents and C++ and Java programs on wavelets. After I read his explanation of CDF(4, 4), a lot of things became much clearer to me programmatically. Then I got back to implementing forward CDF(4, 4) and used Ian's coefficients. He credits Jensen and la Cour-Harbo in his implementation of CDF(4, 4). However, I could not find where in the book those coefficients are defined. I will keep looking for them though. Below is my implementation of forward CDF(4, 4). I plan to post my inverse implementation in a future blog entry. My Java source is <a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.ripples/CDF44.java">here.</a> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Forward CDF(4, 4) in Java</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">I started by defining constants for H0, H1, H2, H3 and G0, G1, G2, and G3.</span><br />
<br />
<span style="color: purple;"><span style="font-size: xx-small;">public class CDF44 {<br /> static final double SQRT_OF_3 = Math.sqrt(3);<br /> static final double SQRT_OF_2 = Math.sqrt(2);<br /> static final double FOUR_SQRT_OF_2 = 4*SQRT_OF_2;<br /> <br /> // CDF(4,4) Forward signal coefficients<br /> static final double H0 = (1 + SQRT_OF_3)/FOUR_SQRT_OF_2;<br /> static final double H1 = (3 + SQRT_OF_3)/FOUR_SQRT_OF_2;<br /> static final double H2 = (3 - SQRT_OF_3)/FOUR_SQRT_OF_2;<br /> static final double H3 = (1 - SQRT_OF_3)/FOUR_SQRT_OF_2;<br /> <br /> // CDF(4, 4) Forward wavelet coefficients<br /> static final double G0 = H3;<br /> static final double G1 = -H2;<br /> static final double G2 = H1;<br /> static final double G3 = -H0; </span></span><br />
<br />
<span style="color: purple;"><span style="font-size: xx-small;">}</span></span><br />
<br />
<span style="font-size: xx-small;">Here is an implementation of forward CDF(4, 4) as a static method of CDF44. There is a dbg_flag variable that can be set to false when output is not needed. I generally prefer while-loops to for-loops. There are, and have always been, more intuitively obvious to me. <span style="color: purple;">Utils.isPowerOf2(N)</span> is from my <a href="https://github.com/VKEDCO/java/blob/master/haar/org.vkedco.wavelets.utils/Utils.java">Utils</a> class. It has a bunch of util methods, primarily numerical.</span><br />
<br />
<span style="color: purple;"><span style="font-size: xx-small;"> public static void orderedDWT(double[] signal, boolean dbg_flag) {<br /> final int N = signal.length;<br /> if ( !Utils.isPowerOf2(N) ) return;<br /> if ( N < 4 ) return;<br /> int i, j, mid;<br /> double[] D4 = null;<br /><br /> int numScalesToDo = Utils.powVal(N)-1; <br /> int currScale = 0;<br /> int signal_length = N;<br /> while ( signal_length >= 4 ) {<br /> mid = signal_length >> 1; // n / 2;<br /> if ( dbg_flag ) System.out.println("MID = " + mid);<br /> if ( dbg_flag ) System.out.println("signal_length = " + signal_length);<br /> D4 = new double[signal_length]; // temporary array that saves the scalers and wavelets<br /> for(i = 0, j = 0; j < signal_length-3; i += 1, j += 2) {<br /> if ( dbg_flag ) {<br /> final String cursig = "s^{" + (currScale+1) + "}_{" + (numScalesToDo-1) + "}";<br /> final String prvsig = "s^{" + currScale + "}_{" + numScalesToDo + "}";<br /> System.out.print("SCL: " + cursig + "[" + i + "]=" + "H0*" + prvsig + "[" + j + "]+H1*" + prvsig + "[" + (j+1) + "]+" +<br /> "H2*" + prvsig + "[" + (j+2) + "]+" + "H3*" + prvsig + "[" + (j+3) + "]; " );<br /> System.out.println("WVL: " + cursig + "[" + (mid+i) + "]=" + "G0*" + prvsig + "[" + j + "]+" + "G1*" + prvsig + "[" + (j+1) + "]+" +<br /> "G2*" + prvsig + "[" + (j+2) + "]+" + "G3*" + prvsig + "[" + (j+3) + "]" );<br /> }<br /> // cdf44[i] is a scaled sample<br /> D4[i] = H0*signal[j] + H1*signal[j+1] + H2*signal[j+2] + H3*signal[j+3];<br /> // cdf44[mid+i] is the corresponding wavelet for d4[i]<br /> D4[mid+i] = G0*signal[j] + G1*signal[j+1] + G2*signal[j+2] + G3*signal[j+3];<br /> }<br /><br /> currScale += 1;<br /> numScalesToDo -= 1;<br /> <br /> // cdf44[i] is a scaled sample with a mirror wrap-up<br /> D4[i] = H0*signal[signal_length-2] + H1*signal[signal_length-1] + H2*signal[0] + H3*signal[1];<br /> // cdf44[mid+i] is the corresponding wavelet for d4[i]<br /> D4[mid+i] = G0*signal[signal_length-2] + G1*signal[signal_length-1] + G2*signal[0] + G3*signal[1];<br /> <br /> if ( dbg_flag ) {<br /> final String cursig = "s^{" + currScale + "}_{" + numScalesToDo + "}";<br /> final String prvsig = "s^{" + (currScale-1) + "}_{" + (numScalesToDo+1) + "}";<br /> System.out.print("SCL: " + cursig + "[" + i + "]=" + "H0*" + prvsig + "[" + (signal_length-2) + "]+H1*" + prvsig + </span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;"> "[" + (signal_length-1) + "]+" + "H2*" + prvsig + "[" + 0 + "]+" + "H3*" + prvsig + "[" + 1 + "]; " );<br /> System.out.println("WVL: " + cursig + "[" + (mid+i) + "]=" + "G0*" + prvsig + "[" + (signal_length-2) + "]+" + </span></span><br />
<span style="color: purple;"><span style="font-size: xx-small;"> "G1*" + prvsig + "[" + (signal_length-1) + "]+" +<br /> "G2*" + prvsig + "[" + 0 + "]+" + "G3*" + prvsig + "[" + 1 + "]" );<br /> }<br /> <br /> System.arraycopy(D4, 0, signal, 0, D4.length);<br /> D4 = null;<br /> signal_length >>= 1; // signal_length gets halved at each iteration/scale<br /> }<br /> }</span></span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Tests</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">A few methods and constants to run some tests. </span><br />
<span style="color: purple;"><span style="font-size: xx-small;"><br /> public static void test_fwd_cdf44(double[] s, boolean dbg_flag) {<br /> double[] scopy = new double[s.length];<br /> System.arraycopy(s, 0, scopy, 0, s.length);<br /> System.out.print("Input: "); Utils.displaySample(scopy);<br /> CDF44.orderedDWT(s, dbg_flag);<br /> System.out.print("FWD CDF(4,4): "); Utils.displaySample(s);<br /> System.out.println();<br /> }<br /> </span></span><br />
<span style="font-size: xx-small;"><span style="color: purple;"> static double[] a01a = {1, 2, 3, 4};<br /> static double[] a01b = {4, 3, 2, 1};<br /> static double[] a02a = {1, 2, 3, 4, 5, 6, 7, 8};<br /> static double[] a02b = {8, 7, 6, 5, 4, 3, 2, 1};<br /> <br /> static double[] a03a = {1, 1, 1, 1};<br /> static double[] a03b = {2, 2, 2, 2};<br /> static double[] a03c = {3, 3, 3, 3};<br /> static double[] a03d = {4, 4, 4, 4};<br /> <br /> static double[] a04a = {1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16};<br /> static double[] a04b = {16, 15, 14, 13, 12, 11, 10, 9, 8, 7, 6, 5, 4, 3, 2, 1};<br /> <br /> public static void main(String[] args) { <br /> test_fwd_cdf44(a01a, true);<br /> } </span></span><br />
<br />
<span style="font-size: xx-small;">Here is the output of main. You can plug in different arrays to test it. The value of the forward CDF(4, 4) is the last printed line.</span><br />
<br />
<span style="font-size: xx-small;"><span style="color: purple;">Input: Sample: 4.0 3.0 2.0 1.0 <br />MID = 2<br />signal_length = 4<br />SCL: s^{1}_{0}[0]=H0*s^{0}_{1}[0]+H1*s^{0}_{1}[1]+H2*s^{0}_{1}[2]+H3*s^{0}_{1}[3]; WVL: s^{1}_{0}[2]=G0*s^{0}_{1}[0]+G1*s^{0}_{1}[1]+G2*s^{0}_{1}[2]+G3*s^{0}_{1}[3]<br />SCL: s^{1}_{0}[1]=H0*s^{0}_{1}[2]+H1*s^{0}_{1}[3]+H2*s^{0}_{1}[0]+H3*s^{0}_{1}[1]; WVL: s^{1}_{0}[3]=G0*s^{0}_{1}[2]+G1*s^{0}_{1}[3]+G2*s^{0}_{1}[0]+G3*s^{0}_{1}[1]<br />FWD CDF(4,4): Sample: 4.760278777324326 2.3107890345411484 -2.220446049250313E-16 1.4142135623730943 </span></span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
</div>
Unknownnoreply@blogger.comtag:blogger.com,1999:blog-1760164640344466369.post-20415056707061323072015-12-15T15:07:00.001-08:002015-12-15T15:07:28.176-08:00NCDF(S, 2, 2, L, 3): Example 3: S = [1, 1, 1, 1, 4, 4, 4, 4]<div dir="ltr" style="text-align: left;" trbidi="on">
<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="font-family: "Trebuchet MS",sans-serif; text-align: center;">
<span style="font-size: x-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></div>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Problem</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">This
post is a detailed example of computing individual elements of NCDF(S,
2, 2, L, 3) at each of the three scales on S = [1, 1, 1, 1, 4, 4, 4, 4]. NCDF(S, 2, 2, L, J) notation is
defined <a href="http://vkedco.blogspot.com/2015/11/individual-elements-of-standard.html">here</a>. This notation is based on the notation introduced in Chapters 3 and 4 in "<a href="http://www.springer.com/us/book/9783540416623">Ripples in Mathematics</a>"
by A. Jensen & A. la Cour-Harbo. </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>NCDF(S, 2, 2, 1, 3): Scale L = 1</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<span style="font-size: xx-small;"><b>Figures 1</b> and <b>2</b>
show the formulas for the elements of S and D at scale L = 1. <b>Figure 3</b> shows an example of computing the first scale of the signal S = [1, 1, 1, 1, 4, 4, 4, 4]. </span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://3.bp.blogspot.com/-MeysL28H_Y0/VnCa2bTXJ0I/AAAAAAAABuM/AWsECZauGZU/s1600/ncdf2233_ex03_01.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="25" src="http://3.bp.blogspot.com/-MeysL28H_Y0/VnCa2bTXJ0I/AAAAAAAABuM/AWsECZauGZU/s400/ncdf2233_ex03_01.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 1</b>. Formulas for elements of S at scale L = 1</span></td></tr>
</tbody></table>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://2.bp.blogspot.com/-cn5aRd7ZC9Y/VnCa70WsjdI/AAAAAAAABuY/jrepT7hUMnU/s1600/ncdf2233_ex03_02.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="75" src="http://2.bp.blogspot.com/-cn5aRd7ZC9Y/VnCa70WsjdI/AAAAAAAABuY/jrepT7hUMnU/s400/ncdf2233_ex03_02.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 2</b>. Formulas for elements of D at scale L = 1</span></td></tr>
</tbody></table>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://1.bp.blogspot.com/-2Ssu95UBdhk/VnCa_7QHLoI/AAAAAAAABuk/LCWmezZTgZs/s1600/ncdf2233_ex03_03.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="151" src="http://1.bp.blogspot.com/-2Ssu95UBdhk/VnCa_7QHLoI/AAAAAAAABuk/LCWmezZTgZs/s400/ncdf2233_ex03_03.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 3</b>. Computing elements of S and D at scale L = 1</span></td></tr>
</tbody></table>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>NCDF(S, 2, 2, 2, 3): Scale L = 2</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<span style="font-size: xx-small;"><b>Figure 4</b> shows the individual formulas for S and D at scale L = 2. <b>Figure 5</b> shows the computation of individual elements of S and D of the sample </span><span style="font-size: xx-small;"><span style="font-size: xx-small;">S = </span></span><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"> [1, 1, 1, 1, 4, 4, 4, 4]</span></span> at scale L = 2.</span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://2.bp.blogspot.com/-p4KZiEKSSvo/VnCbRFqX1DI/AAAAAAAABuw/d7lLGxPYD3M/s1600/ncdf2233_ex03_04.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="100" src="http://2.bp.blogspot.com/-p4KZiEKSSvo/VnCbRFqX1DI/AAAAAAAABuw/d7lLGxPYD3M/s400/ncdf2233_ex03_04.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 4</b>. Formulas for elements of S and D at scale L = 2</span></td><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://2.bp.blogspot.com/-lliyN9KAbVE/VnCbVxmYbUI/AAAAAAAABu8/23zYPCtwwVM/s1600/ncdf2233_ex03_05.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="121" src="http://2.bp.blogspot.com/-lliyN9KAbVE/VnCbVxmYbUI/AAAAAAAABu8/23zYPCtwwVM/s400/ncdf2233_ex03_05.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 5</b>. Computing elements of S and D at scale L = 2</span></td></tr>
</tbody></table>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>NCDF(S, 2, 2, 3, 3): Scale L = 3</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<span style="font-size: xx-small;"><b>Figure 6</b> shows the individual formulas for S and D at scale L = 3. <b>Figure 7</b> shows the computation of individual elements of S and D of the sample </span><span style="font-size: xx-small;"><span style="font-size: xx-small;">S = </span></span><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"> [1, 1, 1, 1, 4, 4, 4, 4]</span></span> at scale L = 3.</span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://1.bp.blogspot.com/-kPhj778v04M/VnCbk7sXu1I/AAAAAAAABvU/ucohzLLzzX0/s1600/ncdf2233_ex03_06.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="156" src="http://1.bp.blogspot.com/-kPhj778v04M/VnCbk7sXu1I/AAAAAAAABvU/ucohzLLzzX0/s320/ncdf2233_ex03_06.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 6</b>. Formulas for elements of S and D at scale L = 3</span></td></tr>
</tbody></table>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://2.bp.blogspot.com/-qf04Anf3fY4/VnCbpd7GIiI/AAAAAAAABvg/aQhkxD8i-PE/s1600/ncdf2233_ex03_07.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="100" src="http://2.bp.blogspot.com/-qf04Anf3fY4/VnCbpd7GIiI/AAAAAAAABvg/aQhkxD8i-PE/s400/ncdf2233_ex03_07.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 7</b>. Computing elements of S and D at scale L = 3</span></td></tr>
</tbody></table>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Summary of NCDF(S, 2, 2, 3, 3) at All Three Scales </b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;"><b>Figure 8</b> summarizes the three scales of NCDF(S, 2, 2, 3, 3), where </span></span><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;">S = </span></span></span><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"> [1, 1, 1, 1, 4, 4, 4, 4]</span>.</span></span></span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://1.bp.blogspot.com/-eIo87gvRkyo/VnCbwf0JZqI/AAAAAAAABvs/VnSXLilIh7I/s1600/ncdf2233_ex03_08.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="146" src="http://1.bp.blogspot.com/-eIo87gvRkyo/VnCbwf0JZqI/AAAAAAAABvs/VnSXLilIh7I/s400/ncdf2233_ex03_08.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 8</b>. Summary of three scales of NCDF(S, 2, 2, 3, 3) on S = [1, 1, 1, 1, 4, 4, 4, 4]</span></td></tr>
</tbody></table>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
</div>
Unknownnoreply@blogger.comtag:blogger.com,1999:blog-1760164640344466369.post-52183635644721743232015-12-15T14:30:00.001-08:002015-12-15T14:30:17.842-08:00SCDF(S, 2, 2, L, 3): Example 3: S = [1, 1, 1, 1, 4, 4, 4, 4]<div dir="ltr" style="text-align: left;" trbidi="on">
<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="font-family: "Trebuchet MS",sans-serif; text-align: center;">
<span style="font-size: x-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></div>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Problem</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">This
post is a detailed example of computing individual elements of SCDF(S,
2, 2, L, 3) at each of the three scales on S = [1, 1, 1, 1, 4, 4, 4, 4]. SCDF(S, 2, 2, L, J) notation is
defined <a href="http://vkedco.blogspot.com/2015/11/individual-elements-of-standard.html">here</a>. This notation is based on the notation introduced in Chapters 3 and 4 in "<a href="http://www.springer.com/us/book/9783540416623">Ripples in Mathematics</a>"
by A. Jensen & A. la Cour-Harbo. </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>SCDF(S, 2, 2, 1, 3): Scale L = 1</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<span style="font-size: xx-small;"><b>Figures 1</b> and <b>2</b>
show the formulas for the elements of S and D at scale L = 1. <b>Figure 3</b> shows an example of computing the first scale of the signal S = [1, 1, 1, 1, 4, 4, 4, 4]. </span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://3.bp.blogspot.com/-WO5WCtICZYI/VnCR6awfQfI/AAAAAAAABsQ/YBB0gn5eSMo/s1600/scdf2233_ex03_01.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="55" src="http://3.bp.blogspot.com/-WO5WCtICZYI/VnCR6awfQfI/AAAAAAAABsQ/YBB0gn5eSMo/s400/scdf2233_ex03_01.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 1</b>. Formulas for individual elements of S at scale L = 1</span></td></tr>
</tbody></table>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://4.bp.blogspot.com/-pdNqGNp4wO0/VnCR_QaMIaI/AAAAAAAABsc/HLJvG21Z2pc/s1600/scdf2233_ex03_02.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="117" src="http://4.bp.blogspot.com/-pdNqGNp4wO0/VnCR_QaMIaI/AAAAAAAABsc/HLJvG21Z2pc/s400/scdf2233_ex03_02.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 2</b>. Formulas for individual elements of D at scale L = 1</span></td></tr>
</tbody></table>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://4.bp.blogspot.com/-r1LJnnP8DFk/VnCSFPvlwHI/AAAAAAAABso/yAGTHp5IbKY/s1600/scdf2233_ex03_03.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="177" src="http://4.bp.blogspot.com/-r1LJnnP8DFk/VnCSFPvlwHI/AAAAAAAABso/yAGTHp5IbKY/s320/scdf2233_ex03_03.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 3</b>. Computing elements of S and D at scale L = 1</span></td></tr>
</tbody></table>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>SCDF(S, 2, 2, 2, 3): Scale L = 2</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<span style="font-size: xx-small;"><b>Figure 4</b> shows the individual formulas for S and D at scale L = 2. <b>Figure 5</b> shows the computation of individual elements of S and D of the sample </span><span style="font-size: xx-small;"><span style="font-size: xx-small;">S = [1, 1, 1, 1, 4, 4, 4, 4]</span> at scale L = 2.</span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://4.bp.blogspot.com/-sRzHH9WaNf8/VnCSOViE0fI/AAAAAAAABs0/ZdigVN1qxN8/s1600/scdf2233_ex03_04.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="104" src="http://4.bp.blogspot.com/-sRzHH9WaNf8/VnCSOViE0fI/AAAAAAAABs0/ZdigVN1qxN8/s320/scdf2233_ex03_04.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 4</b>. Formulas for individual elements of S and D at scale L = 2</span></td></tr>
</tbody></table>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://4.bp.blogspot.com/-E9zIsVrikJI/VnCSTLO9SmI/AAAAAAAABtA/dFczVbu7KyA/s1600/scdf2233_ex03_05.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="144" src="http://4.bp.blogspot.com/-E9zIsVrikJI/VnCSTLO9SmI/AAAAAAAABtA/dFczVbu7KyA/s320/scdf2233_ex03_05.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 5</b>. Computing elements of S and D at scale L = 2</span></td></tr>
</tbody></table>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>SCDF(S, 2, 2, 3, 3): Scale L = 3</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<span style="font-size: xx-small;"><b>Figure 6</b> shows the individual formulas for S and D at scale L = 3. <b>Figure 7</b> shows the computation of individual elements of S and D of the sample</span><span style="font-size: xx-small;">S = [1, 1, 1, 1, 4, 4, 4, 4]</span><span style="font-size: xx-small;"><span style="font-size: xx-small;"></span> at scale L = 3.</span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://4.bp.blogspot.com/-ZB4J1ol8QPw/VnCStPpheCI/AAAAAAAABtk/ba8G8WzjPBg/s1600/scdf2233_ex03_06.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="76" src="http://4.bp.blogspot.com/-ZB4J1ol8QPw/VnCStPpheCI/AAAAAAAABtk/ba8G8WzjPBg/s320/scdf2233_ex03_06.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 6</b>. Formulas for individual elements of S and D at scale L = 3</span></td></tr>
</tbody></table>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://4.bp.blogspot.com/-MBItXO1jddE/VnCSygcLa-I/AAAAAAAABtw/EuWvcPSCreI/s1600/scdf2233_ex03_07.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="91" src="http://4.bp.blogspot.com/-MBItXO1jddE/VnCSygcLa-I/AAAAAAAABtw/EuWvcPSCreI/s320/scdf2233_ex03_07.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 7</b>. Computing elements of S and D at scale L = 3</span></td></tr>
</tbody></table>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Summary of SCDF(S, 2, 2, 3, 3) at All Three Scales </b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;"><b>Figure 8</b> summarizes the three scales of SCDF(S, 2, 2, 3, 3), where S = </span></span><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"> </span></span></span><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;">S = [1, 1, 1, 1, 4, 4, 4, 4</span>]</span> </span></span>.</span></span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://4.bp.blogspot.com/-4eBbVY6Uza0/VnCS3vMvQkI/AAAAAAAABt8/mu71VUJYT9k/s1600/scdf2233_ex03_08.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="146" src="http://4.bp.blogspot.com/-4eBbVY6Uza0/VnCS3vMvQkI/AAAAAAAABt8/mu71VUJYT9k/s400/scdf2233_ex03_08.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 8</b>. Summary of SCDF(S, 2, 2, 3, 3) for three scales on S = [1, 1, 1, 1, 4, 4, 4, 4]</span></td></tr>
</tbody></table>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
</div>
Unknownnoreply@blogger.comtag:blogger.com,1999:blog-1760164640344466369.post-69654651102475102242015-12-15T13:57:00.000-08:002015-12-15T14:31:32.496-08:00NCDF(S, 2, 2, L, 3): Example 2: S = [8, 7, 6, 5, 4, 3, 2, 1]<div dir="ltr" style="text-align: left;" trbidi="on">
<div dir="ltr" style="text-align: left;" trbidi="on">
<div style="font-family: "Trebuchet MS",sans-serif; text-align: center;">
<span style="font-size: x-small;"><a href="http://www.linkedin.com/pub/vladimir-kulyukin/23/2a2/150">Vladimir Kulyukin</a></span></div>
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<span style="font-size: x-small;"> </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Problem</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<div style="text-align: justify;">
<span style="font-size: xx-small;">This
post is a detailed example of computing individual elements of NCDF(S,
2, 2, L, 3) at each of the three scales on S = [8, 7, 6, 5, 4, 3, 2, 1]. NCDF(S, 2, 2, L, J) notation is
defined <a href="http://vkedco.blogspot.com/2015/11/individual-elements-of-standard.html">here</a>. This notation is based on the notation introduced in Chapters 3 and 4 in "<a href="http://www.springer.com/us/book/9783540416623">Ripples in Mathematics</a>"
by A. Jensen & A. la Cour-Harbo. </span></div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>NCDF(S, 2, 2, 1, 3): Scale L = 1</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<span style="font-size: xx-small;"><b>Figures 1</b> and <b>2</b>
show the formulas for the elements of S and D at scale L = 1. <b>Figure 3</b> shows an example of computing the first scale of the signal S = [8, 7, 6, 5, 4, 3, 2, 1]. </span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://2.bp.blogspot.com/-ycE165TzY1Q/VnCJ8hl98GI/AAAAAAAABqs/hD9tqIFSrb4/s1600/ncdf2233_ex02_01.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="45" src="http://2.bp.blogspot.com/-ycE165TzY1Q/VnCJ8hl98GI/AAAAAAAABqs/hD9tqIFSrb4/s400/ncdf2233_ex02_01.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 1</b>. Formulas for individual elements of S at scale L = 1</span></td><td class="tr-caption" style="text-align: center;"><br /></td><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://4.bp.blogspot.com/--ilpDWS-arY/VnCKDQ-gvPI/AAAAAAAABq4/Em6iXotFqcM/s1600/ncdf2233_ex02_02.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="73" src="http://4.bp.blogspot.com/--ilpDWS-arY/VnCKDQ-gvPI/AAAAAAAABq4/Em6iXotFqcM/s400/ncdf2233_ex02_02.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 2</b>. Formulas for individual elements of D at scale L = 1</span></td></tr>
</tbody></table>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://3.bp.blogspot.com/-BLdFiUYPhqg/VnCKMW6rakI/AAAAAAAABrE/eBuSl0Now90/s1600/ncdf2233_ex02_03.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="161" src="http://3.bp.blogspot.com/-BLdFiUYPhqg/VnCKMW6rakI/AAAAAAAABrE/eBuSl0Now90/s400/ncdf2233_ex02_03.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 3</b>. Computing individual elements of S and D at scale L = 1</span></td></tr>
</tbody></table>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>NCDF(S, 2, 2, 2, 3): Scale L = 2</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<span style="font-size: xx-small;"><b>Figure 4</b> shows the individual formulas for S and D at scale L = 2. <b>Figure 5</b> shows the computation of individual elements of S and D of the sample </span><span style="font-size: xx-small;"><span style="font-size: xx-small;">S = [8, 7, 6, 5, 4, 3, 2, 1].</span> at scale L = 2.</span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://4.bp.blogspot.com/-g2ibWYWOnCw/VnCKVeGIlRI/AAAAAAAABrQ/sINjfhBPMwQ/s1600/ncdf2233_ex02_04.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="116" src="http://4.bp.blogspot.com/-g2ibWYWOnCw/VnCKVeGIlRI/AAAAAAAABrQ/sINjfhBPMwQ/s400/ncdf2233_ex02_04.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 4</b>. Formulas for individual elements of S and D at scale L = 2</span></td></tr>
</tbody></table>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://1.bp.blogspot.com/-AShubA1zFFM/VnCKsjO83vI/AAAAAAAABrc/4HGj9eqYfAk/s1600/ncdf2233_ex02_05.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="122" src="http://1.bp.blogspot.com/-AShubA1zFFM/VnCKsjO83vI/AAAAAAAABrc/4HGj9eqYfAk/s400/ncdf2233_ex02_05.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 5</b>. Computing individual elements of S and D at scale L = 2</span></td></tr>
</tbody></table>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>NCDF(S, 2, 2, 3, 3): Scale L = 3</b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<span style="font-size: xx-small;"><b>Figure 6</b> shows the individual formulas for S and D at scale L = 3. <b>Figure 7</b> shows the computation of individual elements of S and D of the sample </span><span style="font-size: xx-small;"><span style="font-size: xx-small;">S = [8, 7, 6, 5, 4, 3, 2, 1].</span> at scale L = 3.</span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://1.bp.blogspot.com/-NP3p-oEOPcw/VnCK2OZygBI/AAAAAAAABro/LaWvz53bAB4/s1600/ncdf2233_ex02_06.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="148" src="http://1.bp.blogspot.com/-NP3p-oEOPcw/VnCK2OZygBI/AAAAAAAABro/LaWvz53bAB4/s320/ncdf2233_ex02_06.png" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 6</b>. Formulas for individual elements of S and D at scale L = 3</span></td><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://2.bp.blogspot.com/-1PmukILoAwU/VnCK96D4cuI/AAAAAAAABr0/E0tOWZ_6Ax0/s1600/ncdf2233_ex02_07.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="105" src="http://2.bp.blogspot.com/-1PmukILoAwU/VnCK96D4cuI/AAAAAAAABr0/E0tOWZ_6Ax0/s400/ncdf2233_ex02_07.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 7</b>. Computing elements of S and D at scale L = 3</span></td></tr>
</tbody></table>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<span style="font-size: small;"><b>Summary of NCDF(S, 2, 2, 3, 3) at All Three Scales </b></span><br />
<span style="font-size: small;"><b> </b> </span><br />
<span style="font-size: xx-small;"><span style="font-size: xx-small;"><b>Figure 8</b> summarizes the three scales of NCDF(S, 2, 2, 3, 3), where </span></span><span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;">S = [8, 7, 6, 5, 4, 3, 2, 1].</span></span></span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://4.bp.blogspot.com/-NMZx2pNIr0Q/VnCLGk_vZ-I/AAAAAAAABsA/zs85JSyOm1o/s1600/ncdf2233_ex02_08.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" height="145" src="http://4.bp.blogspot.com/-NMZx2pNIr0Q/VnCLGk_vZ-I/AAAAAAAABsA/zs85JSyOm1o/s400/ncdf2233_ex02_08.png" width="400" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: xx-small;"><b>Figure 8</b>. Summary of NCDF(S, 2, 2, 3, 3) at all three scales <span style="font-size: xx-small;"><span style="font-size: xx-small;"><span style="font-size: xx-small;">on S = [8, 7, 6, 5, 4, 3, 2, 1]</span></span></span></span></td></tr>
</tbody></table>
<div class="separator" style="clear: both; text-align: center;">
</div>
<div dir="ltr" style="text-align: left;" trbidi="on">
<hr />
</div>
</div>
Unknownnoreply@blogger.com