1、 在hadoop中所有的key/value都必须实现Writable接口,有两个方法,分别用于读(反序列化)和写(序列化)操作。

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" alt="" width="614" height="319" />

参考代码:

 package org.dragon.hadoop.mapreduce.app;

 import java.io.DataInput;
import java.io.DataOutput;
import java.io.IOException; import org.apache.hadoop.io.Writable; /**
*
* @author ZhuXY
* @time 2016-3-10 下午3:49:55
*
*/
public class DataWritable implements Writable { // telsphone // upload
private int upPackNum;
private int upPayLoad; // download
private int downPackNum;
private int downPayLoad; public DataWritable() { } public void set(int upPackNum, int upPayLoad, int downPackNum,
int downPayload) {
this.upPackNum = upPackNum;
this.upPayLoad = upPayLoad;
this.downPackNum = downPackNum;
this.downPayLoad = downPayload; } public int getUpPackNum() {
return upPackNum;
} public int getUpPayLoas() {
return upPayLoad;
} public int getDownPackNum() {
return downPackNum;
} public int getDownPayload() {
return downPayLoad;
} @Override
public void write(DataOutput out) throws IOException {
out.writeInt(upPackNum);
out.writeInt(upPayLoad);
out.writeInt(downPackNum);
out.writeInt(downPayLoad);
} /**
* 讀出的順序要和寫入的順序相同
*/
@Override
public void readFields(DataInput in) throws IOException {
// TODO Auto-generated method stub
this.upPackNum = in.readInt();
this.upPayLoad = in.readInt();
this.downPackNum = in.readInt();
this.downPayLoad = in.readInt();
} @Override
public String toString() {
return upPackNum + "\t" + upPayLoad + "\t" + downPackNum + "\t"
+ downPayLoad;
} @Override
public int hashCode() {
final int prime = 31;
int result = 1;
result = prime * result + downPackNum;
result = prime * result + downPayLoad;
result = prime * result + upPackNum;
result = prime * result + upPayLoad;
return result;
} @Override
public boolean equals(Object obj) {
if (this == obj)
return true;
if (obj == null)
return false;
if (getClass() != obj.getClass())
return false;
DataWritable other = (DataWritable) obj;
if (downPackNum != other.downPackNum)
return false;
if (downPayLoad != other.downPayLoad)
return false;
if (upPackNum != other.upPackNum)
return false;
if (upPayLoad != other.upPayLoad)
return false;
return true;
} }

简单继承Writable例子 Code

2、所有的key必须实现Comparable接口,在MapReduce过程中需要对Key/Value对进行反复的排序。默认情况下依据Key进行排序的,要实现comparaTo()方法。所以通过Key既要实现Writable接口又要实现Comparable接口,Hadoop中提供了一个公共的接口,叫做WritableComparable接口:

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" alt="" width="553" height="383" />

3、由于需要序列化反序列化和进行比较,对java对象需要重写一下几个方法:

①    equals();

②    hashCode();

③    toString()方法

如IntWritable类型的实现:

 package org.apache.hadoop.io;

 import java.io.*;

 /** A WritableComparable for ints. */
public class IntWritable implements WritableComparable {
private int value; public IntWritable() {} public IntWritable(int value) { set(value); } /** Set the value of this IntWritable. */
public void set(int value) { this.value = value; } /** Return the value of this IntWritable. */
public int get() { return value; } public void readFields(DataInput in) throws IOException {
value = in.readInt();
} public void write(DataOutput out) throws IOException {
out.writeInt(value);
} /** Returns true iff <code>o</code> is a IntWritable with the same value. */
public boolean equals(Object o) {
if (!(o instanceof IntWritable))
return false;
IntWritable other = (IntWritable)o;
return this.value == other.value;
} public int hashCode() {
return value;
} /** Compares two IntWritables. */
public int compareTo(Object o) {
int thisValue = this.value;
int thatValue = ((IntWritable)o).value;
return (thisValue<thatValue ? -1 : (thisValue==thatValue ? 0 : 1));
} public String toString() {
return Integer.toString(value);
}

4、数据类型,必须有一个无参的构造方法,为了方便反射创建对象。

在自定义数据类型中,建议使用java原生数据类型,最好不要使用hadoop对原生类型封装好的数据类型,即如下样例代码:

推荐使用:

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" 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不建议使用:

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" alt="" width="352" height="102" />

5、问题:

  当数据写入磁盘时,如果要进行排序的话,需要首先从磁盘中读取数据进行反序列化成对象,然后在内存中对反序列化的对象进行比较。

  对字节(未经过反序列化字节)进行直接比较,不需要进行反序列化以后再比较呢?如果要实现上述功能,Hadoop数据类型需要实现一个接口RawComparator。

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" 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  在Hadoop中有一个针对Writable数据类型,进行实现的一个通用实现类WritableComparator类。所有的数据类型,只需要继承通用类,再去需要具体功能复写相应的compara()方法。一下以IntWritable为例,查看一下:

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uUK/VbbEFRC5Ul1eM4LpGoC5one+Y4IpnGcPxKmBuD0bon0BQ0zZGnV5RqvRO1Y6ij4elsfecihmF6nSmrqn9ii4/hOBBQ84Q8PrMqVeiqWgZGZ1YAoHFKdSZuyGjSTVC1H/m0LosVAGA228jTqzlPGWyxRq7QoihKEGAyWcVybdcEr7KVIpIq1Tqjq4zTlI26p2SZ2jgywazqGkUxoqpppIm6odQZ9wWaB497+keYThSnL0vPx4x0kJaUasPSBjelZoKnNDsdTrlSx9yQ59RO7+wJ5CodimECkaqsi7orkKk0RrFMMzw1uy9xr0fOr0l9Issnlje//Z51UGscWWXDfLni2z3qwcPfjDcxPAQALtdZYsrobNGxK73fFgIAdTicdU1ToRlPm4doAPgeR5pW1BeV2zq7wz32GacTa+uhJxT3xZcNVbSMKNU6ADAY7PVtE0klfbFl/e3DNMRJtA8tB6U2DM6wpxnsgqrWBY6soHKURl0ize9ntC8XNVMSSgcyawbkah0AsHjK1GpSctlA6ZOJ3NrR/OZhBCVYu6LU0oGY/J74suGs2gGxTAEAIpkxt3EysWygqJ5c8mQypapLorMAAGJ3tg3ORRf3J1f3LWywMQwDgKVVXmZpb0L5YFJV3wZHBAAaramseSIqtyu+bCi+tHduZecV2uEL1UXVg4llg3HlvSTmOgA4HI7agdWcpys5deRHJb1NfRQUc/c/W2xxcvlQTGnfk4Fpo8kCBDE8uZJQMhBf2J9Q1J9d3klZYLWTNoNT6gdn2NN0t07yKkcnaCu0JU5qxVB8Uf/jor7E0q6e6XkA4Iv1D9KfJpUNZNeQYvPaWsgMV06jE8tpJT1JlaSU8p6N7T2CwHEc+kcXkkt6s8s6m3sYyU+meqYWjqtrwmbHartmInO6E0sGkkt62skMq9MJAJvbwuyy3sTywfiKvoUtHgDoDZaa9umo3O740sFHpX2UuZft88YBYGyGHVfYF1/YH1/QU9I6IjOYFHJDSkF3fHG7SK9ZXT94mNaa1zamM5oBYI8nT6scjintr+me0Oj1ADC1clD8lIIRhFCiq2gY0hoMAECfZ8cX9MYW9saXDZU0j7iW/edXOGkVQ/FFA48L+xJLu1vHGCgAAGEw2CrbKFEl/Zn1g2yekCAIodSQXT+RWDZQVE8qaRzPqOvdkxjan44399MbB5fjS/tTawZYB1IAEEvVRY1j8cUDjwp6k0p6i9pG5XqjSyc55b3JlSPxpX1Dk7MI4l4Nml2TeEWUji1tvKLlHKsogsBrB9arBrYOq8ODhx+eNzQ8INda5rZl2Ntpt65JfwInCIwgUAwHABx3f3Tg+CsycaCYHT26wf0/gmK2w4l4DCdQACdOAABOEK65BtSJNo0K6ykijd1hRTHUPSNFAACK4wiKYQQBAE6cwAFwgnDiOA7gwHAHhhME4ZrBwggCQTEUxwEAJQiUII4WH+wo5nwuTQBAMdyOYg63pARxmKYrOxx/zbkNnCAQFDvahq7T23Pb9yY5GgPisGPYc8V3i21DjybnCAwnHBiGEQRKEE4UQ3ECJY7RCY677sQxgsAIAsEw53NioTjhQDEUf2HjrRPF7BjmxF8oqRPDXKsgGACKf3Of7qGQhxk5UMyB49hhChiO21EMeaYoQDHclZQdxbBjEnyWrKukOBAoTjgwDAUgiMNGRRA4QeCuOj08JYMSzymKOGbliCAIDCdQnMAJAnHVPhAEQeBuReEYEA4Mc+D40TInAWBDDxsf4ACA4S+0EydBEIS7Hm0o5iCeaxIY7moVTgxHMPywWQKG4wiKIc/mqJ+1lm+/D5rAcWxxRybWWA6T8uDhh+dH4TJHzFc9yhm7lT5YO0h1oOjrH/g7Y4bODkwZDcrvn1refv3dHjx48PD3zY/C8KAoZrPZLVa7xWo/7k337x2Hw2mzISaLDUFe6wXHgwcPHv7e+VEYHg8ePHjw8PeDx/B48ODBg4fvlbdseDAE0cmVZpP1GxNahFmr04iVVoPF5S7lEBx3ojazHX/pcZ+/AgJzok4n9vobAXAUdTrQF6UlgMARC4K83rvzm0tEmNRarURpNVlx/C2W9Fg8fsO/CYE6neibNYlX4LRY9QqVzXqsb6e3xtbWVkZWpk73bR3oEQatSqPVYV9rzABWs1kgEKhUKgx7rQZ+VI3nR1XYvy/eruHBTLvsorMhkdfTtPrn/bM5AWzTta25JyITP45isY42TKMAWl7fbMjvYzkbB8ek9+0hAACI8aa28oKnr2hWR/uEVsbHch5Xm2zP/yBNgCgrrpUUhNS8FZEAUMAspOK6nI8fJn0ZeyAUv6VkXwZxsLfU0tzU1t0nUqjEQsnfw1Yms8kkEgp+uPyxvoqG+urh75ACAUCo5peS/3IrKbjkme/N1z1l1EsmJ4ZbO3p3uZtORDHY19/fP7izy3nFM6srK+HhYWr1M6dKTodDwH/dD4QwNBcGfHQ1YEn6/NlbFACdp4ycPnXqw6+uzSytvfTxw1Qk/PXWlqbmp918mVIsluJvaSfrd8FmswoFf4vG4zDo+CNjkxqj+Ycv5I+M1xoeHMCBI5jThgIAYIAY7ChKAABguNPmIAgCAMcQh9OGAmCAoVvk6QfnolRio8OCOBFXh44TgDjtiHSGG/+bu0sLruPfKIAdsxmlM3t9RaMq+YvvdxiBmOyONxlz4DhitCEmxPX6QhAY6nA0heU+OhtvNSCIDcEwDADFHA6HCXGYEMTuTpMgnJjTOVbUFvKnIKVQh9gQ1OkqgsWh0dBqafSBxa9lhVqddpMdQ1/YT3y8UHbUbrKjDlfxUYKwO20In7QV91v/HRbHXXzc4bQ6HEY7YrZjL465MIcTMdocliNXDQQA4ChqN9oc5lfoxAlgpVCmL173DY+IiIm8eeKzz85djsAJAMAArFarxWBzOeNx2BxOAMBQM+F6KUYQAgDHLShqBAAMQw0Wq91tuu0EYbHbrVar1WhHDmWy4LjFfqhMu91uQRwEYEBYELvFarWabLbDkBh2FLVOjY8+io2x2Wwmm83p3liIAzhQp9lksVrcKkWAMCGIewMIjqEmm8356s0gDgwx2Z2o2+0mjjhRG0oA4EAAAYASToeTwFHUjpT7Jmb4ZDvMriZxuCMfIxCjHbG7NzoSTtTpcLVz3H44rDn0GUAgRjNqR/oLWgLPxtvth1v5zXbEaMcdLxVSJRWc+egPF654zy3OOm3i1ITg/+9Xn9V0DgKB2A+94jocDrMdQYEAsDsQs8Vmey7AhAPDrDtbaw/CQjVarclqQ5woAApgdTqtVqvVbLVa3PfqFOLR4KTU+X0FgiB629GwzIE6bWqNJjYrd4g8/pxodhzVWawWo7sSMQDr3NzM1Ru3wx48iI70/fLLz784fc/uUqer8VifNR4CAEfNOIEDgNWO4AA4YUWdBgDAccxgsdrcOn7WeExHzQWsBPGs8SAIYkYQHHAAC4K4G8+h9AiGWhfnZqIfPjRbLCar7XBXKgHgxFCz2WI1u52uOgBMDsTuqlsCx002m+NVRzMAJ4jSsuxzV7wU6u/qnd3Dt+W1hgcDQMULa/HnA4pSSmntY5neUQkBj9aWWITd1pyQfv9CqIgj2JqefnQmID220OqwCVemHl2I6MvrzfV/9Ph29ET/JI4CATgAGLek6X8KWF1ynQp0AjhmW4bSr8em3k3Y3nH5d8EBwKjQlUdlpXiF50Uk1afXtJX3HCcYAYBZxNLB1NKKsIySuwm3v/Cemp4HQKcLKxN+eTnw327m3U5Kvhc/N7cOQGyMTRX4xRfcTYzxejjUPIhiGAC60Pw08/fed/7xSvaNpBT/mNHhaQDCJpPWheckXYupK6w97PUwIIh5Ej35amjKrYd16SWFMWW7a/svURfsLmyl33yY4hNRlZRfHFc2N+F+zVTN7qf+8S5r1zXgw+x6RWdGZa5PbMad+OSgRNG+aySEqte2WyIzqx5kZVx/EHApYGePDwB6FqcjNqcqPCv3ZpT/mdsrq8e6j8SU0jX/sMjBRZdtUzXUVtwKK8IBjDp5VvLDU6dOnjxzpaSs1GDR5BeUnPz8xC2v8yHhYbm5WZ98fqqpf4q7Tblz80xyZn7Q/ZAvTp31vRfB5okAMLWMHRrod/H8+VMXvfLrWmx2G4BNIly5fvVccPC9quraL7866xP0UGvQ4w5FQlTY+TNnTl+8FptdrDcaALCpkda/vPe7n//8Z5eveJ2+cHNsmuo6lbzIJHtdOXvyq/OXvf1mlrcACByVZqRGnzn9VXNTi88tv8/PXKXNrbyk9oHLXM67HZl+KzbuZsTG/AYAKNfXMi/4B390cZu20J/ZdPl3F1trOhCDejyrJPZnF4J/dTvPLzE1JHFldQcA1AfCmgcpGT5R0dfCyJ2jOAFOuSjT/2H+g1xKXdvjm6FPippdwfRMam17SnHi5QfD6fnt0akhXmlOJ4GZTQsNnRX3U6rDMoNPeJUW1L2skytIe7SyzewfoSZHBmLY3vWMpkW+ErcJ7wfd9PL2amhsOn/pygXvuyweHwBrLMv76KPP70Un6twO3PCNJfLpEx/+809/evHilZNnrrc87QMgACxt9WXnz5w+f/HK9eDIHe4BgNWkoyVkpkdnVV277vXl2Us5ZTU295sf4ASWW5Q9Nk4+0t766vTtm2cuXLh86szVlp4hADDp94IfRrdTXUdNdU/b6rwCc+xAWM2awqy4r06d/PL05ezcXJ1RXVFV++XnJ257nQ8KDsovyPn08y8r20cE3IUA37MJ6Tn3Q8O/OHXW2z9kjcUFwA1q7sPggAvnzn118XpaaY3JbAawa1U7t32v3vHzq6trOH3u4tVb90VyORC6zMSY82fOnLl4LSwlR63VAmCz0z0nPvjjz/75Xy5dun7qnHfv4Khr9Lm5TPH1uvDVV+cvXvOdnFkGACAUBbkJX3x+orHxiX9A0KcnLw5P0l9SJwAADtT5ODN1fHL8Ffd4+BvxRlNtqF1LL6+/94t7pK5ZjVy23NN9/4uo3U22fmct+L0H8xNsh806WVjjcyJYbXZql+Yi/8GvLLpZI1dwGFP3379L6nQdaMd0a6K0Px4ZHiAAtxkNAuZO/K98aGM0AABA7PqDbO/0ipQOlVSukbKSToem+Fa5b38BO4CK/rg+7KcBbUWtvLX15qqaxeUNALBqddURafeuJygkKpVc6Xp5Qp1OnUqjliml44tp716mLa4DgM1gGCisvXHiPoctUsmUZpMFADDUrldpBh5UJ30VasJcr1fGtX5y6BeP12dZarlkbbT/yk9vrE4LjpPKIpyfDfssjjK4oJZLeYsU7595jTa63Hnhcjon5ZnhAQCwms1qmUIlVUwGZ6fffYwACnZpy7mUmPeiBpp691aWa0qrhRIRENruG1mRv3nQW9/FWVmpK6nkcI6feFmfZSY9in1eMMRpdyLi5IzcyNxmoUgkFs3Ex97LqRmVclc//fC9vnFaZIB/uN/JUcrYFxdjLTp2fmHKT971GqPOSiS77e01PmEFWisGAEqFXCgU7mxt3bp6YXJiDABQVLU4W/cvP//Vl1eDl3fYHC7XaDQBgEatFgoE+zxe+N3bTQ11AGAxm0i93XEPH4jFErFYYrFYAKzbm5SrgYlDjA2JmDdHqb7qFz7PlgM4VYrJi+dP/Pw3n/dM0vf5AplUSnx9CQ4AcOU8I+jjoM7mabVMsdHVc//9G1NUFuZAuJP0jN+e6PDPSfokI/dhqV5nwHHMotHk+cdFBuRqZCq1XGW32x0SzuNzYXmJLSqpQji/EPuxV2PNBOCOhfyGGz+5NkGeV/GlqWcDO3toYDMX3YpKCatQSRXqzZ2MP/sEnk0AcKjGKFH/4Ff2oGKVNjfe3dXXM/Qyw1NXktQzVJ2Y3frpe+/PUqoD85pYajsQJu5u1x/+8N7vP71OXVrj8vbVKhUAGHS6GeZMaGSo4HBm0m6zrjAZEcFBPC5PJJIceRS1mC1CgUAkElWXFDwMDwewI6b560eKtHIAACAASURBVF5hn12NZHN2hfzl8KikokZ3r4o4kKyCrLFxl6ddXK9i34l+1DhGF4lEvM2FwND7TcxVEXc3JTbqeckRJ4Kh0ryikvup9XyhSCyaz0gJSy7pVYrZn3/4btsgOTnyYcC1jyizk5+di9Eqdqqrsv/f310ZGKdJJJz+vkbv4By53gEAKqVSKBDu7e4G3LzW290FABim3Vxv/fWv3/nwjB9zfYvD5ep0egDQabVCgUBwwI8JvVddXgIAVouZMU6OCgsRicQikcRkMgPYuHvM64EJTyeXxOL91dmG634hlDUhAKbV0HxvnP6nf/+kdWSCxxeIRaJXHJ9AHPacoiOdePheeUPPBZaFzq5H59MROwA4AJBCr5KerCpQHcR+mTZH4QLATvdw4IUorRUTzlNiTsRqpS6Xa2j/465cvyoCcABCvy5O/WPAyvLGYboYACBifc77IYzpGdfFPSr11ocBEpnLbaJTxuaz5jnEMSfYMQBMtrgZ/Luz5/7nB7VfhTyNqRBL3YG8nsTn37+V/vzdcraw/VFFRWRW/52sqH89O0Rze3eeqO+8cSpcb3n+VKkTAJiZfdlXY0yuI/bgzPGPyU9scX/vMG9QNtQS/aFyngdvScmP9cs9/GhjMbYlXKVrJCdncJP+dJe153KljGNOx2LnVEVoVlNUXsP7QbE3YjSAAeCr7SOX/vED31+cbLkY2V/QabQ6ADDWIMX7Z594/fzEk/MRvZktWsPx69ssOummn//XIi7IBeyb9yL23fNmKqXiICSsTH2wn50Ui+JEaWF6d0usWMG/dCMNNe9Vt1fG1rl6KzuA9d69jH3OqkrBiQiPu337zr174Z99dnpqahoAAAwH3KfekUmbyqP1PINJf5CYkO7r6xd0L/Tzz889aXIrbY3JzEt/oUbKC3IzWlxjWSuAKS+vuaaBDAA4OvcwObqJdnx4vSMvmTupOXf+6UxZVEVNTHZddPatj2/UV7tHxooxuu///vvIs9lHkzIAUHw/OeZB6VE6psHh+//wSebd/Jq4vPq43NDTAcnReQC25YbBuK+yXHNgOd7h+YXd+NL2w3fPLGy6fab15jcGnnuEEUDotEVeESd+8m7Wx35td9JW59jHdXEEgHqgoyA6LiM3M72lIi0s+mFwaa/IBgAWnWbULzp2alf1tWekSunj1HiR+Fk8Hjn/IDX+0ZEHBAAbhsqaGppv3rgTGHjvyiWfsAePAOwmHeN2RPo8x1X/+Pz8RlhEoWu2yeF0ZBVkjU+47RB/efS3v/6FT0hYQMDde0H+X567FF9Yp+Js3PK7JXlxadSgFvoGhm27a1hlNIjuhRSrBaKMRxFWO1JfW9pUFaY1iC/eSDNrWG39dWFlgwAAgAA4HjzI3V6fM+gOoiIf37rld+9e2GefnuntdUXSMsnF/b5R8QvCIy9cRotJmJmed9PndlBQyKkvL1ZWuhdZeVubmclJz0vVXFsRX/kEAADsAMbqqq7C0j4AAFh6nBFVRX6TiLr20pLcG0HhCvV3jEno4a/hTQ3PbGdHwEdh+xsyANDx+SF/Dp3vncDVoviPHu7QeAAwllwUdirC6gDp+srdPweu03cAwGEzZnlndGW52gSYduQ57wayVo88lWEAYBfpCv8Qskxxu/kSr6zffu/aItnt9HdjZj0/qdBm+WY/SxCoVbzKkrP4Nq3JSNn1/skXiUmVrq9aHmfHe6cBAOGEjZlNLY/9+OOrvY8aVCI5p5by8H9cYDLdU1WTDS0hn4eZzSgAbMzuKETu/oWZ3lN0IfbIHNVEZcRee4SaEJc+KtIrpkYoxypruLQh6ESQQeb2bd1a2tr7pMv1t2ruIOv3gXyeO2Yls6Up6jdXBAs8NVfaefJx0rVEG4DDrD+Y29AKFTaVab9u6uP//n73IBWcNv7CpuZAatOYRB3ML/77+3WNA8fWlF7FCwgN7ZpiuD7vCyRUxrzZoI6IjiQvuZbWHGOkoYy0Sr1Knfw4EUEc+bnRHc2P+AK+t3cCOCWljQUf+kZq9AYAkClVIWGpWulm2J1TNbVNfD5/aXHls1M+ExRX+oa93ZEHuWXCZy5P9anRXulpWQd8PpvFvnjtfn1Th+uLeXL/o4ehAKDXG7qGxnQm8xRp4GFqmsWJAoDNroqMyR2fXAZAnY7NhPyMcbbyWPUeGR5uc+fj/3WJRdpU7ctk26KhxuHlhU0AsPAF1ad9RyIqki/m9JaTDp/DKkIeZ94vBgCnFVud2VRMMVJ+c45SRlLxFQqOlNJFmRylAyCLtSPJ5/NRJwCBFVyPqSscBrk+5sNLve1jAEAgSFVAbPiZRwCg4ksFi2yr1mTZUxV9Enr249smxHmcvPzVxd5ffeBbUpkn4y/89Oe/Dy9utRAAYFIp6A+zctaVzxZjXC89UoUsKSNJoZDDYWFFOysRAbdxAIfT2TMyJteoKENFt7yvsVhcgUCQlFoSEJIEgDpsS+du33tU5OqRobiiOTW98mjvVkFpAYXqemMApWDF/8aZATKJzxfs7++PU2amGAs2kzosMrxh0DUdB0KJYoo6a7ca4h7H9jGYLgkZ9InEx8VGrT4+Ns5kMldVpNdVhSlVkuteCQ6zsLGr4k/Xw+RqLQDojIawiHSVeCsh4mpRUQWfz9/Y2Dx57k533ygAABiFgomInCKO/sjQWfKS/WJjHu0f8Dl7HC+fiJLKRtcXrDlKdEgQAJgtlq4hskpnmKdNhDyO19vtAOBw6uITC/uHZgBQIFhpRemDa68JCwtAAJj5/L2YjCL63DcdDHr4m/Omhmepqy3nQuJY7kDN/YzCywn1+Y0WJwKYczG/s/RKdEdswbDXo4BfebU9rmy4EZXwYUhPUmtdRE6R9+PM8Ey1VqcS7D9Jyq2/npz2D1dzvGNykwt5PKFJJW1Oza+/mZr+P69lX47MTsjbWGcBOLf6KIVnosvvpzQEJydfeDTUxTjOuZkTt/Cqr0YlffnoSUJJY0xBYWj26rJretoi2VorvZhYey8pzzcl6265fm93OKEo83rqk/jimftFSf/qHeOTuc3aB8A0Ym6tT2bl7YSywNT4K9kijnBpnFzzIKP8/bDkX3jlhqU11rQ7nXaTRNIbWZF7OarxYVapd1xWSDGXI3neidYhDkSnGctoyTn3sP5hZuWt+NTbOduruzIuqyE+u+5SQsr/uJJ761F+eqlYJJYszhZcfFTyoHD0cWXfqdg7v/Lva+xVbdMzPgjIu5nVlFBUE5FX8qhMLJE5lLvZHwdlXU1rSiiui8wvjip8yVQbBoDzd7cib3rf9vX19/c/ecmnob0PAF1bmvS56e3v7+/nd/e2vx+Hy6qqKP0f//zv1Y3t5ZnBZ0/+fmSK8cGfL3XWZXR0lrxz4tw13ztBAQFnrvk8JVMJAmurybkVcDs0LDj8XvC//9sHF2+G2RDj9mKn75Wv/v2dP1y9GXznXuT6FgsAH++v97t7637Y/Ych9//0H5//6bNrXIkKAJQHc0G3r/jeuXPu0pXbkclKnQHAUJSf4XXd6+7dgMtXb6SU1dswVCtfSIu586vfvnPq4i0fv5DuvqGXtEncbjNO5DTV+6Y9iSt8ejv97u/8Zme2eNSx2vcCfP+fPy3TmbMBT3z/j5NF2fVKjQYA4S3MF51+VHc/OdsrKS+0xmwwLHaTGm+k1kXn9T8oCP5fN1rryaBTtl2K9P+p9+LMso65EfcvV0JPPt7nCzYnqKXnIkuC04eSCwZvJ4f+0ne6rnUsrSL6D6H1caWNjwqKgjKHOknYce7fACS7HMa/fnCjh8bErOaPf/1eaWU1AOyzSGH+V375m/+4cD3Q1z+MypgDcAj2Z+KiIy5dvvIf775z5fKVe7HJO2I5ANi0e/Hht7x8fS5fu37h7gO+XCPmLIYG+wWFBkeEBV/+6to//tsn09NjE22PPv7007M+oQEBAT4+vrcj4rliOYZKywrTfHx8//CnP5z68gvfoPBh+iIAMUMfvXPHLzQ09P79+9dvBQ6MUQFAerD3yO/WLR+fu3f9T126WV7XAeDc3WHe9r3p7+9/585dn1u3tlnrLU0N//DTfyusaGgsjTn12W9GpmiffexdVxjf11/x7hfnr9z0uxcQeObqjYY+EkEQ/a2lt/xvhYTdf3D//ju/+uTEWT+dSbO/PRRw8/wvf/ve5Rv3bgc+WFxZBwDaaOsd/1vBYcEPQ+9/9MeT735wYZMrAgCDbP1BkPfN27cvXL567X6MSKkBMFeV5bsaz9XrN+Pyyk0Oh0m7npMQ+OvfvvP5uZs+fiEt7Z2v7tdwAs/Kz5iannj1bR7+Fryh4bHPDfSkBZealOYt+sL+2nMr205ie3aFNbPkUOh4m5zdubW9mUX5vtQo169T5lgzK067EwAsBv0Wc5FNXxGu7W0yVxaYS3q9yWGz7swtsmhLwrW97bnVecaCSqlxpSrlCNemmRvTTAFr/zkxXpQKd6gF0m3m5jptYZ0yZ1IebU3BAEDGk2xMM9cYiwatBQAIm2NrbnONOq/niQ1C1fLcukqlc6Wplao3p2dXqXNqqQ4AZAf765TZg4Xtg1X2InVua4OFoSgA4E58i7m8SZ3doM7bTLZDkb45AQgAwF7c3KDMbkzP6lUGADDqNJsz87uMVeH63vrM0uLcstFgAgCVQLE0Nc+ZX0cVhr11zu4Wy2kzyfYEG/TVder8NmPJaXUAAO60yznCTcbaOnV+i76ImI4PJX7ofRVEB/skMplMJq+ubx6pjs1mkUgkMpm8f3AAANtbW1QqdWdnVykXzc3NypWqrc3tg93R9oHWnP75LRZrnExmzMyirrJjCINOI5FIC/Pz/AMRc27Z4URUMj59enqGwZycpI5PUFVqV93hi4vzJBKJTqMJBWIGc1FncIc2kIgEJBKJMcM86qCtVuv09DSJRKJQqVa7HQCsZs3CDJ1BZ1ApDDJ5ksPhvbykAAAHa+y16TkWZV6+LwMANZ93wFgRbvF0SrWVr+YusleXtiwWd3xCMYu/Mc3cYC5bDG4FKnnilelZFmWev7EHAGAzC1a3WYvbCpnCKlPuL25trbC1ah0AqA+kS5MzgvVth9rAWWELtlhmuWpvmb1OXVybnpW4AwIdi9NuN+/u7pttdgCQi6V612KGWsqkUmYYzOkpGnlsWiyRAoBRr6ZTKePjE0wmc2JiYprG1B9G0NCoFWNk8tT0tNXu3i14wOOSSaTxsbED3sHC0qaAfyDcW9/Z2dUYTFNTU+SxMZVGCwA4Zl9dXiCTx2ZmZigUCnl8ii92D+s3NjbIZDKZTF5b3zjSqlwsdl1cXjkKPgQcDsd1cXdvDwB22Swqlbq5xdIopfNzsxKZjLWzy9kZ7SW1p3cxtvd2x8fIVDrDjiAAALiDOTNDIpGYM0whX8xgLlptVp1KzKBMzzCYU5O0sfFpucI1wCXWVldIJBKVQhEJxTOzS8rDIIcKmYRMIlFpdMdhkCEEQWg0KolEmp6eNpotAIBY9UuzDDqNQaUyyORJFvv42dojcMyenRIWFhll/hsfzPLwTV5reAgAQrW7k3E5wPt310ozqsQST1SP/7IoJIzzFz5/7+S1ytZuz+E6D98KvXr52vWTvztxubihzf53cPrnTWDvLMcnZ8gO33c9fG+81vCgAIj2QMJoJ8/1Tw62D0sOV0E8/NdDJdvu725sbW5qGx43eBySevgWEGole7DnSVtLU/MASW15TaRdDz9y3jQej4f/YhiNRpFIKH4OkUj47NyeBw/fDk8v4eFb4HES+iNld3d3a2tTKBQIBHyBgC8UCjY2NjicV7ly8eDBg4e3wg9leF7mrBB/+Vff1cOjh+fhcjl6vf75KxqNdn//ZYv5Hjx48PDW+EEMDwGAODTqzoyamvx6tfb57s8JgLDGmTUPC6oza57b1EQAIEq+oDqzbnd776/O2GKxmM3ubUL/CQPCvRStRtPZ2Wmz2QBALOb39nVaLaZXP8LlcjQa95oqimIYhqnVKo/h8eDBw/fADzfV5jCO19de+tPNre3nT3sRALicy6U0DIX87PLI0+HnroPyQBh44f4cbf5b5oQBGC0mdVFh4ZkzZy9cOP04OT0uvcVg+eH3bdlNxuaa6u+Whg5AmZJelZ5T59r6bNYc3PE+00FjvNqwHhkeIXfp0tVr9MV1i8W0v8995UMePHjw8BZ4u4aHsEgkk6VPlkfnlPuyobIWUnWXUWMCIDaHRgZr+jUSvYbHmSpuoPQzLAhiEm/mXE/cJLPHGnsGS1oV+1IAtztRMCKlHz+c6D7yaUgIVpdH8puna8mifbHLWxcACgCc+a2ugrqhynoufXOHycOd3zxbg2OYuaQwIzg8grd/IBLxwsLC/uUXXxrMVgDY2dlOT0/PyMig0mgAQKVM19bWNDQ0drS1sbfXs7Lz5nbEZp2sva5kZnFjYGg0IyOjuq7BYLECAGo3tD5pyMjIyMjMoc+7fPDgDoviSU1lT1ePTKUtLa/KLaxUqLUA2FBvV0Z6ekZG1uDYpEss0f7248jw9975bUZGVkZmAYU+CwAAKADR0tKakZFRWFgs17qcANmo5P7SwmKZQjUwPJqWnrmwsnFYOguPM/HRab8ltuRQV7qentoLoVkGx6ssK5fL0ep0ANDSWBAZ/cBqR7RajcfwePDg4XvgLRoeAgCxy+UDkYWhv/JtT2qdrhvoiK165Jck5As4o+TAX/hPNNFNIkFfSO71d/zYfJ1NuJXx3u3sr9ImGgaHM1oiz4bOUF3dt8Mu1RV8ED7R4zI8KAAi3twZy3ka+/OAnrpeAADAAOwLHaMF52MGi1unnnTlX0kI+zgBtRwjmV4qjI6IULjP4qEYZplbWMUxy8Is+aavb15efmlpmZ/fraednQtzzF/+28/vBgbc9b19/ss/RyUmnriRdrA7mxPv9c//8Wnww/jqqqrw6EcP0opMNivuUJJH+pqbmqrrn1y4+2BsigpAoHZeS13Wr3/5i3f+fCIiITWjuH53nw9gYFDITU+eNDY1X70X1dzVBwAS/mpGSsKnn3xSUFCcX1zJmFsCwByINCc79V5IWEVFRVJS0o2QmD2RAsCwQOs8+cn7P/vl726FPMzILxmmLOHuuUKitzb71J0IuTtCDA4g5gtW/vTFg03eq5xQcbkcrUYNAB193RU1VQCg0ag9U20ePHj4Hni7Ix4cABWtLwR8GLoxywcAAFvZ7ZLWuCoAQ+71vP5aOgDIF9f9PwvcPdAaBVtBH9wdbpsDAADH00eNKZfznQgK4HzR8LgP5AMK5V/E9de6XZ9ZZIKQkwGDnW6/ZPSR8Ybi1sNgOS+g5nDDA+/q7dbD1AAAMAQJexDRxXR5akKF/I2QoEyj2pgWFyWTyTo7W+Kjz6OY6tyleAF3jTrT+VVgkt7tMg69dy+JObsIANtLzIHe7qEh0qWbYeXVDQAAYEbsC6f9AtIaB91KIRAA5z5rdaCna3iY5B+aGJ+S5frKoFKkP457XlTa2KhfZLTWHSnSVlbSUF7WC0AACDIKHp97mGe2uU/dH7ndzY+J8YuJOSw2AaAx6CWnT/pTpr4eT+h5uFyO2STj7q3dj8sYmqABgFrtMTwePHj4PnjrazxWHmM8/INIPlsLAACOuuC6svB8sEhSz6STWxcBQDTGDPwsWKC0I0pu1BeRW4uuNR6CWjUZez7HgaAAAEak5OOHtK854nTilV/EkVrd/rvU3HW/P95cYLq8x2O4HZnvWTBrvznkwU2avRs3fahr/KNLepPFadXcCwmdcg8LTFaL8G5YiVKiLclINhoMHZ1PKorv2q2CqzcyVBL24ESrV3IjDuCKXxcRU77IXB/ua/W+E5SRnpaTU3D5tE93p2soZjcZpiLzi7fNR7kRjKlhL7+AtNSU3LyCm5cDyopdzkxBzGZFhYe7/taZTAiGTg6230vKPXQ2aWxtH0gvcLmc2iuuzWxdkX2jdERdRvzV8NjDYhMAMqWK8/GXIXNLr5o343I5Fqt+aYF2MyCIymQCgGdzgQcPHr4f3rrhsfGZU9EfRrUVjCxPMUeqau5/Grw2uwvgaHpQUxVdtTzF7A96fPafvhzppc09bff7jVdpXOMadX66fzj8y3tT3Quow749u8DsGIv82aWq+PxZypxMqsQxJ2txeb5vKvYX14pD02anZwUCEWbXtCdUxXonzwxPr0wyGhJL0rwyjUrzN0RyAKimKHS/4PTevv6RkYHsgryYhGzCqRsZG/INTxocHBoe7kl4HF5Y38va2vzqk09IpMmGuiIfrz9ubM998nkAufcJebLlJ7+7GJNVPjLcW9+YF5VaazQg2cmRwalZFBptnET6yzsfBAU+MFutRr3oaWvKR+cvZtV1Dw2TBSIxALRU596IiJ6i0hg0yoXPL5w/e12mUAOAis/zvna5vbu7pan2tJfv2t4+YpGFJ2TmVjQMDw89bS+7GxI1z5ajqGV+tvnSjTN3k8oGBknLK897fXfOTLb85WLArtodNwxAtrQ8/sG5aJEW+YYqnsHlcrQaLQA87euoqC4Hz1SbBw8evi/euuFxcpcnkm7F75A2nyQVl6WUcXfdXj5tcmlnWmlNbMH80FhDTll7RnXT4+LWkprNyfmmxPKCmALqxAwAWHWK7rzqmqiCxvii+riCosSitdUdHLH0l9bXROU1xhc3xBYWPS5gziwBAOAYrb274kFmfWRhVWaFTP0Kn0vo5MiTwLt3AoMfRsan8vb5AABg6WktCgoM8L8Xnltchtgl4yOdXj4BJdVNy3NDMbHBJAazuqKmoSR1cqo5Lr+koLj0fnBoYGjs5s4ugNOk42amp/oHBMTGRpdWVAbHpEjkYjGfGRcTERwcHBL64O79KMbcEoATdYgrygr97wY8fBBeUVUZ+PDx7BobAAfQTE903Q0MDgiPHacxURQDAJlgOTEuJDDo/t2QaDJtDgDs1t3SwvSgoHthoeF3giKqG1ufK5fGYtm+5hPdPch0X8A1KXH3Hjd0fNNH//NwuRydVgsAlY21adkZ4DE8Hjx4+L54y5sLULNxoaoz/t2AWfKS5QX/K294auYo3srXOPbi8YG3XgJ63EXsDe4BAHFFcYRvWNwGR3CUPkE4jpOKcIVUeRHnS1LGAb45KPmmBlCAV3iysQPg9JnF+MRMq9UKAHzedtSDwD3ha0KScLkcjUYLAJvrlBMnTzGWNixmz3ZqDx48fB+8XcODG7ncp8EplX7ZyUGZTPqrFrf/E6GTLCSE3Tx30TcoJn1f+nfqnNug12IYBgB2xG62Hre370U4nD2t1rUOZ5Ur5EazVavR8HgelzkePHj4m+Px1fYjhcfjrq6ucjh7HA5XIODv73NXVlcODvZf/6QHDx48fDc8hudHitPpNJlMJpPxuX8mFH31wpAHDx48vAU8hseDBw8ePHyv/KgMj3vdXiKWmUymYzcs/LWOQ9/oueXl5fuhIUql8lsmjgn2Nja22bYXzsYSAKCSSafGJ1ZW161vL44OYjbtzq3yltgaufYtulFVSCVm82v8lnrw4OFHwo/K8KAA+M7mXkhQnFAoBrAJ9lcz0jMy0jOyMjOTUlImFlZfEXpBIhKyWayjj2oFr7I0Jyk1c2GFgSKywtzstIysqZlXOTAVCoUVFeXPByNwIPbF+bnXia3vqQ35w/nbDIHuxbI41+anbt/0/fNX18dozJc+/e1wGkQHTx8Vp/wmrDCk8C2GIG2rKk3NSHp76Xnw4OE/MT+84VGJRQebHCHrQKPUYihukKtFfCFitzqsJtEeX6VQonZEeSCTiCUEjil5Et7Ovt3xbCnColAebO4d8ERuz2WETSOWi3lCm81sUmr3t7gGw9GLtp0gRCHRSfEFzQAAgEmE3MrKihu3bpw6c6q4uGRhfZvATDwuS2vQG/XaldU1kSsYO2FTyPiFeTmRERGbWzvrWyyjyWxQyS589v69kOD55WWdYre6PPGn759vHBgD3Ly3x1UolQDA43A2WXtWh4MAu1TE295m6UxHIYEdFpN8nDR8/eqVhYXF1Y1tmUIJgAKYFTLBxvr62vrGvsw1NjKYjYzYnBzmrnBvd291g2Vyj2/cdiGjtHSQRHpOoxbxwdba2tra9p7zdWMWDLEJtrm8ba5RZ7KYzRjmcO38Hotqzb+dfDiMQmwGvWhnX7DF5bF4ZvuzLeC40y5kcwRbPAlPbDIeuvvGHaI9Hn+LK+aKjAYzTgAAIuCOX/ALYuy54qYfuZVDHHa9VCzWWKw/vKtwDx48fF/8gIYHBcy+P8qo8Uusjy3I9g47/+HFbRZvfbDP+90LvXVDOpGg2O+hz8dX1mc3BjLL73xwpaO0u+lxYZJ3aG50jkphAgAWbSHN60HuvaToy4E9Fe02Gw6EjdrcGfHB9YgTfum3omK9wkOuRRjdPp5RFZ/y2UXvoc0XzriMTY/VNNa4ZbKJ4iLu/uX9TwICg65cvuh9w2+RxQXAuptL//juf7zz29/euOF3xTtgZX0TAIqzExdWqY1tI7cvncacu3cK2ldEWswmehjm/cknn0TFJp06d/GC150NNgcAb6kq+fLkqWt+QQq1axMzsbNKuXjq85/98z9dveZ18bJva2cfAADYulvqrl+75n3D5+wNf+rsAoDdomfEJCZdv5987YbX+YvnHsSlqPVuA+ZwIDmFWaSxUVeaACiVNnLl6hkfX9/z5y7ll1VbsWNHcTgAatUY65LLk66F5oTGlMdkxfuk6RRWl+EhRzYU+ycfWhj0YGmlIiy9JCQ14UZUWXSeTmsAIBxa7XROQ3lA8pNHhXf/cj4yNMlBYLjZNFPcWn43uSm+KPTTq8G3HxotDgAzACcsKi0mq+1QTgDAAAjaSMf//X/9n0llDf+FoiN58ODhNfyAhscMdtGT00mBvwjsKG0VbmyN9o2oNCoAXYVfYeXjHgAw7LD9/uRFneEQVln+5xF5gXVmuw23q8pDmxqlMwAAIABJREFUMose1FqW5u9/6FNXMmrQ6pQLC6Hvni8r6gcAAHwouvTC/3aSMkxHEDu5bVQpdh++WR3s+uriJRH+Qi/XM9hTVF4EAK6YAnIB+3f/+IfKpl4gsJLMpMjSJteLP6mnq7KkmCAIDMNcDjoby5Nbn5Yk57Se++zkxFDh/YKmXa0TwGrQTn5y4sQnF+5zJHKL1WIyGgkAIGBfsB+TEM3n84+yFvE4jyMfGI1GDMMIHHf1yE4nKpFIFApFU2XpPf8AAJvDPH/NO8wrKN1gMWCoNDWzKKXI5RcOEAeSXZhNGnONeHC1ZOVywP1W+rJSpZDsr9wNDUpu6TtO+SiBKesf5if6ldmsdgDbVNWT0E8SjQrcNZAiRzYW+6c8f7rVbrFpVBrj2kHBu9fanw4C4EbGbORPfOIvJ82PTm8wmP8/e28ZHFeS7n32xn7YjY3YjY3YjX1h777vfe/cubfvTA9390zDNLjbbkObbVkMFrPFspiZmZktZlnMzFQqUUnFpGI69OyHkmTZlgw9bnu65/zi+WCdypOZJ6uc/5OZTz7Z3zsMoERWFn3/1eLhDb/Bhs61icmezl4EwQDkAKL0tGIrm0jiyQF8GICavbealpzUP7tEni9LQvKPwzsUHhwANgfGHM/ddfrkXt45m3SHZLZACiDMsknNCWsBAMX2tsNFy6HxbVCxA26599RrY5TJt3pXYr8NZoakuPz6SoxNfLJTcPqDEG9Dt8zkYm3WZQEJDwxDny9yoqb8uo7OM1tAG1obUrJSAUAb2nl3e8vFLh7HAACqqoojSxu04aA76mvzs7JO3Mdpr0uxcwyKjwxsr0kxc3CxT61nqggAhZDXbh8UMk5/dhcnk8MMCAvYp+8fX2Fsbwd5e2o0x4spcql4Iz4m7p6OnomJ6V0dIycXfwCVXDxq7hU1dRjPlJifW/fwSMK1IUsxJDYltrO7S3v/7nTbn37zb4ZW1vr6+iYmBnqGRmEp+ae2vorPsfvOvL1tDgAAMFyj2pjbkEuUhyMer+Jk29CjauH05c0C+5g468Aq8wj/9++WVrcDAKBoY1SqwR8vRn1jnvGNXUNJtwbDgcA7U/KMPrwU8pVZ5jnb6sxmFYIByADEuTlVZveDMexYeBAA4YGAMze/yFMoSOEhIfnH4R0KDybn7k9X9fC3uJhUs1c3ffG/fVfb2A2AljrEVfuUAgYb1R3mv9aZGN4FJSPorlOGVykqR3CpPMk+Os0hTTGxEPalwXhut4QlEu/wmzIaOpsHAQBQKHVP8tcN1igxDDkangAA4PTlnss6+kM0bQ8uJ3AVjuPV9dXxyfEaFNXgGAB3c33RxjpKrsEAiMK87ID8Bm3Y0dbSjLAQfwCYnJ2LySpSIztrSx2//sI4vSBLyFj+5//+gUtsrhoAgMfY73EMDBre5GowDMNxACVBSHAc3drZ8vb32traUuO4miAAgEmZsTfTE0olPAE/MiWbxmZ0N6SYGunvM5l8HisoKEn/vgeAWiUduWZoZuEVoVarNRpNUFRaYloZAIJjarlCEREb3tLajOCEGieE7HXvB/dbOjt5fD6bzenqH2l6PAgAAFLFwW5iTHxWaa2EAADAFLJYc+9UxwSNSAEYMJb2fK0DNlcpQOAEQnQ55eYYhSAaDCcIQKRhVw0KbBJlXCmvZd7nv9+pLewDgL3pmfnGMbVYifGVZeYxVz7VE8hl3NW12dphlVCBCZWtrlnnf3djlykAUALs+QbEugZoVVD7hSAoQrt3R+e//frr1R3aW/nJkZCQ/F3wDoVHfUCdivzWIeSmX5pDSLJFYE1alUgsBQDR1EahgV+sseewe5LXZw6xrinCnel0a9+WkMYyz6T4O55Znin7bDYAULomCo1Dk6wCSgz8nD406+1axDF1nW9kxCem3p/axZiERLiEbO0zjkpUoppVQxuXmFLtMT+y1YUhAwP9L7/88vPPP71+61511yBg+4Hu5h/85i8FtQ1C5ua9b77+6CudhqEZAGBtjVne17t+48bF67cTih4hqGR3d/rcLbv2yVlCrdK/eCM3vxAAqEst1gbXPvz4zxevGV6/a9rZMwCA0LaGHWwtLl668uc/f/z95SsGdm5z2/sAgMr3Y4LdLl27euXaNQf/CK5YJmZTHno43Lx3x8TwnqmO2e8+vNze1the4Hn9xk0rj2BdXd3r1288CIzkyxSohhET7nX16vVPP/3k/Lff3NA3q+oYBID11SkzU1NdXT1d3Xt3Dc0Hp+YBAIDF3x347S/f//KWGR0DAAJApWDwat3SQ287ZZo/DLn2oLG4X61UdVdUJJp6p37mGP6phZ+Fd25mOSDS5armcJ3ABNvgfufEnIte9le85kcH58rLPD60TrQKT7UJTHGIGuubIgBbfvTI60Or+PthKbaBKbbhA61DCIoBKEXCEV1b96pBrVvg4RrP+nTVf/2XD3Lb509cJCEh+fnzDoWHIDBUKhAztun7GzvMLRocLr0QACDiCvfWNzVimfRAxmEyFUKKv6nf0ONlEYtLp27jmicTM1K+aI+yzdrYkfAPAIAgcO4uTbDH5LP4+1Ta3jZNpT5eqkAAkK7OfmtLTy6XBwAKuXRtbW2Turm9vb26sio4EAOB0vdom5s7PAEfUSv3tre3t3cPRNpBAgj4vMXFxX06XZsdimoEggMNigKAQqZQq9RAgEIm3qJSd3d2Nyibq6uUA5EYANQqOZW6sba+vru7u76+TqFuKVRqbZ4qlXJ1dYWysXHc74qEguXl5dXVVbFIzGByBHz+AZfJ5fI1CLq+vr66uqpUqgCAwNH9PdrKysrOzs4mlbq6ui44OHTUZrFYy0vLKysrTCbrqEkxHNNwuXzBgeTIf4wAAESD7lN3GBtbbNqhPAu5XPrGtnCfI2Byd6k7rKPYdFw6Z4+yLeMJcQVCpzGkIhGmUQuYPDqVtk/ZOmAfnnaKqtVCFp++SdunbAsYTyY1a4syHdycnomLMDbUn5aRQfqzkZD8o/Hu3alfDq6qj0g0+911x1uO1WXNf0tGABgQMNg/ymH/ncb6/LkyPzW+uUl517UgISH5u+DvX3g0gKoZyzv7S1TK7MrOJrkYQEJCQvLT5j25WvPjmUytVmMET8ALCvQbHB7GAWQq9Q/IR3ugDQ6AAvyoFSaNNNJII+3HtvcYEtWPakIE1tbX3nvvvaDwCDUA/UcujjTSSCONtL9ze48hRX4EQ/ka4CgJuhQRoLBB3fjf/7f/JSIuQQlA/1GKI4000kgj7Sdj7zGlyJs1lgxlStQLm7s7XDFbjgmQp4SHIdW88RJJI4000kj7CdkbFh66FBXINTIRx8LOwy08l6PCRBgpPKSRRhpppD2xNyw8DCnCkqhUKNI7MWPg4La0w5IBKTykkUYaaaQ9sTc/1caQIgc49I8NGJjqU1g8OcDGBoUUHtJII4000rT2YwgPylXhbPqqh5uDU3AqUwXb21RSeEgjjTTSSNPamxcephThq/G1zTU7Z7ukvBoBAptbpPCQRhpppJF2aD+K8IgxGJgc1zMzpLJ4CgDKBrnGQxpppJFG2qG9ceHRsKToAYLXtzab21ut7nOlpHMBaaSRRhppJ+zNu1MfKDUH7C09Y+uQjGqehjhASeEhjTTSSCPtib1HlyBv1lgS5cGBkC6S0RRAl6J8BNYp6//ze+8FR0YrAfYlmjdeImmkkUYaaT8he48rR9+0YRw5LlARAgXGkaEiDLZ3dn77wX9k5OarAThvvjjSSCONNNJ+SvYeQcCPZLj2HwA4jovFIu2BbD9ecaSRRhpppP0k7O//PB4SEhISkp8VpPCQkJCQkLxVSOEhISEhIXmrkMJDQkJCQvJWIYWHhISEhOStQgoPCQkJCclbhRQeEhISEpK3Cik8JCQkJCRvFVJ4SEhISEjeKqTwkJCQkJC8VUjhISEhISF5q5DCQ0JCQkLyViGFh4SEhITkrUIKDwkJCQnJW+WdCA8BoCEQRCqQKhVKAogTH2FAaNRSpYgjVCiUGI4TJ2/BEUSN4Bj+gwpFgEAQNYKh2MtqhxMEguEvS/ZTQK2W4ZhaKVLIJLJXfSICx1/j8QkgZBLJAYvHV2sQAABAlAoeh8tTqDQvLEQpEXNlSuVzxRx+4XK5giCIZz98lfqAhsBRRI3g+Mt+JwSG46+Q7ExwAEBRVHvex+uDAWgwBEUO2+0FEASBYjj6sgbBAFRKhYjNZoukcvy5tAqFEvuB/3dISN4w72rEg6l5nHQ7P/t7zru7rBPXUQBkrrErQtfrwRW70aHxo+sEALo7v2z+neVw98gPKhFRCjiud12K0kpfmnR5aiIuNEUkUf6ggv4eQACItfWtoLAQuVjQn1lmccGkrWXgFW+eHuxPispUqNFXSUxdHdC5c/Wuqd0yZRMAALCBrooLFy95Bkai2JnqpZLRfd0NLL1DxcjJDpIgcOXy4kR4TKyehSOTzXnFCp/MAQDdmVsyv2Q12jfx0tRdj+rysypfvxQAIMQiZm9Pm7GVY3RS5g/KAQPQlMcVPDD0UCpe8ktTy0XJofETEysvTIUCoP3t9de+v3rD4P7CGkVbTwB0Z2spvzD/hoHl+NTcD6oqCckb5g0LD4ET2FF3gyIIfvTijGGHvRiO40cJVFszfbbXXNaWGTiOoehhAgJwVKMQrNPD/2LTUd32JGMM4WzvZUflbqxSnykURRAUeclrI4FrlKKDkqTSoe7Ro0vE8dvu8e0EAOD4QGWDzleWNLoQQ1Hs7N7z6NEwtUqNP/2GiWGYSqXSvqLiOK79hzar4wyPx15qtRo5UX8MwzRqtVr91IgBQ9HjIjRqDXH09ovjuFqtPm69Iw5wYsvRJSwpq5kgQC3e9Df1KsvtBAAEOcwWx1AAIIAgCILACQDAgcBwHAi8LafM4KIjVyB75vFRFEWRZ9Wof7jfJ9CHw+FiGKZtPxRBevp7vAMeSqXSM1uN4IyNl5uF5tDlKKLRoKj28VUYwk5PTjKxd3EMj16nPvtFvwIEjiOcLVpOTB51fevoEoEThPZhT/zMADAs1zfWwSREpUFRFH3p0AdBEI3m+EuR7VDnHBycLR4GRGfnYc+2/6uAYahquKW/NLMS0Wi0VTquA4ZhOIEf1pMgpCzW/a+Mqyr7MQxD0RcNfTQaDZ1B9w582D/Qr70AIGysrTa2tLMJCu/o73/9epKQvHneoPAQAJiYSs038Szxypxvncq0DUkzD5kZnicAGUzJCLrjvzGxxZ6fKdB3jXVJYQnl0t2F1NsP+xK7c9xjUkz8+2u6NRiifUdDuJLkb9y66zoBAAAHwJa7u7NMg/MtU2dH5gGAAAxAQ6jUXYnV0SaeGc4+XfGP6hK6MNWpFcM5q0v59mH5Jondld2HXekBs9olpNIla768O80ioCmuStvXLze0Jn5jZvaLu7H3w6Ls/Zvqu87okNQAxNLUqLG+vomxkYO1pa1b9PYeG4CYHB82MDQyMjK2s7NnsvbXV5YMDPQtLC0szS2KcjLs7axtfFPoPH5xrLO7d0B0aq6xkZGegWFFcycOAKCuKcszNDAwMjK2dvfZYWiHg8KqgqR7t29X1dR7+Yfc0TWsbekGgLmFcbP7pqampvd0rbqHp+F4ogoQ6krHt3csRjc5AAAovcwhtM6jujayKN74YV1skUwuWS5tCv/WJcIujSPgipfX8255+eqFLkzNrDY1R//V+P6/68VbhkU4BnR1DAIAolKPJNYkmPnEG3l2JFeqEM1xzzc4NhgZH/mM8s0vzwdHBr9IeIC/vdroF5oYlJRrZGxkYGjc0D2AAw6AAAAKkJiXs7Ty4hf858EBsOXH3dmmwflWaXPji9qrirX5DAPP7qj6oZy6RGO/kep+HHAcUw+n5gX88Z7V782SbMMiHgSPT8yflicBoMZQVUtFsZ6u7n0jPQN9vYy2CRVof6iwuElNzMlSv/ZsGwYqUXNsZo5RZEVQieCwoTQLJeVJ9/yWyoYq/ZOzbKLpVDoA8Dc3qqx8bP75+sPvvRLsg9JiMrl80QuyVmlU4XHhg8ODR21yKJYljXUtnR2vWU8Skh+FNys8alypmK/osP2daXVMHXeDsdg65nTVZbpvUk7b8Tnn05rbhysVc4VtRp9arm0LlfRV74+Nw3WiWJR92tiK6yX7isxGIAAAUTEPEs+5HgkPBqBWHIjo49TQj5xrsmq0xRGIrNQvKdk0dH95i7O1l2QdZvetJ6Y4vWIauYRDoefdiEq0j0EBCCAAEy1mN97/J73h/DbuCi1O37eksB4AFPyDnuQqj0/sVofX9qk0AV94xsOK15Z7DAyNW1pbd3Y2G+trbhs+YLCFlOVRYwvzzp7erS1qTU2JnZ0znc7y9/awsbFubmr64qP3OzpLdW2iS8pq6Rv1H339nblr4CZ1c3JqxsjOu7N/AgCVipm7O9t7+/sRGcV2Hv4ABMCBgLdgb2/8f/33D5JyCudWKBu7DAF7ydfXrr2nm8lgzM4tWXiEdkwtHdevtSDptrUzmwAAFFB67n1f+z/Yrg4uctZoKbYhkXahyj1BxlX/0CuBBODYvijwA4ui0CqFTKYUCFsjCh9+9WBjenOfSjsQikGlrPMKz9MJ5K7ROWv0ZP2g+IBsFDmU48GxwfDYcJXqKcGfnp8Oigh6ofDwdiktX1+4bfHAd21jY2R0XN/KffBIKpSoxjskYHRs7NV+eMdgAGqFULQ/vhH68YO6/DoAANAQCm6DQ4rdry02e2cZQ2te3zuMTi4D4BIGt9g+Nvx20P7a3v4mTSKRnZYnDkCszQ+bXvp2cXZ2j7YVGRmS8qj3eHw6uTjv4eejVL7urCxCYMoDOnc0qcPzYxsaRzupqFCsrvj83jbVNJq3vtcdW+VjFSBRaFClgj656vupdUNSE2Njj7nP1Dw37jyJTCELjQk9Ep4nJOVmFZYUv2Y9SUh+FN74Go96e6rf8ZInY0cKgAEgNd5V2XYxoGZHG8Q0FowAAHNyxuay/caOULS75Hz5wfzkPgAAqIaze3y/j1LL1QDo08ID2uEUKNUZlx825T/SXhJurVldsBib2AYAAGRve3OsfxJDzpowQQCgySEjyzUWBQDAAITrjUOuF8J4PCUA5Nr6BHllal/kx+pajb6z5whPEbET9dnNyfd3Ta9/5oO4iKjU+lYAAJABKIIDsnsfzzeUF/U9frzH2HN1uo6qFgJC8osLH4kOJg29YnYEh31WZXlrfFwuEFhnY7WTjZW7u4ehsZOtoxcAAOAA6+FJgf5l/ccFrfdVf/anD5y8H7o+cA7wsPnuhpFbYtXxp8XRsUZOTmoAABQ0+5Hm/gUJLQAAIJWs7Ll/7rO/uSNdp4f91WxxuH8+b9DvKze+8EB7b3dRtdl1N8nxwj91M/pXF4NuBRSH59QHJqXc9XK84icRHirNDxUe7vJio557HFd22IfnZFVnpFVr/y1HNK5BASOjJxfzcARBBEKRSvWisQVx/Du58rClWPvVKAD4LWFVIWZZAADSA+/L5mVlfYetFJToah39ggy13goKCSfax93K3NzGyS0+s0AseyJRo4vzD3y8TwgPAQSmUCiFB+IX+wIQgAAArX0x7Jz93qHwiHAuLfhqZHvVFABQGtvMv7PdoosBQH0gsL5g3tD4Skp8lvDEZmflFhWeuIDjGHogkkhl8lfJloTkDfLGhUe5O9Lr+rn7ZN8WAICCG3onpDi6BDT8iBuRnWWTAEApabH+ypbG0yD8Lc/zrr0NswAAgJb6FUVYZ+EYAQAg1SR/4zbY1v9U3iiRecmnvbxZ+5eYvur0tVVj2aEDwgGNVe5XIWK+aBaixT4rzzPx6C/hWtPQw+sJChkAQIFDQFRQofaDoepHhhccBDIUADbmKUwa87mcCIC9hqY0A4+Moy5HOTg+zeHQ66pyPJPLtZcwdMveM3F6hdFSWTTU272zt+vuchNXL3gH5NZUd4jE0+dMvKoHtRNK4pScmtKKvsnuuuvGFn0Tk/Pzc5G+MZ7OXkclbqXkRZYeijQA4HvLPTf0TMo7B+bmZhdmRptbWx6PPVk67q3KuHbfaVcDABgAN80qIsnz0KtisWXY5VIwa18IAEOR8amfmth+5FxX0gdHM3WdeSVm192VOAAAdY4inZ4NuWAQ4VG4vbJFW1yebe9pqexQKQ4F4wcLD22n55yuZ+vwsva7cPNNyqvsP/7YJypifnHh6C8EgBYW7PfrP96eWKCcnecRKJF52aezSrtAiAIIWsKrE5wrAQBEAr9r1nX1Wr8DvNAv2tUmTnvTyuSyWCh+Li8MQLDHZkxRtqampudnx2xt9J0Ty4/Vb2lnyysk8ER6GYMxeu7rWzrmAchL/ScBGJ2r4d848LU/QZAAnxZyI2a0gwoAG00dttecGQI1AMi5+5bfmjW2zACAkMldm13Dn/daO0FscuzM3MwzF9NKi8tqqo/+wgG4dbXZ7//qQn5VJ5CQvF3evPBsjXX53fSpim0sjciItfeMcoziMSUA+GBuc7SpX3F4RqXdw7u/uZwTml3iG2r1uUG2X25VbF7SwwhPfffdNZZSetCUWZjvFe/4/s0QI7fMmKylRQquUbbllRX6JD749W1/HcfMyIyJ8Rkg1AttI376Hlk+sWWhGQHGboVRZWrZKV68BIEO1zcXh6T6fWrm9pVRZlhaZ1sfyHglLoE3fnFtsGeUv77j8pc7Rt/ZrixSAEBIp0Vbh2a4RuUGJ9joOC1MLT+fJYBIoWSHhMWaW9p5evnYONjft3HZ3lhF1Ade/v72Do4ent6WVkZpuQXUrdWL584ZmdgODnR+f+GD/JJkb/8Eo9t31xbqbpna//WGxUNvL0en+y5+kQKxmrrYb2Zr4xUQEBYacu/G3f/41Z8HhicJ/CAvy++Tv354Xsfc1d2vpOKR1ne2vrnWxskxKCgkICjE0t6pvfvYb03F2Bs8f9tyYGkXACYqK20+1Qm3jH6UWJIVlOJ6x7andhgAAGQg4Ub80dbhWw+xQutrAAA4Z2szzCwg1ys23S/WWd+Fv7451zcaZh1YEplZn1TqfMXQw8lfrTqc7RkYG4pJjn2mdVY3VkOjQ6QSyVm/ErWSkRBh++dzN+7dd/bw8LS2u+8ZGMcTKQFUTY/KnZycPvrsU91796IT0/d5BwA4qJY+/viP35oGqlD8yUrW89nKxce/k8B7TpnRmfNzSyrmZvAlC+PP7u9sbVM7BnV/8a2nTQSHxQMgqJMz/nreZYFJca4hnlZ+PDb/uSxxAHFaetQnX38XGhYWGOR/38airGscAeKAS4sND9U3Nv7Tnz92dnatbOpEAQBUk7057/0f/5J9ODo5s6o7S4sVURnJRv42719NeRhTlF0uFnDWWxr1/uX7WJ9kGVdQ4Rpx5V8vV5a0YjiKaRR1aWUhhg9LwlIf6DsXppWdtqmAUMiYOZnJjk7Of/3qc309XW//sJG5VQCYGu72dHP76rsLFy5+5x8cMbe+DUAAMJ2tbv+nP97aE/50vTdJfqq8WeHBATDa3Ei4iT+Pwp3uGBrpmdBu7yAAAFMt9Y8ON/ayaPsr07Ozj0cm24dWZudFdPZE62Bf8wCHwwcAjVw01zMy2ty7MDQ13Tnc19pL32cRqHJxYGyksXd+cHKma6SvuWd7a09bJJu6MVz/eLS+b3Jo6oyZb4LA1RtT8yMN3bN94/O9431N3UsL66BQr49OTnQP7G5tSxi8uZ6Jqb4J5j6LAAwAhDuMifrHA409Gxs7L3hgVEVvaaiuqqqtrm3hCQTaixL+emNtVUXlo+b2XgThH/CoDY0tLZ39LMbW+EjX6PT87i6tr7OZstIWnZ02ubDU1NhUXtW4sbkDgAFI15bnKsrLa2pqFpcWO3uHVjeoBM4a6OtqamxuaWwor6wdGZ86erKDkf7Wysqqiqr6sanZE/USAbBDI7MCwtMRRLM1uTzROyRksFYGZ3rreiirm8fpDmjb/l8ETDXNwVEfqZ0C4lJ2x+u6Bpp7t7cPx1ii3d2Rxq6xxv6xx6OiE3NNg8M9VrYW/YMjEunhRT6XmZmd6ejuKpOfOYeDaA5GB1soa8vb29SKyuq6pk6RVA6AA4jmpoarKira29vrauuaOnvYUjkAzHUU/Pt//LJp+UXfBQCBKqUL/WMjTYe/k96W3j0aSyMUz/cOTfYN8ThcNmVv+vHY9NC0WCQhAAUA2szKWN3jgbZ+Jot3Wp4YgIjL2mhvba6urimvrB2ZWgAggFDIJfS25oa62tqO9rbKqurhuSUNAEEoQmyu//WuGQvBDpvz9JpivD3aWHPvRMfg0uDUaHPvcN+YQqpkr1OnuvoXpmaUIun62OJUz/jK3CqGIwAYrlIvdgwN1z+eHJ1Rnb71R6VR0/p7O6qqqtvb2hrq6yvrmlZpDALU2xvz1ZWVrS0tTU1NjxqaN1lcAOBtj3/+u1+EVLS+qJ4kJD8Ob9i5QM6gNzpGeb5vmhmav7Wz//KbTsnkb63EaddeI1uth/EPL+1Vy5LV5Lr85fNzXuGp6/vHO5nOep1/3WbBAYDPF2RlZ4tEp889YnLpRPGj0G9t9T+1l0ieLJwQr9Zcxxt7mbtTrs42xrZuK1St+zIy1FNxT88gKasIf+0doGcWPTDUl56djh15G+PP/eOpSr1qYa+4m/KUZARx+r0oimTmpA8OD7288Nfh1ap6Vp6n30vdpMQkxPAP35ZI4SF5q7zZEQ+h4LAnK5vH6gYaS1s2jjZSkDwPjkjGuuuL8kuzCyqXqS9+kf9xKqBSzDe2DRQ3zo6vIugP3tBOADwzzkSfu/KGmZubMzQ0DAsLa2ho0NfXz8rK+lGLIyEheeOQsdpIfmKIRKLp6em8vDw7O7upqamtLfL9hoTkJwYpPCQ/Sfr6+hwcHN51LUhISH4IpPCQ/CR5/Pixo6Pju64FCQnJD4EUnp83BOCahZrmsqhCyupLfD2OV/bZW9uTw4tln0EQAAAgAElEQVQa5MjN7YUIuTtJCXF+wTFbtMP8Z8Yee3o+rGvpesGdiIJTnh2VX/dYQRwXDgAoAI6q5WlJsa5unk2do2dn8ALhUch3Wa0ZXXvU53dfwXFhBAAAsbO0Oj+98foLXIQ2Dg11bdHLwyUwNI5Ke94P+6UgAHLK46XOkn5Ec+aq2GG7qGTT/ZN0+sGJa8+DA8DMyKCHi1tiWg6bp/UawLRbp+uqSh88cM4trj8O/crco/V2tavUr+hLjQFoCCCQHx7Mm4TkCaTw/LxBgFBsdfbb/8WyKLP1xPUXyclA5SO7m56qV+thpofrdO5dTckvY3K4AACgoa6OOnsHGDv7KM4Ouoyrt/NTHS47hLCf2nal0qjZYb6ujlYGGVnZ3+m61bX0nZXDacKj9XSQyBe2Hn4ZOt27eNa9xxJbEZHsaxf/Ck/5fFuoKEsjxne+T4gJ8glNvHnfj858rVjaBIASQNYf1Rp4J16pOCXC4FE6AgBQpcjpklVH67N7Qp8GBVBurMwmJaZcNrTuHdFurEZwXFKSk2R87/uMjLS7lr4RyaXamLACNs3S+G731PSrVRij02aMzMz7J0+NaEdC8nqQwvPzRtsXC1M8ghqz2+aah8qSSubnFgFgvX+qJbu2o7ZNKOYI95jdhY3NBQ27lDXa+GSuvo/rB2Z18ZWPMstnZw8jdTLnFxpTi8rSypdXNk8WMDjaH58ad+ICDgCUbWpIdJjk7A2kAILtrdbQ9Kz+ybno6Nj4tHwGhw+AcTjLqQUlPIkcALq6Onx8fc+6/zThQQDUe7Or9YnlDYXNNBpde1W6R68rrdlcWN8aHi/PKtEew4FjiuXm7oTvnHw+dWxKq6nJraRQXuBbiNG2xuNiImNiYsuqa1doTADl4HBncf1h9HQvb8/m5pazb38eNajlE48e1yRW9LQOKDVqAACCWB0ea3rUcrC1119V31DdpkFwAELMpPclFrv/u26aZXxDenlbXYf49LByAHAYKyE6JW5wSBsyR6NW0fLKymbXtwCATt+ztraWHu64YpRXpRg8zBSjrzS0zSstcHZzlcnJ3aYkbwBSeH72IARCL7IKcf3CqzqlpDIhzUfH9nFl79bgkP4vzltcdJUoJZJNpv1/XDO7YbtNpe6Oj6ffczb6k0lFbGlletH01AIAMt81HGDsW5lUXJWQHWPoMDmwciI69dBpIXOmgiICXxwyZ3u95aaB8yV9x7DIIO+HDo5eEXts0VEoZZVayfENyejsPfPspdOEBwcgaHMLVaE59r/XayjVBglFZYzV0CvWdp9Z1edUlPjHRVsH7LNFBI4sN7aFXzC3/Mq+NqW8IqNkbe1U7zgMQMbYp9mZOgYHhaWnxJz/5gu/pDziicu4fGJyxs0viclinXb7WeCERjHR0JFiGuL4pSmdpx0sKleb601/eSPWNqoppzTpvldZerWaADGL3hudbvHB7VDruPr0ksaqZpH4LOEBOIzVFnIUqw0FUB49iCg1uyq7sA5FUQACgEGljp+75EjZFbxKjStqK3MLc1/nGUlIzoQUnp89CCD0QsPQZLMcbWe5Utfv/LW3QsBdqOv3vegl54sFY1ten5gsrB72vP2VjeY3PZTH00uMzeAv7nqbxM4Pz64NjsXr2t/+0vJA8rcGCd1Ybrmm59k9sQoAAArfkKzMkm7tZ1LJjourRVhSzVFiHODZ2KCnrvEcnmaLQ/YV35ZCrfAoAYSjERU+l0LEKgyUiNd3JuWPDmMLlUWku9vFwYtAASSblHVDHafaRy0dHQ0dnQ37fCGqLQ1gYuyRrpFF3yTtRPpX2saklS5W91r41/ZH0anFINxL+i6gJL4ZAHYau80vWu5wpQCAK+S2l62b215pWuyMIKGyxLiHNq5RR98bDsDl8/cuf+84MPjy2TMqZcUrwK+tizxVgeTNQArPzx4UgBtrG1KSol3jUUo2GA+/DNxeYQFKVNy1LHfyizZKSXIrIo4iDbRnlpp976INeocTBLZCifnt5Vij8OqE4sqo7JK4gqKMcrnsbxQeHnWjU9cthn5wGAI8PbUsM6MWAKSCNU9f/6SyrqcfgdfX3+oTFLFO1QYjh/7+/jPdqdVoxlXfjkrt3BcCIGiOqEx0KQcAEAl9b9g+qj0cSOV7R7tZHUanxjDs7JOh0anRFj/fh8HBQfr3LWu6D2ex5kYbDB0CpigMADiKdqGUyrbSMjOTMvJfdoQgAQB7ncvh5524Um1wUgnOowXfih7v2gCA9eZOu+vO+1wFAMhZbMuvTJqaJ7V3Iqcfi3A4CsUBj0mOmZqZevIJyklLjnaLLDwM46M9FQ+4HDb10mX7icmXxl1VDw8061g8GJk5c9mMhOS1IIXn5w0ChJK/sB5+wSnkdghlcHF7dCXWKjTWOwXV4AAa0dxcxL/q6/3KYHWDDoddF7rQ2xF2yW2hbWKtZy7WMXN7ZrkpJL7ENII2QeHO7zYFFoe7p8oUh14BA2PDEXGRiOYpJ4G5xZmQF061Edh+b0v0+38+Z+HqPz011dDces/Ga2F1jcuYvHr+a9sHPkvLy4Ulj5LTtXM7GMDupYvn/8tvru6yuKID4fj4eHZ2toODw/j4OIVCeZKrWra7tL7WNpXwa8sKj9Tl+VUuj0dIuVUG4YGXAqUSmWJh1/VX+tlhtSqVBgDpLy6LuelPHV6YqR+Pcc7c32Wf0oBAq6pM9Q6PW1xeWV1ZtnZ96JuSD6CsKY7/+E+fFFbVz84u+ATFDQ1ro4KqVhab/6f/9Z8sfZJx4gXBhzAxl0OdXhkKrQ79pcF40+DaClWjksqmZn0/sK5PacXU6vHoCvNfmU2NbhEErpaxUu/7VvsW06ZXK8KqCxNrT9NIFYrQV5ZmHnd3m1qYpqQkD07O0oV8TL1lb3rv2k2DsamZzq5+/+CYI6eP3enZtq9veb9CkFAUAMrr67MK8l+WkoTklSCF5+cNBrhqPKs0wyposmq0Nio/zTqgOqZIehi+UwkaaexXASXB5Se6MTUAMpjfkWntn2wXVJvWhiAooNh0YUeKfUiZc0SGod9Q++xxHLbh4c7w6BDFkyM4UQB8fH7hYXjEC4RHI99PC3WITsjMyC8zMTY2M7fsnZgDgM3Vfsv7VlbWTlaW1rp6ZoXFFQAAQLDWH//bv/1bTFUfACwtLhgaGkZGRjY3N+vp6eXk5Bxnq5QKquJSc23DKi1jsxzCQzzDx8Zm0d3NCvvwONtoyuo6rbk/zTQgwT9/f58DgBIaZWt0Raatf7JdaFf5MHbKQQYoALu7q0bPwOq+hZWpiUlIVBxXIgdQlhckGxpZ2tk5mZlaGRjbLa2saVuvMMH1//3d18ts7bOfuWJPmZrMcg8ptY4us4pOcApNiMoQcribja3JJoGF8UUSBnMgJDvKLLyyqANFNQAId30/3yEmy8E/3T19Y2H/tMxxuWQ3JiLQyMjY1NTU1MTExNqlf3oeUex6uTrfN7e3tbE1MDAPCo09FC2CGxHhHphT95JD448oLEhOSHo2DDkJyQ+DFJ5/UAgME3HZ9bHJeh9ZMPeeP4fmVVmd7fj+8tf3LJyWN7RLROhwd8XFqzct3QJffFDma9H0qOSu7g3B2eGu/07AUdUDe5Po1MSXJ311fpwAnnsba24Olpt726+YfmGy9evz5wenFl6elITkZZDC8w8KJjmoCo3zvGUTHZisUp1yiNErgmiUlPX16Zl5iVSm7SO5bMbM9DST+fy01Q9HIhYJBD9gk+bbhsBxLpetUL7g7Nq/F+QyqYDPI15D1rB1ygZPcOpJ8CQkrwcpPP+YEIDhqBp58UGWJCQkJD8GpPCQkJCQkLxVSOEhISEhIXmrvFvhwQFUGoVCwBGesTXhBASiUMie2S/yiqUo5az1jVWu+PQILhmZ2Xn5ha+f7aloAGT7uxvzi8v7XMFPfxpLw2NTKJsbsh/S7KejVitEogMCl+3tLNO53Oe+dW2b4XQG62X7YF4LHAAYLI78RPg4lUp1IBKSh2+SkLx93rnw4BMtfXc+0V1dXD8r0XHHkBOVWFzQ8Cr5bq6vHQiPV0GJ/c2B6zeuBcXmnJq4uKS0rKziBbkxNhfzU1PT0opHZ2ZVMm51QXZ2Vklb96mxk1EAZW5SzIWLly2cPSSyF4U2+SmA15eH/vGL813jiwAwNdyflpiQl5eXmJBQWvlIfHZoSwBYWV5CkJOeugSAHMVU4VHpjS2PCUzg626g6+x/oDnZ7+M4Jm1pqrO0d75mYLFHZ7yJRyAAkPmZsYDg4C+/12nu6D7+gE3f9HK1nqOc+cMjISH5kXjHwqOUCikTC43FzQLeoU6gKpVcKgMApUwhFmjjwAOB43LhQcAdR3+XNBFPeCAQajSnbz8gCFzA5/k4O9TWVLPZHD5fiOFKAHpne2t0bKlYLGYymejRqzSGYTwuVyQSEU96v8N/cblcNostV8gJ0NCpfZb37v7lnHn31KRathnr7/j//fZSWkUbELhQwGexWGwO56kNfQSsrK/4BD7kaEOhEIREfKCNzIhq1AIeT3liAMHlcZlMlkj0IodmtUrJPgGLxT4QiQnizFd1lVLB5/EAQKVSsdlsDD98XrFYxGQyOYdhpE88LIfL5XCP8iMAAEFQFpPF5+0IeAPOkckD20IAZGKwy83J/q9f/MXbyzOntIotV6oUchTDtK2qVKqOazszNenkYLeyssJmc2QyrQ80BkAfGmy6ctdbJNUA8BcXG+3jSnbEKhaLxePxtBXHUU7do0chiek+yWlrGy/dUf88BACo1WoWk8nj8hAUwwkE4GB6YigsJtE3Nauuvf1EYkl6vP+D5HzFsx4WBKJWqVRq0vGChORH4h0KDwqgHquqz9ANSrobuTSv3X9H8EYGIs5ZtzwsaYvOT9Dz66voxoBQyw7agxO93r/t8qldom1ItFfkyuqpIR0JtZIZ6OX4wfvvnz9/4Z6umYtX8IFYCMCZ6K7R+V7f1sbu+++vWzt57rI5ACDibrvZWH7x3c2M4qqjHDSYRlKRlXz35k0LQ72L337llV2PA/C528GRKRoNBgDdnc1h6QUAgCpYYf7eejo6d/WNnQPCWU86dFinrvuF+HG5XAAAlJWb7H7xtp1QIuPszBnevmvmFX1AAIC8oChLR1dHX8/4rp7jwMTsGQ2FL0x0mBgZGBkZm5iYmJiY6OgaxSRnqc+MmyJbGG+9e/mSibm5i4vD+W++C8p/BADLY62Gxvp6Bno6+qZBKUUSuRIAZTG2YqIjjA117+oYpJV24QQAyJg7ww62Lndu6pjf04sKirUOS6FrcO329Q3KTmRI2lFZ6tbCqG++u6Jjanbr9u2rRp5UuggAVmb6vvnyr3/8wx/09A3u6t2vrG89qhjvoZezfXQRAADwdlbrPTxDbL3D7t67c/vuvYzSGiWOHcdXjstIX1h63QAtGICGTaN42Vnp6uiY3rl84ZZB4wL9+FCDR+0tFY+O478RAGzKxtBXN9zX6aITmUgBWI63L33w6dVJtvIoJQkJyZvkHQoPRoAaVWsEi4zgjxwGu4YBAEBFqHmFxnGe5zyk+1zO+LrdefP51V0gCEShSjb0z/LMU8mUSoXyjAUAnCAUCoUsMiiws71dKpPJFUqCUALQe1sfXflOl7pBlUqlZpY2GXUdBACBKxVyWX51bWRK6lEOxP7mrP43ny1OT7FY7PLykorOcQwAAElKSGxqb0dRNNjbZ3BwWDt3JJcIWEwmbZ9h9iAgM6/ouB6rlFW/ED8uV/siz5KJF+1dYqjbewSOjI4Mm/nFCQmYHaxxcbWkbGyw2ez+wck79n6j69pYk8/0dEq1ksFiMVhHMJgs3oEIP33EQwAocExTVZD9L//+r4/7uuksesvowPz0qJul5cjYGJvN3qXtmziHFlU0AgBlZTAxPnqPtjU4t6LrmY5iCjpjydzKsqy8TiqVCTl8ff37Dr5BOIA2YFpVU6tb+PFj4hNDXdeuXp9fWZbJZO5+yc2dMwAaHOfGp+VnFdbIZHKpVKY+iqaDS9j3rl0pGtLGEONur7d8/p2OX2y6VCbb26eb2T9se3w4e6lANO5B/iOjZ4amPgMUALJjgrwsTFgs1iZlOTEjd273ye6fnLKSpPRj1SQA2BLp7uXrD7r6TkbJVANIGwsyI+KzdyTIaV8HCQnJ38q7nGojAAcA1f5B7FdOo73aUFdyINj5dlk5Ic0AoNjYcDhn+rhPG8AYDzPziAguOju/JySFhYw91W3tt7e1xqc+0v6Rlp6S3Tl2PDXW3N6Ympl89JcCcGVVXqb+PR1DE1N336AtOkvb8YwOdkbGh/VPzDq6BmIIBoBx2dsP3VyMDPQtrewvXTIoLTseNsE6dd0/1J/P1wac52qUGz5+qbR9DgDs7Ky7RaUpAGqTA//88R8t7R2s7hs/sDY8f8+hsn/hsGGeAp+f6DQ1MjQyNjY1NTU1Nb2naxyTkq1Czz62ksASI0KPYgnjAJz87KQPP77iYO94/76ZpaXdbR2Lmvp6kZCTmhBhY23rbG3xzcWrQcVdAMKy6oLYionjrDJLiorLSgAAAAVYi8nLimqaPP6053FPfV09AABogoMSp6fWANQosvogLLW659kBHMrn3rx4sXZGe52zvNRo5J0sPXp/KMxvSE05bEAljrqFBI1NjB8/EICGz+fNza8JXzQniQBoBKwdnweOevr6hqaWOSWVSuTJC0p2ZXlKZsaJ9AKFgnX7pn1ry9CJixiOafb2uPv0Mw8wJSEh+Rt558KDybd50Z/Zj/ZodUIOODfLOi0/tAUAJGvrdl+b9A1ql39V0dbeEYFFACBkcfqa+uTSMwOoBLm4tXR2AGAtbY11vUMA4scdrWFRWtHCY+Pj87rGjnv3+pb65Ixj4RGub612TS8x2BwedyfI1/rew2QRAIBIKZtL8vP++pZL8GFQfbW3i51bQiaDy6Ft75jfsSg6MeJZ21jzC/U/GvGw1cp1E6uwmaVtACI1NPKevb8CYKqvzsjJe35ji8uhsxkbdc2tc+tPnbF2jFqp1I51jtZ4WAcHorPXeDR8PtfbK5bP1/bRSoDtqrqm5NwmLpfLZrO3t2m9nU2IfCo6Kd4hpJjD5a7MzV09f2l0ZhKAmV2U7RBZDQAEKqgqz/rsktns2p7261LJdl39vPq3D3tkHMcrair6BoYAJHLZyoOQ3PU9HgBOXesxcA2aox8QhLK2uWV45ijICsKxvm8YXN5JAABwNtc7Pv7eLqemGwCRiretXaIqjqIvK1HELSRo+MmrAwKw7Whv9Z/++cLU8ulNpG0nFGUOzMxOb+xwuMxd6tCF69cKBp/4DmRXVSQ+NeJhsNgLX1x2nVw5qTHCuYmG//L//MXRP5kc6ZCQ/Ei8S+ER0GlFgXGJ5v6uH+mGGLhG+sSsrqwLlmZcPtNzuuPM2tsfyqrS/Y8r4d5JEokUANuYmg/X985wDPI0do0PTVeeebIy0tFYePfeXbP7Ztd1TboGx7iMKcO7t//08fnFreXd9bkv//LppXvm1J2F/sfV983MLl66eO7cV0bG92OzSwCQuprs3338mZW1tZW1pZmNTdvInAYAQAWAVJYUfvPdNbpUO3ekHOqtM7Gxs7CxdrS1vvDtpW+v6DK5LNrm5AMnu5u3bn/210917+k6+YbtcBhAKHIykq5dvWZlbmppYPSHL75Pzi8HQGuqC01MDK2t7UzMrB54+m7u7P1tLYoCyHs6627dvPnnv/zVxOS+3QNPKpMBoN6nUTxdHa2sLG1srA1NLaOS0gkNa3S018TUysbWxlhf799+8X5wTDKAhk7f9vb0MDQxNTbScbK3+fCPX0Sl5qtQVUZckP7d67/74+9vGZllV9QDENXFqZ989olfTKpKc5CfEfCnz6/UtA0AECIhxTfQV9fEwkDfyM7Va2bxcMAKwC4oTL1jGQIAiJoZ5mt67a6JhaOHubmpjr5eXFqhVIkAKMryM/QNDP78+WdXrlzx8A/fYgkACOJg+g+//63uwwwC4Oy5LxRFaBbWpl9euOzgYG9qbuYVHLXNkwCg08OPzU1Mzl248MVXX1raOD4e1466JB2txXcfRPAUTxxVCFwS7Gb84bk7LOkPDyNEQkLyYt6h8OAahXRveWtngcreZuwvb28sb0jFcvWBlEHZoe/sKmWKg30+Y2OfsUPXaDQACAAItxjb0+vblB3N2RNNADIAMXVjfXxmjiUUA4BCzqCsrSyvrPGlfJmEu7aysry+IZMx+Vzq7Ozs8vLK+tra1Ozsyi4dQKNWcqiU9dnZ2cmZeQrtKY9etVp5IOAcdXwKAMU2lTIzM7OysiIQHSxStuRKkUK+t7g4t7CwuEGhzM3NT69SRGoUAAiMu7o8Mzc3L1MqtvcZVNo+AAAhXFuenp6Zm5hdfOEk0iuCAIi4nL35+QUKZX12dm5uaUWoUhMAAHIWfWVmZnpudm5mfpErVxEABCbZXF2YmZlZW1/fpu1RaXRt1GKlbG9mZmp2flGlRvhcLmVnV4NrdjYX5+bmqBvUudk56j6LAA1zf3VpaWljn6XBVMx9ysLKCosvBEAAZCIhc252dmZ2Qaw8fjnAAdg8/q6+qe/w2ByOK3e25g6EHKn4YGpmdnqZguBa/wXxPo06Ozu7QaEsLi7OrVIOVBoAGK7P/u1vPxjY1bpvnCU8CIBQyGcsLS7OzM5NzC0JJHKtt8WBkD43M7O2urq2ujo9t0AXigkA6QHd2UKntGfgZHaInJcQ7NEzdqqvPAkJyZuBjFzwD8vfOJP0A29fXJyfmJh4ebqnmV9ebOtsB+Ksg9p+CFwuq+txm0L21NkNL3BSJyEheVOQwkNCQkJC8lYhhYeEhISE5K1CCg8JCQkJyVuFFB4SEhISkrfKuxUeDEDCGFnNeFDI2DnzwMqj1V7NSHPXyPDKK+WLoSdXiRmb/Xa2NqX1fa9aLQzDce06Ng6g0qgkB0LhwcGBSC5BMYVIyBdJJGLpqQFAUQBVXkq8iYlZQmaeCnnF8+z/blF2VUWbWjhNrtEAMLmUz+dxJRIJl8tjCw8ULzxFDkXR5xbqNQDQ93ikp2cEUF5yqGNgWoUYfyYBKuEzvF3tze7fT8lrQN+AMwEKoAZclZ+RaGZq4uEfxxQcOtpx6Pvlhbl84U/gYFMSkp8Z79KdGkANoOQObcQaZuxTWQBwqq/U8em8seY+KYHFL8yT0MZNKSsqWF5ePrqIqGSz0ZHBD0Oyn06MnFYcAgC9jzs72tuOLy3PdF379puPPvu+vLleJtp3tjD+5W8+C0tIP60CGgDpxspcVmGJyQNvLl/bqR1vnsePS8TPeNjTeK3TAQgA9WnXT33YU24GwE+WSF2svmri0Dq7DUA0leffunL566+/unr1qqtfCFN8qvRiAKBWK3NzslTqk+GrcQAZjbapo++8uLwJBLuhKviOWxTnqd0yapmU5uZoFRbk1TfYf8fCN6+07uVPfFoFTj4TQUjysuIsTHQHB3u8QtPsPCK1h2uo5QfujmYFjW1Ppz+MSgd/s9sfCQnJWbxD4dEAqBZahgp80iuzqxjMw8g0zLmFjMi01aGZ0Yr6tLDU3R0WACBy4UhaecBvjPy/cikNzs6Pz93a3j8tTxxRMzMSQ//84Yd6unoe3kERCZkSmQiAPzdQH+IZlJ6W4eTiUtHYgQMBoOQwVkMDfNzd3Jx8g0dWNgAAQNpUk3P+m3MXLlx46BfsGRC1TdvHUHrn42qrh+kypRpA1dvz6IZr5BaXj6vZmcmxbq6uzu4+lV0DJ+uxu78bGB6ojU6NY6LqstTQuDQ1qmTTF/18/POr6hQAALC+0Onv7eDq7hEQmSKRn7UfFl1b6PbydPXw8PTy8vLy8nJy88gsrlSjpwoSASBcXhj09Ah63FlXVV7g6Oz+eHwKAFPJdqOjItzd3V08fbom5rSpMQxZmGrz9XJ28fAZXFzDAQBwAKSxssjN1T3YP3hiuM4zKWv1AAEAtUo9Ojzs7u66S9uVyeQ4jg12N+fnpsbGRbq6uUXllIg0KAC6vT5kZmb44UcfOjs/cPYMaOkZhMNsmclpETec43AAAP7WRnNwSnpNe4+7h4erX9gydQcA5/PXH3X2SBAMAPp7uwMCAl7xx3QCcW1Ziqubq6eHZ0pB6Sabj6GCtt7uZRoTACRikbW1FYulfcthDgyVX7KIoEtOSrUaQFaakxoSHb8vOTM0BgkJyd/COxQeggBsb2mlPbnK8df3Bru18bLU4r3FoK+snM45dTd1NUZnh9z32ePLMUS5/rjv4QVzd8PQwfrHfa29HI7g1ExRRNHV2misczvAz6+srLqptUupkgKwejubf/f7K0kpGWWFeTevXKnonwIAmUTY3dne1tZWUlJmed90eWkRAKbGBp2tLe2srSsqaqqqG7g8AQCmUIl9wiOWVlcBIDHev6y2DgAIVDk21N/a0tzQ0GRtad7e0nxcjaMgoVwAIAjeSF/51ZtWNDpHJuZGhYXetfUQ4cDaW3UKCs0rr+zoaM1JjPBPTNmTnzpYAQ5zr7WlpaWlVUtzc+vUzDyGnzUPhTPp234O5v/n//2fPYMCE5LCojLT+HxJWnRKYmpqW3t7bV39A1ePyYlpAFhamnLz8q2vL8vNT7fyTUVwFNdIUmOjTa2dS0pKirPTbl+9ZeUVoAIAQAAOugdGXAKzjktqqy/9H//yflBkTGVF+e175gND0wDAZW7bWT2ws3avqKgsLa2aX1o7TK0RWBjqJNR3aZ9ph9L63XWbq0YuJWWFaamRZvb+i1TW0TBDzmUs2rrGTcwsw2ugBJBXljWY6Tu3trZUlaZeuXmjc3Lp+HA5wPfCorPyytuOzrBg8/krFy7bj89sn8gEAVCa3b32u798ucIiZ+FISH4U3m2sNgwAMI4s4esHw8ex2oD3yD490T4PANBduvWXel2Dh71PlJVfTHjpq+ScGRc9PXm8SxEFoIEJkVcAACAASURBVLW1NPsGHk61xcREpDT1EYCjqOrRo4a8vIKC3IJbV64ODByOWlqrK2urqp7Js7Y2OyM7YZfNdXDz47DZAEoAoqdnMCcnr7ioxERXPy839zjx09GpOUDQAoKyNreZAEDbWXeNTJUCNObFfn71RnpxSXFBTk56xEcXbxa09Z/6OPvb6wV5eXn5+QUFBQUFBdk5+V09gyj2ogWQmqxY98AQNU4AoBrkoKqs4svPrmZm5+QXFBQVlurc0snISAGA/v6uh4Eh5UVp0dHBjhEFBCHv73nkGRgrVh+uTiUk5cQkaUN3qwHWskqLQ/I6j0sZHnqclnF4vF5iXGF/35w2fEBsRlld59gzVcK59Dvnz9XNakO3cdaXmnQsgpZ3tU2ER8eXpeQeznrt7S2ZWxrnlHUd3wpw1nDwJCoAdXtTp6Wxc05OTn5ewvDEqJI43HSKaMTh4e4uvnHKw4EiAcBVKrg3b7o2NZ0MEioHkBGYWqxQyMjdpCQkPw7vcsSjfRXFOLKEcy6zo9rwWRoAQYFTTnlcJwDIqdsuF61Hx7cAAAgk3NA1IVQbKRkO+GL0zNOy8Ugfz4nxMQAQS2QcHhOAM9Dfm5JxuGCQlp1TPbIEII3ws3noHZKfX5iakX/xuuns/GE4y/LM1LLiIgBAUJTOZGM4AYCydodDI5ydYrJdIyoBAIBfmhvkYOuSm5Ofl1d0Xcem6lHjcQ32mfvhMWFHB3XzVbK1By4RTLYQAIb7O+1DEzGAzuL461e+ySssKCwoLCwsTskqWNo49ZAhZGdjLDkhLiExMSkpKSkpKSo28VFLh+aUgyGI47NngkPD+HxtgBkEYKe4ONXqgW9JSWlhQUFOXlFieu7OznzDozwHxweFBQXFOTmf/vVSzcgMADcjPym29lAzuByOt8/DkZHho/w3w1NjW1Z5R2VBe0/P475+ADUA298/d3OTC6BgMTr0Hob1bQoBQCg8OA4FRMh5xrdv5BwObXnbW49v2AWu0A4PMYqLy83LawSAvfUBe2fP+pF1AFCptENAFIBbUpJ5S8d0bvlFB4YSOKJSc/q66zMzs9LS0q8ZWowubwCAQrwdE+4XmFEPACiKYBimFR6RaOvK9w6DT3msyFmMZav7diFxKW/w5G0SEpKTvEvnApmQO97yuC+hJvyfdEu8ktubHjOZLA2NGvuxfbhOuER4sF3dd/8/38iPb1aqVADyrvSCZJ3g4cqWyuCycIcMseisg6XlGSFOrh4uBUWF3+vdjy+sUIpXAj3dz1+23ecxReytW9d0LPxSeJwtP2fDhNSUxqb6nPTM//HPHwVGpakxAgDvKk+0sDDKLyq0dHC+7x0iR1AABABNDY14/5d/mqDuAgCAMjnCxdvXu76p/lFlxUd/OK9n5iKWioS85ZrqirDw8MtXLiUnJVc1dfCkEhwReNhb+nq7VZQW3/z24i8+udM5Oin9/9l7r+A4rjRBN+I+3IiNG3Hvw+w+3I19uDMbu9OamZ7pme5WS62WWhJblt7De0d4TxDeAwRBGBLee++9LXjvUQUPVKG89zYrzX8fCgBBCqCRSGrUnd8TcCrzuMxz/jz/+f//yHYfJUUWFha1t7c3NDYGRT+cWT5Ts/T6pl0ogGRnc/Jx6qMvLlzJzy+paWjmKBQAxpWp3vSYiNaWlvb29rKqxof5tQhyUFf2KCAgoqOjMzMj43/8fx8UVjYB4GOUVjNru+Li0rLCDNu7V/7bf//32u4JI24YH+wofJr+pz9/mpSVMz6/CoDNT3XfMTdPK63HMOloT9afbnn3zG0DEIy9UVdPt8y84uKi4tuuAfX9I8et4EXFBNpGFwAAgR42FQd+8OHnd5x8K8rLU9MzLbzCDthM1u7Q7/71X+3dApuaW0KjHkXHpx7di+9+8flnv/qzo0ihOX/XX23Uz3n53bsfk9rd3VVXV3fV3mN8jYajDLu7lz7+7GJ1bX1efrmVg7dQZNKhsdbWu768HborOB01R1FREPV//N1/NFOWX7vbSUhI3oyfU9UmF/I68ss7H5aNZDY0pZcVZZXt7x9qdre7H5U35TUJOTx692hTcnlz1YBKpQHAcQQZKelqSs5pSK/cXT2K1X9WxphMdJiZkfYg9EFdS7vBiEp5tMxHKeGRj7eZ+/yDzYdRsSmpeSwWXSpkJiUnhkeE5WfnVJY3pOeUaxAMgEANsurK0vsPQnILiwRS0/GUKAAc7uy3NbQgRydJowa1OC8vJzQ89HFKSnNDR+KjHIFIwGNvPnqYFBUVnZSYGBUZnZpVZApUeri/nRAflxAbMzE8lp1f09DWBUBwOczkpOTIyMjwiMiegaGX2ie/DgSAYWF6MCIsPDExNToqITk1gy2SAgCBaNpqqsLDwmOio6Nikibm1gFQmYSbkZEdGRmV+igl9VF6bWOnSchNTk6EhobFR4fPT4+XVbRVNXYjqL6pojAhIio5KTEqOqa1lwIAg92NIcHBNS09CKIcaisPj348urAJQADoRocHIsIjwkPDB6Zmjc8M0+VLS9MX73jxhTLcIGoqedzc3tc7NBoZER6fmLR1cAgA7MPVjLTMpOTH8XHxYWHxg8NHys+dhfb/+b//oXRg7vyHDgAI4LyO9taw8ITY2NioqKiRqTkAQBFBZWlRQmJaYkJieHhcQVGFwYAAAI4rEmN84ovrTxvWGfRiL8fbURklP+1BkJCQvAzSgZTk/XBk512SV93S3PmmN/e0N3j53lM/Z5/9U+ExDxMjHuwfPqfeNBrR7Z1dg460ZyMheYeQgofkvXG0Ujne+noDUNSI4295zwVFUeMv3sOXhOQXCSl4SEhISEjeK6TgISEhISF5r/xyBM8vyqcCRVGDwfCW/ECINzFs+4kFvTfeW6PelJ/xNXtZ0TiO6/WGn2x+8iy/t5TPf3L+M7xmxLn//KQ8f0nz4Q/5BQkeI5/LEoneqzM5/WD3OLzKi7VBEckYpWd8bvHMnYee3j5nFzelUvk2amEE0DF212qrawZGp86PrPPTIVRyRnd3+9r27rt/qREAzcrcRHVV3fTimvEMn6SfCwwAlpbXGEz2u8idx2UdHjLO/InAVXPTgwOjE4azemNtbd3K2o7BOHwbtUAB9Hz2TmNtbWc/RST76WeuvxGEERGPDndPzC2+e5lgBNDRd1Zrq2oGRqdU2nc3dl6CHkA+NUGpqG6gc84NhfyG4AAglohn55eN6Ik7I8FgHnK5L7y3BIvDZrGZb6nct8YvQPCcTIJpIXFZmbXvpUwjgJJxyHR0DV2nHkV8Ye7vrS4vnVyB6A5TE4O+u+mKoGfM0gzGYVNT80t20XVyVmZMWGBQZFpuGYYpWkufBAY8iEopUqh/aE+FARCLU6Pe7p7fXL81MTv3YxuFmUKg1jS2l9a2mJLW5udYzJO5jJDwF1ycbNz8El4zxxf6hLO3GBMYGBgU09TdZ9QJcpMi/QOicspbzppfMACsq7HWytrujq0jly/4sY06jSnsLAz19QQGBvoHhK9uHrzynudvR6gr075+Ph9/ey2zsPRtVOl05gq5QuLuHT0yduSfKxXwZp455wKBCSuLEz77ypwvkv/wfrlcUVdXL5NKzy3BKC9NSwgMCI1NztYZpBNd1UGBwUGRTzjCH36r4QDELnU5JCDgL5evN7W/sZHhm8Lc211feeYXZdDSH8YHfH/TzYi91heOWi6bGnsWC1EjY2bGhAcGRqTnleH40diJeVSsVGt/cCsGQCxOjnq5e3x7/c70wuJbaMyxfebm+ur9oEA/v6Cu/onzr8SAwNrrKu65OHl4BfgHh3P5Z37IvhGoQSvKzc78/qbZVVtXvkB08sNQR6W7p6vs+WXxLKXVxcWO9/MI3XP5OQUPqtexVmk82oFRpmNs7FBn17WKo97hbNOpU4uMtW3Tv5gR4a5RQy+53ndO2Zxfoy5RlSqNWsDfWd6Qi1SoXsdaXT/c2FdrDAQBov0D5tKGQagWH3JXp5fEPDkgCGNtQ8WXq0WyjZllpfCMgf08BoCD5JQUn7CjKDuHB7tJURHe99wmJ6cnJmYlUhmASC3bjozIXl3boFAoG5tbACZ9IL5FW5+ZnhGJT+aIo3Xx2srKCGVkaWGRJ5FotId1+Q+/+Ma2qKmXIORT/VW//eKmd2IxYkQZ+7ujIyOjI6NbO3svVOthRtLo2IjpbyGXvrCwpNYaAEdoqyurazSdEQMAAoi1tTUKhTIxMW04TjFVYHNrISTI967dvcHJOSBw2tqyj5NDcmLixMT07PyyTq8G4FNXpmLjCre2toaHh1lsrqn6Bq16fnZmdGRkcmpardWamsQ42EmKDD/qk8lpiVSgEFETQ4O/vHxvdGkFxwTV+Sn/+MdbBU2DBIFSV1dGRkZGx8ZfkDFShSQ6IYLBYAAAECh9l7aySsNwMGiUi7Ozu/sM08e/Tq+bnZ2hUEYWF1fPf2pGAKyltsry6rWqqqromNTbdh6H4rNj+p0FBiBnMrarauqf1jUU1de/+nrCwGQcbu4c6F59fgMKwKqqLrzrFGf6n89h5Wek2VmYTU5OjY1N8/hCACngjLiY3JnZldHR0eWV1ZP5g7G3OzkxyeXyj6eUIw3SztbmCGVkfmaWLRDqEMFAY+5X31nFP6024oqdpe4vL9695pmk0Oj4HObY6OjIyOjq+ouniuQUZzU1N5r+Vki48/MLYqkSANvbpC0uLqv0Rz5OW9tbFApldGxCodIAAIpolxYXRkdHx8fHx8fHx0bH5+YW5TIJbW31WeLY+PT0rFqtZDP2kyLDfD3cJyenJyaPxo5Kth0ZkbO+vkmhUDY2t01tIjDE9J6MjY1zBUJTO8UCblVRgfWd22NjE2Ojkyz2oVHHqspJ/vwbu5LmvqOx8/lN76RiI4rR93ZGR0ZGR8e2d18MAvIwI2l8whSv1jR2lk1jh7qyvLa+oUdxAMAJfHV1lUKhTEzOGM8OwgsAGAC6tjhjdvFSYV5ubl7Jt9dtx5fXzroSB9Bw2YehQYlisRQAMjNTsqoazn9XcACEz+VSN3dV+pfYW2pQRNjX01fW3BafX8BgnqxmMINi09nLo4wyfzpPQk/39PN62jFyKpEAwDCjZm9zg8kV/Szahp9R8GA6KWcgLufhr6zSPvbO9YgOuXS/MKDEiGjnilsLboeWhKRl3A7uKGzVGBBEq6Ck5If/k/mDT70LAh9nxmbu09n8ydHQT11yAyr0EsFgWJrbbyw7OhcB8LX61sw/ujz6V5dMy/tJTrExVxP1a5vltoGJnwWMpNYUuSble6SxuS//xCYQ2fpNM/MSiul90rY35H114ctPP/3U3dPf0SN4ZX0LQKEWLlhdvm1jYe/h6fnNxVs1naYgZqrynLRrt82sPe/Lj87sQQAMvbXFtrduBvh5m1/87IKN76YcBYD0jJylJSoA7G2sBUfF6HECQNfZVOnh7u7l7XPd3r19YPikTmqtOi4lbuxo8OiWxgs+u3CluXcOjJKnyVF/+PrO5IEIAOvtrbWxswnw97ex9Y1+VKA16ADAoN1uqkm5dNs/O79Sq9UCAI6Jn6ZGffThh5cvX3Z19w8ITRCIhADCjbmOb//07T1XDxcX1yu3bWepmwAgE2zHhId4e3lZO7t7RCZw+XwArLU+9y8XvjD1ibNn0Cp1A4DQ6SVRsY+EQikA9Ha2JD3JAQBARbmZKZ4eHm7uXuYegdSt7ZNG0Zn08NjwQ9OqixA2lUd9csHigC1QCLe8nZ0uOQZyEcAxeVbuIzsHO3//AHMr3+L6Z8FYnwcBMPb2DA0NTgEAgNwzKKhhwSS8X1N3eDQnDE2Op2c/fdXFYtCvXb3wxX/9h9/M8lSvupgAI8vZyS72KAAdMjnccOXSd7///e/dPX3tXHxHJucANIRhw9vW8fY1C09Pz+8u3cwsrkKBAEA66krNLKwuW7kdHCkAjQDI7ECb450bvr7ejre+/fiyBWVfCgDFJeU9vRQAkAk5AQ9CeQoVADZFaffycPfx8bluf6+0oeXEMB3DsLTstOZWUygp7HCr+fuLV1Pz2gC0DSVPfv/pxZbZbQCYm++1c7T18/N1dPb1C0uXyKQGNSslMcLd3cPX19fX1+eeh3dodOLu1kLe0yR3d3dTorunj39IFIe11d9W/JcvP//ss8/cPf2dPINXqFsAcpVgzvLSLRtLBw8Pj28u3W7oGQQAHBHkZKR4eni4unuZeQRSt3YAYGmm8/b1q7/9j9+63fOyc/LuHhg2BVBPTctZXqEBwA5t5X50nGnstDWUeXi4e3r5XLf36KY8WySZxs7ElGlpol0aK/jTF1db++fBKM5IiPjoG7NZpgwA7eyqtra1No2d+LRiPXKmxgIDQNbXqNXHZ3akPo5Lrh80mp7yc6AAzJGpAc94kz8yv6sn0+1hmfRZtMAXUABsBThZ/5//9/9oW6G/7F0CAAADhsY+Stre3TlO1wGwsvJLbHyenpJtBgBmRXXNTacUjDi5FwOQC+mj//B//ZevXSJE8DPwswkeAjAAHIx4yJ8cXT9xVQpkcoFqeXCJ0dj24NfX5yrG5GzJTvuM1Qd3GyqGTLdkOsbkRp6cx2MEUHfF1SU45AAAKHWhFz1rqkdMv7VE5n//d39ZHVkCgMXuGb34cKN62OVf3Q/md4CAh2YB+blNR7U4B9bi1Dfffb8iNU0oegAY7O4ozs87dQlXwl++c8NldGQSAGpqKp1CE1RHFYMtOj04Nk4gOImWpvOzuV32NIPFYY9PT7T0jyoMOABMjI5FxMVggBc+za4qrzaVhRsVTPoBk8VOL6ixcfE5Ke95waMAYGfnVlbVDwEQKKLyikgc3xfKeZvO1pd6hgc5bDZ9b8vG60FcSadRLfR1uX7l2teLeyfi9khdUJiVOTw4eKpL2fNTfdcu27NZHAB4EB6RUNqIAwAgUgH7kMGgbtMvmbu1d/WYum6w64U+MQIQZSWlBRVlKI7GPoiYGJ80laVVihj0AwaTfS84/mHaszn9WPCYvtqEAIywqJwV6i4AMOg7rpGpfBRWRhocHe4s02gcNnNhbuobS++a4cWzHh9u6nwAEHG3I2KiPSPieWrD2VcS0vLiJ9ZW1g4ODg729hY2jsWNzzROLX29D6IifvhWPI8BMFl/V3d5batI92p/IB17/8q33/Rs7h/dC7AyP/MoMf7UJQKjbsvR1qeqqgkARiiDd9z8uIajRonl8vtx8RtbplB1RgAi1s89NSyExeYsLC/Ud/TylQYA2FinBYbcVyParubmJ4+fAACAHggNm3HAZLFqWvuvW7poNEexpp4XPFoAdlNTW+qTetMXcXhSWv0UDdNLfF1vVjbWszkcJmPPPyLBM6kYxVR87u4Bnc5gMBgMxh6dvsfi6nRiAW+XTj8wJe7T6TuHLLVODQADne2lhQWnWsoTc5duX3ceHZ0CgOqqCpfwZCUAgFGrFB7SD+iHLJfA2OS0LNOz29+iJcVGn7odBYCRweHIuBgciMKnWTVVJg28HjMcjZ1HuZVOHoEnNzwveBQA7IwnZTVNwwAEopN7hMVPH0rl3A1Xu2u9lGEOm32wu2nlERJV2HLWkyRMRxoCgFbBzS3INnfzWT3kE0c/nQYFOOzsrjf3SsEJAGB2dqWYhWUJEQLOuNj0WBWz46OFpTVMySs/ZUCqVnkEB6ysnegA9ACSvt7+W3fvK1UnijUEQDQ1NXH1hr/4WZ4EgBEzSHqbG4bn1t+mV/Zr8zMKHgAA0GkCLrpVlpzMfbAR9/jeP15/ej8vPyCuLiA+3flh71HMSmOMjX9iTNmpPKQt0WVJLkUAACpV1HXP+vojZWtVZLq/XdKpK2XTRd0Rd58iKACBPLELyEx5Mfj0CxzOT3/97Xfrp8LB9TXWF+adnmSFAu5qaESezoABwOxkf2hW2YlybfdgJzohQnqkkdcBIIxtqruLs72DnaWNfXlzhwYFAFAruZERvmMLy/Y+UXQGFwDE/MOYqAhzS0tnFxcrcyd//7CT8vSIPvFx4uS0KYy3CoDx9GlZU9s4ABCYJiQ2ZZ4jF1DHP/y3D+w9vB0c7LyczJ3dPFLK+nCjfnp6wD84KCDwwdT8c2ru/NSHpwQPAHBnpigJKVWmf0rLip60jxEA02N9dtZWdva299x8vvvGbGR04sw+MZ1ut70xnZAQ1jux4Oofg2MEAL6/s+rpfs/a1sbV1ePaJauiomen+bG4rMiESA6XCwAAIhzZCY/I2tplAwCHuecfn6EA6C9N/Y/f/s7Fx9/J3sbHxcrWObBm2LSxdOZ3Awqgp7SWPiwo4ynPi+aHAohYzM2lpeXllZXl5eXZpZVtruBE59BGGQyPjz3n3tPNfYPdcQ3z4NLXX/dvP9t2WhylPIw/LXgkeu12WGQuX6gEgE3qnH9SJvM4no9UJolOiNjbMy3g9AB6CY8Z7OtjZ2drZWOXUVAm06EAAIQ6KT5oaHLKK+zR9Pw6AGgVwifpqWZ3zZycHB1s3R0dvBDk2ekbmXmZbR2m4LYGAGZ9bdPTvFbTT4mpme1Le6ic8dXHv7FwdnNwdPR0tHB1c4nIblGrRTFh/paWlra2tra2NpaW1l5+IRvrs4+TIi0sjhOtrB3dfJY3dgGgr6Gu5DnBI+CzV0Mj8vQIBgBT431hOVVqgP3tVc97btZ2Nq6unldPvSc7S4sJUc9OZjJN8Uo5MzLCd2J53dE3+pDJBwAx/zAqIszc0tLZxdXSzDEk5JmsMo2d6VnTTKICYKSlF7d2TgEAhqiCox8u8VUC6thH//4vDkdjx8LJ1SOp7IVDAk+DAaC7cz2xqY+pgvM23lAAwdzcmItvsqnc1rbsoKfVqmf60hd47gzGV6LQ671DQ6i0E/WpHkA20D94+3agQnla8EhmZ6auXfcRiU9snQgAvUwi6R+YfkdGNK/k5xQ8OI6pubx7X9rmZTYZdHqdVgcAzIFelwtuY0NUtUIhodMLUp5OjJq20/VP/GLjQ/INOt3u8kZ9bhWq5w1ktCXZZOq0OsHg1L1/vFxRMYTjOKLT5frF3zMLVyk1Wo0Ww/VAiIcz6/y+j1cqEVyvSbxx72FMKfYySyoCEa9dv2NWMbFxktRVWRkcEa7RaEaHWyNSs9QGIftgxu1eDF8gAYCutlqP2HQBYsQxTKPRzMzP+AT57O3uaTRaglDzeJu5da2bh2yZjD/YXfDZbadFIQJgBDgYby/5+KPrzhlNcgQFgI7qrEv293ZEYrlU8DAs2d7MwWhEAUCr1XD53OCI4M7uLq1GiyASAGZicm5UUqlGo+qqKv/tR98NbbDUMlZQWGTN0LRUKpWIDocpA619Rwd+E5i6+FHyXy6ZJRVVKzVH27BpkZEF5eVajbq0NPdpRQNBSIf7W30CHqEYhuNY8qOHyZWdGGawNr+V3jogkUm2VtcufnqpvbXTZCjeVVl5PyJCo9FQBprCHz0RaREADY5uFyXH/OYT86QO08kUeHyYv3vSE75UIuAyne86P0pIxXEcwzCNRrNKXfUJ9lmnrms0OgwTEOi+q0dCY+eIRiNPCQn9/IYTW6Onb0y53I+epO1KpSIBf7+xtXXy3J0eAkArF+2E3g/Mraw7+3Sjl4KhqFqtLm9u9A4KVKlUBsNL8tARqOBpxmP/BxFsxWuo2gxMR3ubpPpnutOFwQE3d3e1Rrm2NPwgMZUtZmnlNHeP6PWNAwCYmRiwD4rcVegIHNdqNNu7277BvvML8xqNDsc1SsV+QUPrwtaeVCpYm2/79PLtrqOo4Yebsy1ffXrjRmjeoUoHANTJ9q9uW86xBHK5qCK77MZ3t2RyOQDotFqpTBabHFtWWabRaPUGBQC7rLz2nl+aRqNcHO778HcXKoaXUESZkJT4pKFXIpVKxazZ2fG69h4UxxEDotfrDQaD3mDQ6/UGA4LjuBExmhINR4kG0xHynRXlD6KiNBrN8EBTRGq2BhGw9qZd70ULRFIAaG+t9Ux4ajQaE0P93JMy+VIJn3PocNPhUWIqjuEAsD0/5+LiIlXJdjemgmMSqSwBAApwMNZa/NEfrrtkNCmMKAC0V2VddfbeE4llEn5SaKKLjStqRAEIrUbL5XHvRwT39PZoNFrEKAFgxsRlxaaUazSqjvKS//jj92O7PLWMGRgeXTs8I5VKJKLDgeH+tn7K+Q9UTxj56SkJsSnpQu15LwkBgAiFwgf3E1ZWqCqFKikpub7rJcLMACCprSq95+1PY3Fe/jbpdFo6h23n6T4+MaHT6XGcMKnacgvLLD0zT30Q6QGY1XX11x2Sjc9SUQB2zH2///L/fNg58VYMLt6Yn9O4gL258dglOOAr+6g7AY+cIgszitVGIwCx3Df62PVBpkfMI5v7LtcdTIoXAESwR89wjMhwCg209i/NrcRQg5YvqgpJibMJbk16Em3tG+4Ww9nark3JDPneMeiiW5pz9MPgJKZQSMj42U5Bzl9YT45OMiaXAy/Y+VkEU1c2zq+aAeAgJj4+ILroOAXls1Z9vJyv3jC7aW5b29Zr1LMfRvl+9NGf86rK9DqJl53lx59929rbRt+dcHd1unzl6pdffnHj+k3XwCiORCrkrly7dvnK9Rs2NjbmNrZ1nQMG1LQ/jPG5h9evXT+eSRG5aDMqOvz6XTM7WytXJ6c/fX6pvWeQQLkJMcE3bt668Jcvr1y+ZGbn2jk+A4DRVidszG9du3btvp/Ptbu2Dj7hMpWGzaS5u9lYWFiZWdhaO95bXjV9EB29dHT6jntAYHp5PQEAgKwt9FpZmV+9YW7h4D61vCrhL7vZm3/8yYWRhUkOnXbl6798fc1ydX16fqrLws7ezNzc1dnx2tVb5vbeArkWABOwVk76pKq5w4hiJjui0eH+m7fvcuUmCz3d/taUq6fHLTMzJ3tba0ubC9+bbexsCzhLvl5uV65d+/LLL65fv27vfX+dcQiA9nfVXr9yydz8zoOAgK+uWsQ+zgWAG7vTNwAAIABJREFUidF2G6s7VlY2t+5a+QSHnb9FRwDo+IeLv/u3fzG/5yc3vpFZOA5g2KFOO9pYfXfx4oULF+6aWVe29Z1/vQ5HuDYWd//9j5/tCF5p5W8EYBeVZJu7Jh6nYCrZfmSY39Xrt6/fscopq9PpRSVZ0R9//OfwpCQUUyU88P3DJ5/nV5QJuUv3A7yuXrv+5ZdfXL92zcY9YG2fqVPTbW3Mvv3+sq2t3V1Ly9yKOhVyFLtWq5FbWVjUtph2wlCD5jAjPfn6XXNra8t7Li6ffn6xoKwOQJ6VHnfz1u2vvv7q4vff3bawL2/rBcA4TKqHi+2VK5cDvdwtbJxu2nvvMbkKOTc4wNXCzNzSyu6utcPw2NSb9CoAoALWireX89Xrd2+a29W29xl0zMQI7z989Oe8qnKdVuRpZ/nxn79r625n7s+6md4TB1trS+uvLpkt0g4AQK9mJceHXLlx+/oty4dP8449CjAum3716tWTsSMTbUZEhprGjouj06dfXO7sHUYRdnxU8PUbN01jx9z+Xu/0PAC2vjxqY3Hr2rVrIX4+V+7YOPtHyjXaw/2Ve67WprFj6+Kxsv6SKUKPG1g3L339x68ub/HPW/Ec2YAszFAs7tz8/vKdmIdZBgQ552IAMACII0L8/+cHv5582fEfBsClmSlxV69c+fzCl5cuXQ6MTGJKlACEUbN7z883v2fyuHQAwMDI8A3yf1T/3JusEqx88tt/jsuuOb+Ud8vPJ3gIAtXp5UKpXq3TypQynkQhV6LHHpd6pUrGl8iFcuMzuywjACBKjYwnVsie+cdger2UK9brDCiGqRUqVK9XSeQaudqg0sj5UplIZsQwMGJahUqrUul1eqMO0Sq1GqXaoH/Jx6wRQLazs2fjGLK5dST2ALR6nZrN5UlNChxCq5CLJBKpXK1AcZ1CJpVIZVqtzGgUC4V8oVCkkMsFAgFPLEEwI4Bap1UJBQIeTyAQv2hTh6IIENhxKXpEr+FzeXw+HzEiCrVGpdEAoZBKBXy+QC6Xi8ViLl8g1xkIAgD0WrWYy+XqEQTFcbFUhmI4gFGrFnF5PC5PqDzDOBsw1CBWqTEAAC2ATqmQs7l8rcEIABgql0lFYolUpVcbjWqZVCqRyvQGJQAiFYt4XJ5MJjNimEgmRzAciGd9IlM9VxABBIYajl99HQCiUsh4XJ5QJEIxVCJX6hENhkpEIr5QKFTI5UKhkCsSq40YYVqyyIQ8Hh8nCJ3eIJUrCIIA0MmlAi6Pz+WL9IaXDF0CQE8QGr1Oq0HeNBAbDqBFEIWAz5OIJXK5nMfnSzXa87VpBgCNwWBQ6wzIq12FMQCpWMx3cA2fnF4AAAAjgAY1ajlc3rEnjUGpEEokUqlChhF6pUIqkchUKhmGSsQigUAgVMjlIqGQIxTpjEYArUGvFgmFPD6fJ5S+4FeKYQiBm9w7UAAdhuoEPB6Px9fpdWqdXq5UAygVciGPz5fJZBKJhGNqKQEACKKXcjlctUaLA0ikMoMRBUARnYTH43L5Qqn8R7imGV58TwiNXC58YeyoNHIARK2Q8bg8kUiE4phErtQYjASBAagxTMfl8QWSH44dw+mxY9Cr+Vweny84GTsEIZdKTo0dgVCu/+HYwY7HDqJVHY0d1RnG2adBADSIQavRGwzEy21XjAB6qVTM5vK15x4h9ixPo9Gg1ulf6nyOAKjlMrGAz1coFEKhUCCR6jAcAMa6qhxd7ETP2+Mtj7Xb2pkx1c+pnbl7q8W5mQrtzxYM9xfgx/MzQl1fYTL/0/lekfxy2d/f2dnZfvV1JCRvzvbu1t7ezguJ+/T9re2XLN1+HkjBQ0JCQkLyXiEFDwkJCQnJe4UUPCQkJCQk75V3IXh+2WFTSUhISEjeKe9C8GAYplhbX2cJZe8gcxISEhKSXzbvZMWDIMqAoKDwhEcoSh4tTEJCQkLyHO9qj2djc8XX35HP576j/ElISEhIfqG8K8Gzujbn7GopFL6tg49ISEhISP5KeFeCR6Hgh0f4+QbHaAwvd9YlISEhIfnb4l0JHjZj/b6/c3VLF3LueUokJCQkJH+LvCvBs7m14upmKRG/lSONSUhISEj+engXggclcFVtU6NzwAPpUfRDEhISEhKSI96JObVWxXX38Cg594hiEhISEpK/Xd6Nqo2MXUBCQkJCcg5krDYSEhISkvcKKXhISEhISN4rpOAhISEhIXmvkIKHhISEhOS98vqChxCJ2J6+gb0jM++wOiQkJCQkf+28vuAxIog6LbcgOC4FMSLvsEYkJCQkJH/VvMGKBwAGhzr9A90InAy/RkJCQkLyI3mzPZ71xf5AX5eRqQXSUYeEhISE5MfxZoJHINzy8nFOSM3D31F1SEhISEj+2nkzwdPV2+IXcA/DSFUbCQkJCcmP5M0Ez8hIT8gDT51O+45qQ0JCQkLyV88bCB4eZ/fqjZtZhaUEQW7xkJCQkJD8SN7AnFqjZk/NLQiU5HKHhISEhOTH82bm1CQkJCQkJD8RMmQOCQkJCcl7hRQ8JCQkJCTvFVLwkJCQkJC8V0jBQ0JCQkLyXiEFDwkJCQnJe4UUPCQkJCQk7xVS8JCQkJCQvFdIwUNCQkJC8l4hBQ8JCQkJyXuFFDwkJCQkJO8VUvCQkJCQkLxXSMFDQkJCQvJeIQUPCQkJCcl7hRQ8JCQkJCTvFVLwkJCQkJC8V36i4CFe+5weAgA/KxH9aRUgISF5f/DEfJFc/kKiQCIQSKXvtFy5VrPHYRrR/wzTxbOp7My5jykScEXC91mhXyI/VfCoZKKe9m4eX/zKS4161UBnz8EB61QaDmDYX6blJRXw2PyfUg+1WmM0Gn9KDiQkJC9HrZdn1uQs7e4eJxAAoEc12XV5E+tr77Toyb3tB/mZErns5ZcRBIHh2FsvHcdxgjiRMoRIslPeVDVD2zxT8GS0N5R0tbz1OvxcEEBgOHaq+W+HHy94TBURHR6afW41s7j/yitRrcbpG7vW9ulTv+AAQJtavHfbe3/74EdXZHG69+pt8439wx+bAwkJycvRAyi6FubSWruRZ8sOBEA+srGa1NCmRZB3WjwBIFbIMOwVQkWH6gZG++Ftz5Jjs2N8Pu/4P0yrZVV2NlZ0Dp95sVqvU6hVb7cCPy9D44Oyt72ifU3BYwQAFUPSml3Z+bigIyFnuHsGAxBubzYFJVj+441HPplVj/I7mnv1RhRRyftLG6qS82qTCkeq+kz3yzms/sSnjh9cj3JIrk0tbKhokspVALA+ONQSVzxY0CM4WjNhABgAzLZRKhKedGQX7lCoG5MmqXbOy0RgmanhqempRpw8nJuE5B2BqXSMlJrymQPO6UQDxstorBzeeMlXI65QcRt6asepi7tycXFXW8swxYDoAWB5b6Oso6GktWFwYcGUGwBBF7Aq2msb+1tWWLvVlNHlvQMAYmF1trC1cWR11XgkeDAAzIDpu8cHy9qq6/vqxja3lSjI5Zzi1lLvhJCSlvritta5tXUAACCESkn9QGdpa31NX49EqwUAAGRlY7q6u35fLhqmreY2Na7v7p3dbEzTO9Hj9zA0vTSvrLO9c2TMYNABKNfoq4VdPV2Tw/nNNVObNJPqTa2VtQ52lvf17HBOegkFINhiTlVnY2VHZftY9xpHdI5mBgMApU7Z2N9Z1lrZMdo1Tt1UaHUAINYq6vo7iltquqYoOABTzK0f6uidHW8e7NnlHbSMdHYtrqpxbGaud3h1boGxV9FeX9HVeiAQmLJdpC2Wt9aWtjf2zE4bj0SyYW51tK63ka6S9q3M5zc37zCYALB1sFHZVlfW3tA8StEgRgBAjIpWSptP4v2syqLSjra+iUkURU37I/M71JKW2tL2OiqTYWoAk7tZ1VG1zj1YZNNzmxvHFpbOfyteS/AQAEYt87D0TmiVV/pC1UCjR2qoS6oKweSsw8HEsoD/bVkVVtpf0TExPI2gRlQjW+qZGG8YmG6gZN+Oqy9qJAA0Qv5MXkvIP1kVeGQNVXYNd1MUKg0AQp9b6Y2uDfzAZWxo+qj3Mc3gk9qnZhH9xc0TNR3hF/zjrJ6cXzccALKL85taml6jISQkJD8CHAAoy2MFTdXY84mzWwtZdaUG7IfbtyYIAL1Wd9gwVGYe6++U8zhjsLthckallR3yaJntFZ1zY12L8xmdHUNraxiBcQVb6XW5jaNdDROtdo+Cbj3OXOTyAfQb+2tp3e33K8tEMpOqzQhgaBquT2soGF4ZL+jO8y4o3leiGg2naqTBJyu2dqS/enxsZW8fgNDphRXDDWXDXYMrC6WU4YL+PoVOB6DeY06HF8TcinvwoKG8iDI8sbmL4j9sBY7j0tG1Ef/8hJzWmrqpiYGlZQTRAygWd6acEiMqBrsqxgf88zIX9w4AQKcXDS1OBNZWlgz0HeeASpSclMq0Wkrn8MpAaEni495x3dl9ZVBoeFnNRdntNV2z/bkdxc7J6RyJXKXhP24uyu5paJkeyWgrr+tt35fzA4uS/bKT87ua/TNCcvpL3ErrBreoy2sN9qkRwWWFbdOUiuH+lLoGplAMYNhmbvTOjfcsziS0NraMjgIAgGJjfzwoO/J2Qnh4S3UxhTK/u0cQWqZgr39uvG9pJq2ns7irC0ONKCruW+r3zo4t7GqqnZwYWV3DMBRAO7Y+FlWT0zA+UDveG1ddurDLAMDEUlpmQ/rN6ADv8tzc4f6exVWd8dw9udcUPCjOZpf/1tLv774rtnwyWDewtbNnylLC4Dh97rSwSD99g5LFHW/oXmgYrrsa8cAhQgEAAJhW5/2ta3f73Kl8UQDARNrUL/0mBidNiZzVJacLTisLR99Q3bWt7bW959dNMzne6xocO7uy/hoNISEh+RHINUZedE3LEoN7KlFhwIWxda3jWy9TswMQABq5khpaWj5MO1lVaErbnkTW53cvzY0sDNUM1jtmFe/K1P3D7SMz46YrhiYb01paNQAmCSc0aEp6m4RiEQAAoABI41Ddk+aCrrnpxrmFXR4fJwgAUCCqmvZa/JkgJGg7w3650bXzk4MLY0NzXZ55OeUTywAEgKh7piu6rlOu15lqiZ+hoDsynmoZajs8ZBwnYgCSGdpiUWuP6f/Gga7O1c2TIsd211pHTgQPJlFyHlU+rh/pbJud615Zl2u05/SSaHShI61zEDn+X6pQAsDAeH/VGOUoL0Je0NK+yuZRZoeXV5eZSllKWaIWOczrp3TOjSLGvbjqulXW0TNqG5tsHh0BAJGYOTgz0rMwndzV8rS2+rgDhY0jrUnNfWojAgAE4ACoQikYmRvtXZjKGu6LLcpHDAZTVnVd9QLBsz14lUqYVV9Bk5iUbyj1kJrT3IPgBIBygz4RWFyzK5IcVfh8LdRrCh4dihvFM5uTeZ1D2a0Jf7FwvO4lkmoBgLO+evePVjOLDAAgUBxV62gjM8FmATXphSMFTcV/8k3yTjVJeK2AY/+5VWvHvClTtUJNAAEAKF+V9qXfwtSiKX17dMDuj04MhtpUtFqkmGubN+rPk5x4f0+bk7fP+gbtNRpCQkLyIzBSFnqz2joNz00j6Bx15HFDkxJ55Wa+TiyZL6JMSp6lqEqaskJKixpGhzoHmzqHmqpGp6V6XXt//eCRfgzm1/sfNdTLjksU6hQV/c0qtWlaMOC4VqxXd08ONw52lLSWZTc3c7UoAAjk3NL6cgxFAUCh1eiNxs1tind6QvHwUNtQR/dQXfVA7/SRtpA/ON/TtfNq8zMC0Jr2mn36AQAYjDqZVg2gWtmlto2Zpix8YHKUss866ZvxneXuycHj/zQYjmzymI39HU3DnRkVuW1zq4YzCwHRwFxb5tDsSW+qjUYENfSOdDQurJo6HEBV3EOZZnAm5yn03e19mTi3+akROczvG6asz6s0G+HN7Ztyk2DDehfXGienePztzLqymt62lpGexNqy8iPNEAHA7ZruHj48MVDEZHJ6TmNlWVdLK6U7vaU2vbzEtFVmwHWlDWVcHg8AdIhWpderlKynDTV0velG7aGYntncr8cBQEnbG66c23xll8JrCx58vLvjgUfY8uTi1sJaXWSG/51QoVgNQCh5zEjb8JKUitXRicSApJnKzpn8SqdvvWcnVvdGZ7I+cbD/0mFhfZfAcVQtTfdLygzLpY5PZUakFz4u0yoV69MzY6Wd/v94syQ5d2p8ji/gIzJugX9mvEfKXP/o4uBwuld8dkA+qn/Zy51bktPQ3PA6rSUhIXkTcABMppGnVhet75+sVwgAVGPQPGksn9ugvjILmeKwZ7QipCCvbW5xgbouVyoB9HTeTlF35+LmGu1ga2Ztvrm/X6mSHXA2UxpqR5bmFtZnI9LuJ9TWqQH0OuXaFrVtaigy/1HfOGVla1uHaCQKZmpV+dD8/BZ9c2S2O7GqekeuBwClWvi0Ird/dmJsgZJclE87ZBoRRT2lr2d6cuNge2VnvW2wd21njyDQvcPJtMr0h82dE2urO3T6S+0RsMbuuorO5rmNxcyKwq7JWb1BXNNdH19YptZpNDrp49K8rO5+pU4tFHPn1ley26pSy3NmV5d3mSwAw/jyRGpV9fre9ub+WmlraeHQlOaMIggAOVdOT2xobp+cWNhYGpwdTqup3mPvShTsjKamobmZhY3FrpGW0u7ePZk0syyrqbtrhbkbmx1G3Z160tFV2FIukC075OWFlNct0hbGl/ryOjq3BbKd3cmk2vK53W3aPjWtqjA0NUUokxGEfnt/5GFpWnpH3+Ta6v4hCwDn8ZeSqktGtjY3DzZKOxu8YyP3mGwAwAlDeXNZXX/nLHX+cWne4MIygKFvbiK3vW2BtjyzPlHQXD1M3QcgeAJqeVtORHn10Orq2taW4aX2Jq+raqOvLBXeT8kPTHka/KgwvUwqlsGRroxgrmyW+CZlBSTlpReLJVJANf35dWm+KdUPC2eaWjNDU5orO1HUCIDJWfyq+6m5/kmZidmHLJ5KyK2Kf5IXkFIcmlZwP+VxRNrq6iYAAGboyC7K8U3M8XtY8qREode/rHIEkZD2MK+o4DUaQkJC8kYgAPzO+fGHrYPYs5kZBRBQqLNx9T2GV1j0EAC6rYPFzLqStNri5Jryx7W1DDbb9Btte+JpVU5SbcXD6qrN/X2Twe7qxlhufWF5R21hS/mj1i4dgFS6V9RWlVJdlFlXklpdlN3SxpcrEaOoqqchuSI/pbbsYX39JsvkpIEDaKj7i0nVxXHV1bObm6Y8lUpWVVvRw+riuKqK9pExAkcxTNQ20p5SVZhWVxpXWd42MvJSwWMQyw7yWqsjK0qbxydR1CiR7hY2lT2qLKOLmGzBfkZ1aXpzE1e8v7Y1/bimOK22JKOu6GFlSevkLAHYHnM1rabocU1RYnVZaf+gSnfOFg8AAAiEG3l1BYk1ZQ+rq7eO+2SPPp9dnRNfXZ7e3CySMjminYdVJZktbVQmraW7vHtmfGxjvbq5dJsxXULpq5kczawvj60om1xZAwAC5L2zg4kV+Zm1xW2jA9lNLbNbmzgubBpoTqkqfFxXFltZ3j0xBYADqCfXp5IqC9KqC5uGu/LbWrvnlwgAAD1XtP2kqSKqsqxrZhZFUQBAUUU3pS6lIi+2qrJ1choAB1BNLlNSqwvTa0sSqiuK29uPl6dn85pWbectOM50Cz3vyh9m8lbs0HDKUNO3V29sPuchREJC8tMhAAxciVCgUD+fiPClIq5M8Ro5nKckP3PsowQhZggZa1xOAWWoZWQUA/jhDEMAnDMjnemQ/kMn9zf1W/9hWWdOemckEq87PZ7kcOY+0+uUblzb7Quqyundoyufbenj53TUD5t/9pXE2RefWas3c6P8KwiZYwRCyeHxlTo9aU9NQvKLRiJj5NfkRRVm53d36UmX8NcGx5S9lPKwwsyYiur1A8bPXZ1X81cgeEhISEhIfkmQgoeEhISE5L3y8wsegiAw7O3HAiIheQEMw/AznARJSEjeN29d8JyWH68VrY9xyHB2cd7cfC3r79PwGJsLi8ty3WlFMAEASrl0dHhocmpGplC+Ko+3H0/wFwCB7NEWp+eXNfrz7B2PLEG2Njf7+/oHBob3jrTGBIqiDAZTpfpxoahwAFAq1ByOycftxc5/k0+PN37NNBqNh5dnZ2fnGxQCAAAKEWtudponfbHJRoNudnKSQhnl8gVvmuc5EEBgLNr2xtgye5uJ/PXscPy1jrIj0yoWk2MaEYhez2EyX4hWbDQibOahATnLe+dvmLcseDRKQXnRk9Dw+I6edgBZSX52VGRse8/AOVaXJmNHZXbWUxaTefqH2ZnpV0WbNky0x3126UbNzGnHaQwAOdxZ8XZx/vibmyX1rS+531SjvY3JmMjQ+2GRfaOTMzPLGtWZfsXvFRzD5mamX33dj0dW8tjxV5/fmtvlnXMBAaCbGO10c3X2uOdu5+he29Zr8vbd2t6+8NWVxcXlNy+UANAjBn102KO2tl4Awmhgl5UWhoWHJycnR4SH51c1SPTnPnEMRWdP9QmBGzpbyiOj4vOLiwHkvR0NYWERpZV1au3LbFULCvLn5+ZOp6yuLInFLw+sjjPWqr+/9JfIyqHn24KoFcz4B8GffHU17GHmW1qvY4CpKIW1md+HB/3BY+fgryforYCz/jA+MvhBeHP3wPTsskjw6mD2L+WNevvci+dnZ3S6nzLejQDY2vKGj/sDNosDABqFIsLfs3PwuUgriE4X/8C/tpV0NHyOtyx49FpVgKOlnaPjxNSUQnrY15Hz4SWLmJxaArRMJoPN4QIAl8Ne29iSa7UAOqmItUHb5MuUxxoQFDGIl+YnLc3vDg0NUWlbh2wuAAqglku5GzQqlUbbYnMxAAAtblx+mJXaOr3OPDxcXt8UKU0Wn0bTZ0hhTXVJVeXpqkn4GzTq+urGzrGvtWJ6ZuyGtXvKk6zikiQbs+/+/lffMvg6AABcvL2xvkLdEsnVAJhQLGJx+ULuHovNNOL41vaeRKfFCC3rcN2gU8llktV12hbD5J2AELiCydinUalrG5vcIzGmxXEpnU7n8QUAwDo8XN/a0ej1ABo+l0GjUtdpGwyJyYXYqNMIJkYHrSzMpqen12lbbN5JpAqjRLC3vk6l7hxiAAAYgEwo4Ozt0QFAKZetrtP4Uvn5IxIFICQCNnV9g8HY3dkb83pUTJdqARAeh0mlUmmbWxKd6aMM1Wl427RBW0fLR/ll23SmQqMFIAhQ8rlMyvhEdVuH8shCH5NL+SqliMVirK1T6SIJCgCAAGg1KgmVSqVSaUzxSVBbDEDU29/8tUWQxoACAIqoB/p7E5ISv/7+66SkpL7hMS2iFYvoDBYTw4w7W5u0fQZ60icjA5bmp/qEwAtTYi9f/K6rp18m5ixM1V20tL3tm6RHlEIBe3+fDgAKuXR1ncaXKQhANCr+5gaNKRAjRxICx3E542DT3dW5tLSUtrG1c8BAUQRAq9MItzc3aTQadZ+uPar2TnnNk+zWQaFItLxGZR5NmkehEvvGRhPT005FTca08r1N2uoqdZMnf5kfgwkRg8PYOBByRXqd3qDXEWAEAMEUPfqP7pvbJodNI27UiOhcFo3O3KTzRZLTt0vYXBbtgLPNlInlRvTI00bG5zNpB+wtplQkQ1//ABuCwDQ6Dotj0OoNEjl9h65HUDiethGpnEU7oO+xjAQBgKsFMgldIGDxNXo9hiAypkB0yBdLJNiL0zwBoN7cXLxr7xWd/Li4JN3P49Z/++9/mFhkAACAfH+HurK+yRRIAXC5QnLI5okFdAZjDyWIvT06Ty4nwMhmUtUqqVatXKfSqHumVwIFUPI4L4wdPYCMzWIeMtkAIODz1mibMrUGQCcRsTaoVCptY5cnNNkHo4iYujpvY2nR1dlFo20xWM9ieqpkh9T19dXNfZ1pSiLkMil/Z2cfgDDotevrNJZAdNxGPYExXP3CYrLqjm9XdbZnWd9P4atP6xLUY5QSM9+YQ7nuuE9MTdBq1GKuQKAwGv8G9b9vf4+nuaqos7dycmnrxjffGFTzoSUtzXP7AMrHD4M+/dNHoaFRZlZ21+7YDo3PABD9rXXXLl29Yma3cRwdls9av2dn/s8f/Or27btm5o7pWYUAAICODbQ7WFvZ2zvctHZubO/GcQOOLqemJVl4xdk4Ot+6c9fZO3D38JnSo6i8oKK6HABMK+KVtWkHJws7WztzM5uw6ESRTodhwpCQ4OYJ0zkiGONg6UFcMV+hVilFyfFRN2/dvn3X6p6b8zJto6en56Pf/f7WtYtWluZBAd43b152DUph0jeCve/etnZz8fS/e9fipoVleX0XRgCOSNKT42ysLK3snBy9g/b29wBQo4EbFe7x+Wd/Cg2NvmVuddPCcW55HQCrKs62sbSwtXeycPaaW1wCIPY3p23vXv/1P31gbm51565jfnElAA6Azk2P2llb3r5jdvfunUeZBTKtEUDdVJ/zx4//w88vyMHV47srt4sr68/69MZNUmdqbNDyjtnd21ZuNtZBvi7BT/IIgKWpIRs7a2sbG2sbx6DoJIFIZKqDm9W1f/71byzsvCwdvLqHTIEF1dUlGZ//+SuvgDid0TTPEnWlOX/86EMza6s7d8y+uWO/SWcAgIC9H+DvZWllZWtrb3vPb2555egpEMKAADefjOrTlZMqpAmpCXLF0dzR21by4e8/dnK6Z2VtffvGnbzKBgQn6FvTNneu/csHH5ibW90xc8wvqQAA6tz006dRfKX64oUrDFpL6cBwfP0kANZSn/2nP/7Wzy/Y3sX9uyt3ympbCALfXJ6yMzP//LtrnQNHoewRvTA21Pc3//LP3333vaWVU1BorFyhAMD3NuY9XJwc7OxvWjo8zi7UatUAB7XVTyw8Y+zued+4ecfczmlk+tnZMz2D3anpKceCB+cLGD7+Lra21haWDvfcfTaY7HNGiRFQZKRxONLCL9n9QX50cphV+HDrrOk33ugZ/oNOAAAYYUlEQVRO/KduWzumpTyulwubHxc+9YpN802Isgpam1kDAMB1u+2jha6xJeEZKfaBZl+brVB3ALDDoZlit7jisPR01wdmX96ann39Y3IILWsn8pZblEVY+9OSGMeA/LgcuVILAAeL1FSX0MceUZG2/sUJmWqVcb13zP6fv/e8488RiQHXFXs9uPO/bjRWdPwwTyCUyYnR+S1H3a6UbT+ILqDReSiqzs/OuHXr9u071va21mMz03MLc198+tnli19ZWZj5+3lZWtwwdwnZ2dtKiXK5bmbn6hNsbm554655Wm6F3ogBqCsKnprGjrmz18LSMgAGhORpZuQnn3wYEhJhYet4+aZl18AYAURPW42dlaW9veMtO7fewWEAkAm3fVxsf/3Br27cuGVm7vgwPRvHUQBsg7rk5uxw5/adO3fvRMancMVqAMM4peGLzz90cfG45+X/7eVbKZn5xzuFKHd36Kub1r0bJ3KLp1AufXXdt3dq+1QnCBBk/YpZYGP/8lGfmF4AIFLDA/7uv/6/7VM/Qn/wi+ftC57elpLCwti8qp6vPr3U25Dgn1YwcSAHQHF00dnJ7E8X7VcOmEYMVSqPvM/kCnlkQuT8wvxJDjq5LDo4gMlkEgQBxJH/FwHA5/O5XO5gZ5udhYVKJQHYCA6K/N4ylCcWAyGrrKr0CCs8ORyhsLyworoCAAAIvYrh5OvzpH2Iy+PxWXvRMaHeT0ulEmmUn7dK+cJxiuKnORl+j2pUCAGEkNKbb+ubppBJgtzMG3qG2uvqHG98IpRSvzePWl6cXZpv/acLjl2jiwA6Pm/ZwiV2cvkAADRaHYfD4XI4sfcDnqY/BgAAvV47bWZ27aub7ttsPmJEVCoFACAIyuFwuVxe7uOHYUEBphpIeZyY+0ESiYQgTPotA5c5a+MV0T63T4BRp1oIDgl5Wm2KG7iXme7/wYeXOsbnMIJQKuRnHViCAujmxnucHd0oCzSCQGVCzuUrVjkV+dxDlpuV7/D4FJfH47A5Yffv52Rnme6hjIyEhNwnnjv/CgGQ9HYPRobnn2Q9NzlgZuW4w+IBEAlxaYODPTiKhHvH5OSVc3k8Po9fXV7h4eZmCp5ByATmF7+rmXpO2UVn0sNjww+ZJrWSAkAd4OB39467Dsd3VqYsXH22VCgAyLic6ODA4z4hAGBzdTztoVfz0NiFz82qs4PicnMqj47P2Mt47PfBh5c6JxZO9wmKYWlZjxuanmk8CAKeJMVPjI8RBEEcv2YAIBKJORwubWXJ6taNlZVlAG5xXubH37gvbO0CqGam+8xck3myIxVN90D3o/RHx92uiE+K8s8qZ/P4fB67sijjqn8kQ3qml6V2rbvb60LI9joXAJUzVn0/86XUm8LP4NyR7bhP7x0LniPkYqlcIJnwfRxpG6wFI+i5xRcjnD9wKUstYKytU/qHpQoJEOJ6y0THv7cvSMxlrK6N9A0KhaYV0uvopgwAkvmUavdf39vY4YBKF37JuaFtihBywr6xfxxdKxVJJNvbkRft4kOKgMDDLNzz0hpXBqZnWqtHyisdPvJRi40/LAvX62KCAxn0FwKJqurqip3Cc7hKA4ByY7HOzDWGwxenRXhkFpXPTkze/ctvRKJ5S4/U5pYuLmvsX79yyK0bAEDksm0X38TG3gUAMCBGDofD4/FyUpMjQoIAAMBIEKt+PrZ/+NpqdnPPiGFKhRwAcBy4XB6Xy2uqKnOzszl6H7Sa+AfBO9vbx0/fqJDR7gVGFfUuEQROGLdSkqMi0k2RzdjN9Ql//y9fFjb2GnFcpZCf7ALMNlZfuWvGe9ZiMYDEyiqkuKTrVGOlALJ7bjGZTxpPJSIABtrieEFh0SZX+DdoWPXWBY90caLMPyAuIjRssCXby8/XJr6EKjYAoCgyHZIY1rrCfeEGrV4blxK3srryLEUujwoOEvJPtEyowbBfWpB3+5a1o6OTpZWblZ23waAAWA+KS2kYM1klGCUikadnokJ5tIlXXFlcVVtl+lvNW//yo3+7bW/v4OTk6GBnZef4IPmpXsa3szEfPXz+5FPc4OHpS2GYNj/EAEoPz/R92uHTpCg2k9nb15mW7IiidGvnFNrq/MRck3OK6fvdCACJ8YX9Hc1SEdXfJ9jc3MbZxf27i2YFRaUAAGDQKCl+sRGDOyeqJ7VKTo2Pjr9719rZ2fXKdZvo2GTTDxIeNzrkvkb1TFEzOdDjFZNsAABAARRT47MPQvMAAGA7pzAqtW32pU9EhxnXkrOz6ya2TpKepCWuTZd2d9T8/pNL9zw87e3tHB1cLaxdquqOTpcoKsqvqa58Ph8UYCuvpiLu/2/vToObuPIEgPNlv0/VVm1t1dbWbtXWTM3u1O5sMslMJhwZkgADCYfB+JBtSb4B3/jA9yljMAZDwBfYARtjDMHB4Ygxh8Fgh4DBxly2u1tXq2VJrfvsQ9393w+yHTKbZYYsAzXh/b6pS5afntT693vv3+/fPbRwaODKQH//VwAA4K4ubcMfjlmo20uXr49VpiYmxifEJyoT0orLa4KCAACS1RjxxxVf3P1elQ49pS9TlRuo0MjAAeCpKGoevTkDADrNk+01e6a9PADYKKqioOCZPmEpzYWKMlVGVuHlvoMV5QXh+Q0DU6Gti6ebDv9wnxxsO3j2q+8t+zXWqu5+e3vhoSgYrg6ciY5MUMYnJCZlrF4bMzU9BUAePHyw9uggAAAwAHxmRt3ko7klyYFrA3sP7J1/AXvSxhUrw8ISU1MT4xUJiUnytB0G2w8XzWwv3l2a1jj/SNA9VhtwKnShYbqJVX+wdZoI7fgu+pyOczs79ydVHc2pP7x4a3lSuR0kAMCHRrNXROf/QXF0RXpL1n7K4gEAw9iDgjVx2ctij65Mb0qt11Kh6yqHhdZcuT6s1T9ndw8WwHp536kaRQsAAOMvj0jr6Lomjtwp/vnHu5L2tOTvbs2tq0otb1Q1AfhvNDd3JDZ2f1rd9lFiW9qugi375l/n+7+ivC0jOf7UnT8deBXm7zgxEirDYwfwFxQ03x552tW8b+Le3YnJ8YriaBCnM3e0XLxwWa25HFPR6hTnXrmj/eyxtg6fF6sur4qMlCcnb1m3IbZGtTvUjSCOVewp6bm9sFk+G/Bjhxr3b94cl5SUsjkycUva9rl2+f3VRYU6rXahSdije8l5xfPnp42YeZqW1gAAAIYzX+4qbv+BtJSRnmProqLo7w5YARwKRWlr27NfMzuAOz29du/enmcOBkCyaQj13YkHPulNrCT20gOP0UwNLV67Nb24PBgg33t7ybrkArcAINld9nv51aVnv53yMyzP8wCcJLk5ljFZzOU1ZaPfjAZYjhFEAGBt+ixlxJPpaY/Xs+uz1tGJR8TkeVn4J5hG53bZ24+cXLk2wemxS8KjtO0ZH8VkGmdNLBtoaj9eVHlAFFme9zMM03KkpeNou59hGT7IBSyq0rSj3V02u52m6dGxiRP9AyDxn3c0l9TU+TwejmOfzKibjpxgGHfX0aadhw4xDMOyruEblwoLa+02R3FhyeTjqQtfdVUWh7s8Rlls2eTYt9+Mnf3VRxvPXRnmOcZEW7eXNKixp4fq0quqq612u9lsio7J2LmnGQBAspmNI9kVpYOTWj/D8sEgQPBUR1nathSTxeJ02LJzqrZllYYm6R3k04z4KHLW6HA4VI3NY49mbCZtVn726INJjgs4nbOVO/cfP3UFgAny2N6D1Qf6hrwM+8yWfG43jdepdnecvuADAOAkQV25q7rq4DGO4+y0obSkZPUnm10OzejwuUOHmm12G03TWpLqOT9kd1kkyef3ezOyC68OjTAsywiCBAJIDMf6XI6Z7LLScxPqAMsBBFnWdeR419fXRwC8DvuDrIp2gjLaLeO1qhq1Vme10jRNnxkcHp8OjWYkEKzbUhUVR0PnJAvg4zhuama6sKxwemaa4YMiOCTBnJvVcPXGIwCYfjiWUlj32MkCgFP/JF0ZSc7O2uy26n3NY4/GBP5hQkbZso0JQYbcqkz8jyXrNF4WwBvk8YbPqg/0Dfnm+iQI4OZ5xufzNRxo6D11MsCygWAwtAnVzrzUcxfOsRx75PjJk+cHfe6puPAPr4/ccbkd14dG3/8gYmziIYDxUFPNr1fFjE8+DvLMwNUh5dZSp9MhBH0sy/Zf6K+r3+nx+gIcD8B2NteodqksVpuVtk5hxJGePtrpBuAB6IH+vpLK3U9m54Yg17tOZ3+Uoh/DgyzPudnGogM9bT0gCTzL6wcf1r+dgk1McxwPkjTU1pL/drRlyhwgXSdXFVVsKvdxko8m7/Zcdmhtoi+oO3tnxT9/3Hf+uuS3j50ctMyYRL9gvvxo7b+uaj/WDwAAdpUq/+9+9quLw98bbi6QAAA4kFxXa3rqIhoFQQRXoGZ11onWa6LFsucj2aW6016L20s5r34+2Nt1HoCzXr5V8A+re9P23M/vTvj7T44e+8HaJRIA13+2JyO/yEbTHMcaZs2ftXaZLKaBc72FtSqHy81xnieP727PKTNSlj276i9fG75390Zu2iq3R5uWuedc33kdeevXK8NaTvRxHON0e0pqm27fvtPfvTMzfYvJQjsdtqzsqvTtFaIkATh8nomSnaW9w5N+huV4HkC8OdAcFxWmMxhdLnt9fevGyBSW5wFA9JjzkqLHJu4HAoE9hw4Pjoz5vPbC0oKvhm5wHBsI2BubDu9rPg3ACUGys3tv5ZEvnAzLsNwzcwCiZnxg5SbZKLlwNWlmmKk1GzL7rzw7e0ZLQIRH53WfHf2us4Gl9N/+4ufvrI5OCxUmeNO89MBDu91P1ivym7+4CAA7ktMrKmsAwGq8Xb49/r33l3waFhcVk9Td+yVA0G6drCjJjYiI+OAPy9avWytLTr967yEAAG/rbt21MSI8MjJSnrVjSkuxXrpxd0WMUp4QL0+Vp/zmt+uOHT9x/9KB6PB1W3aoEpKS42LjUrYXa0w0gPvYkQaZLObjFStWrfw4KlbZ2nseACwmLCc7S6lUKpXKcJmy78IVABB5pqOuJiI8XC6PWxse09TRGxQYxkeVlxTKZLK4OIVcoXw8NXnl0sW33/l9XvHOwf72sNW/7e3/cuvWypLM+Fs3OjckpYcrUxKUinUbNx/uPSsBzIxfT0tLUcTLUxPjI9bLl66ImiIIh+lO/raY3/1+ybpNysiYpLMXBgHApLlftCNHHi9PSpArIhLeXbz+0s0xABBZU1tj5caIzeEREUn5ZTg5CxC8ef1iXEyMXK6IiJQV7mp0M6zA61vqc5ctW/rxms2RMSk76/fzwdCEj9E4fe0X//LLtUkFVgAAAcCnVT/OzsqKi5MnyD4tytv+7vuRn/dd8LstDUW5CoVCqVREypSl9R0M4743eloes/m//nvZuvXyWHni1bvjAJLfTVVtz5RHRC9ZsmT9puiMvEq/39XbuW/J0iVF9U0ca+n6LO+d5ZuPX7oJEDzTtk8hkykUCqVSqcgof6INjSkFAFN3T9vqpIogAADD+sndO6s3hIUtW7Y0LCysam+LX3DfHDj8298sjU8v9jGOtpqSt95dVnawmxOCEku37qvYGLF5U0RkYn4FQRoAZnOK69JUTQDQub9JGRMPIAq8pqU+b75Pknc1HAIQJIFqPlAbHS378MMPV/9xVXRcwrFzoeFLYGTgeERUeJw8bqMi+cqdCRC5U50Ho+Qx8QnytMSUxe+HFZbv1o6fSYpalZBTkbQlI16hlCVsvfXgKYBw5WKnQh63es2a5cv/EBUtK9vXygs8G7DVqqpiY2Pj45WbImT72455/QyAB2CmNHPbz/7x389PhgpNsSLrv991dfem3OZt5ftlec1FHZTerHsy0ZJb2RZe2vBuap28UFXWYNAbHPh0+5aGXSmqvtw9lxPqs5bnnDrca5u63fBJTl1UVXO26lCa6kzbl06XizVPHwjLVW0qb8mpPZSuOnXwJG2xAYDEzXy6YsnyhOogwA9Ou80tO+imPg/Ly1m87cHYhOnr0bK3FEVxdXqS1E0+6dm650BqRU9qTeHvkk4duwIAotp58L2Uqxf7rUPqwn9LHJuY/t8vGwo8AMG+tkORG8Lk8rh14VGqva0ujxNEx/6GusjISLlcGRUtuzVy48H9O++9v0yRkjd8+XTkp7870vl5WUVTsiz83jfd0elZGxSp8UrFxvDNtU3tnAhmzXhBXqY8Xp4UL5dHxL+zeMPw7THW+7RmR9LvFy9esz42MibxSOdJAHDQM7VVRbHx8gRlXFJM0m/eXdN55msAAMF5prNxU2R4tCw6ZlvuxBQBID6auJWgVMrlcpksNr2oyuz2ADh726tXfrT8gxXrImSpBcXV7u/uJQjw7OOo5Oy9Jwbnj9i/+aZ7w7YajH42r8T56GHfhtTySdLxTGcHTrYV/9N/fnhf53rm4BvkpQceURSDbpeHDVVOZTmWYQGA5wKUXm8wUDqtHscIm80OAEGeM5B6giAoitJoNASh8cxXSRIlQavR4DgenF+0YAJ+HMMxDHc6nDa702q1eZ022kKLEpAkiWEzXp8PACRJpC1mHMdJktTr9ThOWG2O0DWKy+XCMAzDcMr43XSfEAwSBIFhGGn4bh3Y7/djGIZhmMViAQCXy2kgydlZE8P4TbMmh9Phdntpy4Nrw735hy8YbC4Ngas1moWZX4vZhM1gWo3W7w9QlMnvDwQ5xqDTzb19nHA45xaWnA4HhmEEQfh8PpPJ4nR55lJegryaIAhCPV+cSgIAo9EYejLLcgAgiUGzkSL1JKk34LjaOGuSFlK2BN5mdbg8fmnub0UA8Hg8MzMzeq0WAGw2p4WmAcDtcOIYhuM4QagDDAsAHrdTTRCzxlmtVofjhMfrAwBRCBp0OjVOGClKo9bodKQgiHYrrdPpaKtNFIN22mzQG5xuLwBwLKMmCBzHcQy32ReW0EQAv8tl25K84+qV4VD7jZRBTRAURRGEmjKaRUlyOWwkaTDOmoJC0GY2G0jSbLEKkrTQJ2q1ev6KU/B6vP4AE/oQAwHmT/sEU8+GcgIl0WyaxXHcYDDodTocI2wO18KpbqQobGbuyxN6p2pCjWGY2WzxeHwmkzngcZpmjUFRsljo6elpq20ur8zltOM4rtPpDAYDjuPGWbMoiQDAsiyO4ziGaeancSQQAQSf10tbHdxcjbK5/24z0SaN3qQlg1wQABi/z6wnraTJY3WaSCNFGlmWBYCAx09pSBtlAk5wWB1WCy0KvN/lNZOmWQ1J6+e+z5Io+N0+C2ma1ZAWHQXzUziTd6+9/dYvB+cmOf/P3ziRZZxmq81i8/n8nNvjNFutZhsTYACA9QaMGtKiId3W+ZlDCThPQBQESZT8Dq/wvCKkAAAajQZ7pk8AgOf50KlHURQA+HxekiQpajYQ8NEWi9Vq9foCZtPj8YmzmZ+dnjE5dBo1QRChDxoAHHb7wrkza7K43B5R4ClSbyANeh2JYwQ9nyjv83pCJ77b7aZpu3V+8lMCUa/T4hjO86H8PQkAaJrGMAzHsYXfE6vZpNfpDQaKwDUkST2zjMoB8JcGrqcm51ssNAAwPm9JdmrHqYUkNwCAIMvUFmXtb2979qAE0Hui8+y5F76r7Cfj9e9c8DfK7yGyt216a+nKbUUqwvjny0khofxjfEYzfn/izz4VeYmMBt3Q9Svs3+CUjhikd5Yn/Pr95XHpBfen1a+7OX9ibkfnW8O3Q4HH73XfvnljPkVzDscEbt+8Ttv/n7cu/dSgwPPjSCxjm3r07fjYnZGxcYvH+8YNlRHkry8YdGNTYw/u3bn17ZjhebepIX9jUOBBEARBXikUeBAEQZBXCgUeBEEQ5JV6gcDDcSxpMDAs2mYVQRAE+fH+8sAj2mxktDKl5fjztnxGEARBkOf7ywNPEED8auDr3NIShnne5vMIgiAI8hwvtsZz6WJvXm6K9ObdZ4sgCIK8LC8WeMzk/ZzM5IbW4yjyIAiCID/OiwWex0/vZOaknj03+OefiiAIgiA/5AWn2i5/tT03FaQ3sGIegiAI8nK8QODheb6z60h55Q6OQxnVCIIgyI/0AunUBv3k5qjYvq+v//VagyAIgvzkvUA6tSh6eZ6X3sDaEQiCIMjLg7bMQRAEQV4pFHgQBEGQVwoFHgRBEOSVWhSqC4kgCIIgr8YiIzWTU1j1ECdfd0sQBEGQN8Iiv99XWJzferjpdbcEQRAEeSMsAoDj3W1VNYWvuyUIgiDIG2ERAPSf78ktyNTqjK+7MQiCIMhP3yIA0GIjcXHRLV1fvu7GIAiCID99iwCgq2NvdeUO4XU3BUEQBHkTLAKAoyc6a3arXndLEARBkDfC/wCqFKb6BWrhygAAAABJRU5ErkJggg==" alt="" width="422" height="184" />

对于自定义的Comparator类需要以下几步:

1) 推荐Comparator类定义在数据类型内部,静态内部类,实现WritableComparator类。

  2) 重写默认无参构造方法,方法内必须调用父类有参构造方法,如下截图:

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" alt="" width="217" height="44" />

3) 重载父类的compare()方法,依据具体功能覆写。

4) 向WritableComparator类中注册自定义的Comparator类,代码如下:

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" alt="" width="455" height="39" />

5、自定义数据类型

  样例代码:

 package org.dragon.hadoop.mr.io;

 import java.io.DataInput;
import java.io.DataOutput;
import java.io.IOException;
import org.apache.hadoop.io.WritableComparable;
import org.apache.hadoop.io.WritableComparator;
import org.apache.hadoop.io.WritableUtils; /**
* 自定义数据类型对Writable的实现。
* 快捷键get、set选择器alt+shift+s
* @author ZhuXY
* @time 2016-3-9 下午10:40:02
*
*/
/**
* 1、Hadoop之——数据类型
1) 在hadoop中所有的key/value都必须实现Writable接口,有两个方法,分别用于读(反序列化)和写(序列化)操作。
2) 所有的key必须实现Comparable接口,在MapReduce过程中需要对Key/Value对进行反复的排序。默认情况下依据Key进行排序的,要实现comparaTo()方法。所以通过Key既要实现Writable接口又要实现Comparable接口,Hadoop中提供了一个公共的接口,叫做WritableComparable接口
3) 由于需要序列化反序列化和进行比较,对java对象需要重写一下几个方法:
① equals();
② hashCode();
③ toString()方法
4) 数据类型,必须有一个无参的构造方法,为了方便反射创建对象。
5) 在自定义数据类型中,建议使用java原生数据类型,最好不要使用hadoop对原生类型封装好的数据类型,即 */ /**
* 问题:
当数据写入磁盘时,如果要进行排序的话,需要首先从磁盘中读取数据进行反序列化成对象,然后在内存中对反序列化的对象进行比较。
* 对字节(未经过反序列化字节)进行直接比较,不需要进行反序列化以后再比较呢?如果要实现上述功能,Hadoop数据类型需要实现一个接口RawComparator。
在Hadoop中有一个针对Writable数据类型,进行实现的一个通用实现类WritableComparator类。所有的数据类型,只需要继承通用类,再去需要具体功能复写相应的compara()方法。
对于自定义的Comparator类需要以下几步:
1) 推荐Comparator类定义在数据类型内部,静态内部类,实现WritableComparator类。
2) 重写默认无参构造方法,方法内必须调用父类有参构造方法,如下截图: 3) 重载父类的compare()方法,依据具体功能覆写。
4) 向WritableComparator类中注册自定义的Comparator类,代码如下: */ /**
* WritableCOmparator是RawComparator对WritableComparable类的一个通用实现。它提供两个主要的功能。
* 首先他提供了一个默认的对原始compare()函数的调用,对从数据流对要比较的对象进行反序列化,然后调用对象
* 的compare方法。
* 其次,他充当的是RawComparator实例的工厂方法(Writable方法已经注册)。
* @author ZhuXY
*
*/
public class PairWritable implements WritableComparable<PairWritable> { private String name;// Text
private Integer age;// IntWritale public PairWritable() {
} public PairWritable(String name, Integer age) {
this.set(name, age);
} public void set(String name, Integer age) {
this.name = name;
this.age = age;
} public String getName() {
return name;
} public Integer getAge() {
return age;
} /**
* write方法是在写入数据时调用,进行序列化
*/
@Override
public void write(DataOutput out) throws IOException {
out.writeUTF(name);
out.writeInt(age);
} /**
* readField()方法是在取出数据时调用的方法,反序列化方法
* 以便生成对象
*/
@Override
public void readFields(DataInput in) throws IOException {
this.name = in.readUTF();
this.age = in.readInt();
} /**
*
hashCode 的常规协定是:
1)在 Java 应用程序执行期间,在同一对象上多次调用 hashCode 方法时,必须一致地返回相同的整数,前提是对象上 equals 比较中所用的信息没有被修改。从某一应用程序的一次执行到同一应用程序的另一次执行,该整数无需保持一致。
2)如果根据 equals(Object) 方法,两个对象是相等的,那么在两个对象中的每个对象上调用 hashCode 方法都必须生成相同的整数结果。
3)以下情况不 是必需的:如果根据 equals(java.lang.Object) 方法,两个对象不相等,那么在两个对象中的任一对象上调用 hashCode 方法必定会生成不同的整数结果。但是,程序员应该知道,为不相等的对象生成不同整数结果可以提高哈希表的性能。
4)实际上,由 Object 类定义的 hashCode 方法确实会针对不同的对象返回不同的整数。(这一般是通过将该对象的内部地址转换成一个整数来实现的,但是 JavaTM 编程语言不需要这种实现技巧。) 5)当equals方法被重写时,通常有必要重写 hashCode 方法,以维护 hashCode 方法的常规协定,该协定声明相等对象必须具有相等的哈希码。
*/
@Override
public int hashCode() {
return name.hashCode() * 31 + age.hashCode();
} @Override
public boolean equals(Object obj) {
if (obj instanceof PairWritable) {
PairWritable pairWritable = (PairWritable) obj; return this.name.equals(pairWritable.getName())
&& this.age.equals(pairWritable.getAge());
}
return false;
} @Override
public String toString() {
// TODO Auto-generated method stub
return this.name+"\t"+this.age;
} @Override
public int compareTo(PairWritable o) {
int cmp=this.name.compareTo(o.getName());
if (cmp!=0) {
return cmp;
}
return this.age.compareTo(o.getAge());
} public static class Comparator extends WritableComparator{ public Comparator(){
super(PairWritable.class);
} /**
* 第一个字节数组
* byte[] b1, int s1, int l1,
* 字节数组起始位置长度
*
* 第二个字节数组
* byte[] b2, int s2, int l2
* 字节数组的起始位置长度
*/
/**
*
* 核心:
* 这个接口允许执行者比较从流中读取的未被反序列化为对象的记录,从而省去了创建对象的所有开销。
* 例如,IntWritables的comparator使用原始的compare()方法从每个字节数组的指定
* 开始位置(S1和S2)和长度(L1和L2)读取整数(b1和b2),然后直接进行比较。
*/
@Override
public int compare(byte[] b1, int s1, int l1, byte[] b2, int s2, int l2) {
int n1=WritableUtils.decodeVIntSize(b1[s1]);
int n2=WritableUtils.decodeVIntSize(b2[s2]); int cmp=WritableComparator.compareBytes(b1, s1+n1, l1-n1, b2, s2+n2, l2+n2); if (0!=cmp) {
return cmp;
} int thisValue=readInt(b1, l1-s1-n1);
int thatValue=readInt(b2, l2-s2-n2); return (thisValue<thatValue ?-1:(thisValue==thatValue?0:1));
}
static {
WritableComparator.define(PairWritable.class, new Comparator());
}
}
}

PairWritable Code包括Writable和RawComparator

  通常情况下,实现一个静态方法read(DataInput),用于构造数据类型的实例对象,方法内部调用readFields(DataInput)方法

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" 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Hadoop MapReduce Data Type中所有的Key,必须实现WritableComparable接口,官方文档说明如下:

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qhUAj3lu7s7Ozs7MBVGMlqCAKBQCAQ3xtvLBcWFha+1beWw8LC1NTU9m113EeKd2KKc2Jdem17Qou/svcyZf9SiIAvKM4sYr/88hJtiXbo14UXu+edZe0XZ7/+UmR5bKn1XYvWAvj9ojfs9TEAgEgM/IJz5ZRcL1w2ep5T92YevzUevkV47a8/H7m+wcDrBdy+azE3T5OkZB9CodDd3X1sbCw/P//cuXN37ty5fv367OxsYWFhUlLS95ROBAKBQCAAAPvlApPJhB08fCVSIBCIRCI4qMXj8a2trZLuXygU7u7uAgDEYjG8uHcugc/nDw0NPXz4EI59ORzOoTMNo52jUWbhme7p2fYZeR7PxWKxSCwCAAg4ArFIjIkwHpvHZXMwDMPEmIAjDCMEz/RPSdIgFoi5bC4AABOIg/UCemu7BfwXQ3YBR1AQmp8bBN/lwwAAfA5fcvdQQwAAuDx+UEhaYkrl7i6nuLStvqEP3pCM+wVCkVAsFr78wIBAhPEFIjbnaxXFFwjZbO7LcwEAQIwBLvflZkYuH37OcmJ66eFTh43NHTihIsYwBpPzVNmlrX3067zY5UielM1mOzg4pKWliUSixsbG0NBQbW3tjIwMMpnM4/FcXV0TExNf/WgIBAKBQHxHXsoFLpdbVFREIBAiIiIYDAYOh8vMzAwKCrp582Z7e7u5ufkHH3wgLS0NX0RkMBienp7Pnj1raWnp6+tTUFCIj4/X1NRsa2sTi8Vzc3NGRkZycnL37t3j8/m9vb0kEklJSQl+1WAv5CFymnPKc5+sXP/n5Qll29vbDgb2lcnloeZBIwPD9LlVD5xbsH0QJsZ2NhiJ5nEOJy2d5R36u/sBAFvrmykeScHEwMHOAbFIHGcRbf/Q2pfkPdw7LBZjAIDa9OrC8AIAACYWU8cpcTYxUR6RK0uv2sspBgDQ1zblFY0lr1oAADhcXkR0obIaMTUjf31zWx3v/JWsw1eyhJLSGsrSxqOn9k8UHFXVrcorG8RiMXmO8owYZGzi0dM3IhZj3n6RJkRPb/9MJ+dQsVjc0taP0/G0sQteXV1n7nIvXjVRVLaxtPHZ3HzxdqK2gX9H5zgAgMPl5xa2GhGcIqNT2Rweg7EdFBSUkpIiSdXc3BwOh5P8ZLFY3t7eubm5R67+IBAIBALxVryUC+3t7V9++aWLi8u1a9eysrKamposLCysra1DQkK4XC6FQpGXly8oKIBdqY+Pz71792xtba9cuUImkxUUFFRUVKanp3E43NLSEoFAqK6u7uvrU1ZWZjKZAQEBRkZGWVlZ0dHReyMGACwNUfylPfMDcn3xXlm+GWKxONks3u2RE3WewuVwhHzhzOC0q6ozc3NHLBavU9cCdf26q7s5bDYAoLulq7mkKcs9w/6hzebCRqhLSH1x3fLcshfRc2tjCwBQnVJZGJ4PABCw+b4aXomkuGh8eKCJ3ysM8UIuqKiZMxhfy4Xs3DIrK9+lJboJ0aWurtkvIFsV56ml52NCDO4ZmH1GcA4JSVmkrGjrWpHJiyVltXlFDc9I4XfuEbkcbl//7G9/r5WdU7O2ts7j8TOyCnMKmhRUHA2MA5bpGypqpnPztPTMYitrXxgXXs+vo3MMANDUOnzpuomD+/NLN0zyC2pGR4d1dXUlL3ACACYmJjQ0NPamvqenR09PD73YgkAgEIjvh5dyoaqq6sKFC1lZWQEBAcPDwwAAc3Pz06dPSxxqaGhI/vWRhYWFlpZWZmZmSEgIn8+3s7OD30pSVlam0WiSDzBra2sLhcLV1dXk5GR/f3/4feW9CNiCRIOYXI9sBw276YEpAEB5aElvWfdeN+GmoQLOi8n8QEP/9cUXHwPYWWOUZZTWZtW4KTpvLm6GuoZMT04DAJz1HddX1wAAjc/ry+NKAQDcHa6FPKk6uaIjvbWtohV+WeHADkEMALCxxVDVIM3PUwAAPB6PucuKS3ru4hIIADC38iwursov6rR0iHdyTzOzihoaW/TyCampbQQAqOOIY2PTKyubEVEZEdHF0l9Z8XiC+cV1fePol2bGenpHwyMzPD1TtPT8V9bWdQ0sAACt7f14LWvoRt84aHhkDgBQVtF89aZ2dm5PYEjxyMgkAKC2ts7a2lryT57m5uYk/7ADANDf308ikchk8ptnOwKBQCAQ34aXcqG/v9/c3Ly4uDgoKKi7u9vV1VVBQSE9Pf3hw4erq6sAAH9/f0dHR/jvD9LT0z08PAoLC0NCQkZHRy9evOjn5wcAuHTpUlFRUUhIiK+vb3Bw8KefftrR0aGvr5+amuro6Ojv778vbgBAXUZNtHWkt4OXGGBcNsdZxdHXyHt0YAQAsLW6WRZTYnLdOD8+d52+DgDID81NCUyan50HAHSXd8U6RXdVdppLm7UUNAfaBkQ6hldmVUR5RrJ2WeOdY37a3s6qDj2t3Tw2LykgoT6/rjy/rLaqlsvjfvrppx4eHofao7m129rWPzWtxNE5qL2rv6tn0IzonZJaQDR36ezq1dFzJpACLW3D8Tq+oRGFPgFxRkYeyamFRHOXtbWNlPRqK5vQ3NzGEyc1Gpt68wrq/3pKNT2jmMlkikRiR9f4gKC0oOD8z87rtncP3rmnFZ9Q6OoeGhuXyePxM7PrT53RsbAKnJmd7x8ctbb1LympDQ6J7Op68Z8hS0tLiUQi/Lef6enpf/nLX0ZGRgAAHR0dxsbG8CPZCAQCgUB8P+zZ6tjX12dra5uTkyMQCAICAry9vScnJ93c3OCkgkAg8PT0bGxshI6TkpJsbW0nJyfJZLKTk1NSUhKGYXFxcYWFhWKx2N/f38HBwcXFpb29PSMjw87OLiQkZO+eAAk0Cm1iZGJoeAgAwGVzS2OLs4Ize9q6AQDb9O3CoPyy6JKsyAzJtyZzk57PTL74VmNHRXtBUF5haP5Ay8D04FRuYHZ2VNbuLhMA0FvZUxRUkBueU19WBwDAhFhhWH5BSj54+c8m4AeMD2VoeNrDK6q6pgX+bO8c9/AKHx4ZBwCERyQMDY8Pj403tgzmFbTYOaXIKzsFhSRRqS8+1JiWWentm+kXkNHZPdTU2ucbkBIclsLjcQAAu7vskPAcH/8c/+DMqdn53IIGT+/4jKwiAACGYaGRRf5BeT6+sSOjEwCAsQmKh1dEVXXj3oTV1tbCb07n5uY6OjrC/81dU1MzMTHx7TIdgUAgEIhvxw/6maap3sm+it6R+uHRhpG+it7+qr7xlrGJ1vGR+uG+it6B6v7xlrHx1vHxlvHB6oEXDprHh2oH+yp6+yv7RhtHxlvGJtrGR+qHR+qHJ1rGx1vGBmsG+ip6RxqGx1vHJ1rHRxtHXgTVPDbePD7Q1O9k62RtY33oMr9ILG5sGSir6q5vHq6pHygp7ywu76iu76tvHq6q6yut6GxoHqmq66uq62tsHUrO6H3vJ4TTZ+1qm4ar6/uKyztKKzrrmgbrm4caW4eraqGzkfrmodKKruLyjvKq7vrmoYaWocbW4Yqanrqmwfrm4drGwZKKzpKKzrqmwcbW4YaW4Yqa3uLyjqra3vrm0aq63qraVjbawIhAIBCIH5gfVC5UpJdHWkQkOSYkOsa/OJxeHof+dDxwfvA4eMsxPtExPskpIdExPtg2qLO1UyA8/I1KoVDo5ZeibxhoQgwnEMMIZmEEszACMezFz69PQk1IoUYmGSampc8Iqc/MokyIodCxCTEcHhL3XwdF/MZdE8ndA7deXokwJARY2/lvbm79nfMFgUAgEIhvgj4CjUAgEAgE4giQXEAgEAgEAnEESC4gEAgEAoE4AiQXEAgEAoFAHAGSCwgEAoFAII4AyQUEAoFAIBBHgOQCAoFAIBCII0ByAYFAIBAIxBEguYBAIBAIBOIIkFxAIBAIBAJxBEguIBAIBAKBOAIkFxAIBAKBQBwBkgsIBAKBQCCOAMkFBAKBQCAQR4DkAgKBQCAQiCPYIxeEQmFdXR2Hw/lhU/St6OvrCwkJ2d3d3Xuxp6cnMDBw30UJBQUFmZmZrw+WwWAEBAQMDQ29dcJ6e3udnZ1LS0vfOgQEAoFAIP5h+Obswv379zs6Og64AQADy4u09dV11i6Ls82hzlBYuywAsL2uxGLxCnVFwBe8JjKAYRwGhzJFEQgEL8LFsLV5+szQNGuX9RbJn5ycPHPmzOjo6N6LERER77//Po1GO9TL8+fPb968KRKJXhMshUL5z//8z6SkpLdIkiRhNjY2Dx8+fOsQAAC7bG5H9/jg8DTzrYxzFBgA2AKFPjdPe5EXABMIRQNDs+OTZKHwNfmIQCAQiH829siFhYWF+/fvq6urH+owOSTZ28yrID6/KKLA4iFpYXbhQEhYaU7p9ub2i9DG59lM9sFwlqeXDW7pjg6MSK40ZNUZ3tR/HpMNg/m2T6CpqTk2Nrb3ikAg2N7exrDDg1peXsbhcEcGu729LRB8py5zdnZWU1PzVck4Ei6X5+2XoKTudu68QlBQ9HdJyWuIjCm6cUuNz+fCnztMDoEUduZz+f5+qMDeMvEIBAKB+L/FHrng6+vr6elpY2PD5/P3OQIArC6uxlvH5nhlpzulZPlmAAC26VsAADjlIBQI6ZRVFmMXACAWizdXNgP1/JoLGiVzBiwGiza3JBQIAQDhTqFlGaXrS2uY+EVv1F7clu6ZKolrfWltnbZ2MLG7u7vPnj0rKiqqqqoqLS2Vk5PLysoyNTUNDw/H4XAuLi4CgWB1ddXAwMDKympnZ0ficXx8HI/HGxkZLS0tLS8va2hoxMfHy8nJJSUlHdqdBwcHq6iodHd3S67k5OSoq6traWkZGBhsbGwcsCJWU1NjYGDw7NmzkpISsVgMABgcHMThcJLwJycn9fT0dHR0FBUVm5qaAAAZGRmqqqo4HK6rq2tfgEKRyNMnMjO7GAAwOUXu7BwAAHC5/OlpCpPJAQCsrGyurDBotE0Ol48BsLKyTaOtz87S+HwhDIG+tj07S4Wx09e22Ww+m81dXFwGGAYAWKTQFxaXAQA7TNYTeUJX18jy8qYkdmOT0MrqnhcpEYqmp6kbm8yDVkIgEAjEPw3flAv6+vq6urrZ2dn7HAEAVuaXk12Scvyyn3tl5gflclgcf3mvApucQGJAZ1vn5tKGr7qXl5o7l8XlcriJlvH2pyztHlg11zYDAJbnltPsk4OM/avyK3lcXrpbitUdUoh+YHNRE5QmnSUdWb7pMLKJnvFY8+hYi6jx3jEMw/YOcGdnZ2/dujU6OorH40dGRi5fvtzf36+oqKipqdnW1ubv7+/r68vlctvb22/evClZoYDrAvX19cXFxfHx8Zubm2fOnPH29m5ubjY1NT10e8HExAQOhwsICIA/W1tb9fX1BwYGBgcHTU1NZ2dn97lfXl4ODg5OSEgwNze/e/duc3Mz+KZcYLFYeDy+vr5+eHjYz8+vuLi4sbHR1NS0tbW1oaEBj8dTqdS91maxuQpKJsvLdEkU24zd4PA8RWUbV89k2gpdVcPv3HmPLy7aBoekUmgbd2X8rt+0UlZziYrJ53K545MUPeNQA0O3/KIqHp8XEl5w5763nUsKkeSGYaL6piENLV9Dgldv/xCXJ7h+x/zhE2ttfd/hkWkYlwkpvKauFwDA3GWnZVYbGHvbO8VSKIcv7iAQCATin4CXcmF+ft7BwcHa2vrKlSsRERHfcAIwAMD2ypb7Xed8nxwnvEOUSyQAoCigwOex+w6dIRKLMDHGWGX4aHnRKXQAAJ/FTyLGD9cPwS0Ck90TfVW9+X45hDuGy+TlFJ+k9vJWPovvZeq+OLcIAOgoaX8hFzDgoeYaYRQWTghxMnCAw3QJk5OThoaGFRUVurq65eXlJiYmdDodh8P19fUBAIqLi589ewZdamlpjYy8WO8wMTHJycmRBLKwsKCkpARliqOjY2Ji4qGGCQ8PDw4OhueLi4u2trYWFhYkEqm/v/8wK2K9vb2WlpZOTk5nz54tKSkB35QLIpEoOjqaSCSamZmlpaUBAJKSkuzt7aF3eXn5qdeuZDAAACAASURBVKmpr+0NwC6bo6RKXF5elURRXNpAMPXgCUTOrqGpaXkZWa06hlEk61QTom9Dc4+Pf0ZYRC5PINQ3su/s7GvvHC+t6CRZx547r7q6Sl/bYJ44Rcgt7OIL+ACAssquovJONZzrg0eE1Y0tNU2HFfpWS1ufnr4tjItADIVyYXBo5uwX2tZOqTekdUNCYw41FAKBQCD+CXgpFyorK42MjAAAPB6PRCLNzc197QRgGMCAGBQ55WXbZ7gT3GYmZgAAZbElLQXNewOLNAljrr9YAggzC54dmoHnmyubRbEFQ3UDwToBa7P0GL/owd4BAIDbM9e5aTIAoL+mNz8wBwAg5ovdlV1ac5pHGofbatr2rRTQaDQrKytLS8vY2FhLS0t7e/udnR1dXd3JyUkAQHFxsbW1NXSppaVFJpPhuY+PT2hoKDyfnZ2l0Wh4PB7+dHNze/78+aGGCQ0NjYqKgudsNru3t7empqa+vt7Q0HBmZmafYzKZjMfjGQwGAMDJyamoqAgAMD09ra2tDR2IxWIymVxTU9Pc3Ozk5FRcXJyTk2NnZwfvysnJ7ZMLXD7fiODc3NwPAGDs7CwtrRQU1xCJrgAAL++I+PjMyqpeM6tIJ49konVce+dURHRSTm4JAMDA2L6pqWNpacM/OL28plvmifPyyhaDwdI1DJKktqV1KDjieXZOvYKaN31jW1PbHAAwMTmjrkGEDkhWMa3t4wCAjq6x2/fMm9rHsvNqBgbHuFxuf38/k4kWJhAIBOKfjZdywdzc/C9/+cvKygqVSv3oo49cXV33OoJ9WGtOS6JFfLBLoEAk4HF4wU993e85N1Y0AAA2aOs5LllOZ21ibKMW5hYAAC25zaGWIX3tfQCAocaBOKuYiqgy1y8d6sJq0txTfXCeub7PUwKTdxg7AzX9IXIBbrccy7JLxWJxeUppjm92XsDz6vyqfbMLAIDo6GgXFxcAgLW1dXZ2NplM/uMf/xgUFIRhmKGh4ZkzZ8bHx/38/I4dO6ajowNnHVgslo+Pj62tLYlEyszMzM7O/vDDD1taWlgs1oULFxQVFblc7r5YsrKyrl69eu3aNbgu09bWdv369eDgYD8/P2tr64PvXCwvL9vb27u5ubm7u585c8bc3HxoaEhHR+fYsWOenp5w16SMjIyTk1NISAiJRGpra5ucnCQSiS4uLnZ2dk5OTpubm3vCwwAAc/PLlrZxLu7xZuY+La3d8ws0C5tQV494omVwV8+QBt7FyDTU3iXByDTF3DojOr7okZy9u1eatV3gyspKRXWvkWlIUEjBsb8Qk9Nq84vbPvyTsa1jBG15GQAQHl1kZRdt55jx5+Ok6oahr2StzK0jLKzDM7MK+QJBUHjRX0/bKii7tLV3UZdWnd1iA0MyHZxjenqGe3q63nnnR5WVld+tzCEQCATifx0v5UJpaWlycvLKygqFQklOTj7QJWAAAM4OZ52yvvyysxypG+4sah8dHAUA8Hn8ruKOserh5pLGbcaLlyO66jvnyfPwfH5sviW/abCsf3FgYWtlq624tbWwWcQXAQDmRud6C7v7Knp62l5sr+uq6Oyq6NwbtYSFhQU4EB8bG6PT6XNzc8nJyXV1dRiGFRUVpaamTk9Pp6ampqWlxcbGSt6Y4HK5MTExqampAID29vakpKTh4WEmk5mSkpKdnc1m73+Do6ysLCkpKSkpqby8HADAYDBSUlKio6Ojo6OXlpYONSSdTo+Ojo6JiUlJSamqqhoZGYmLi0tLS0tISICzDlVVVdHR0VFRUXBnAwBgaGgoKioqOjp6fX39gLUxAABjh52RUd7T82JVZWVlKz29bGZmCQBQUdmySF1bXt1YWNxobJm0dkiVV3IqKGjc2Hgx9G9rH83Kaigu7h0dn5+cohQXd+fkVvF4L560vLwjJ6e1uLiPurQ5NDybmVVdXfPC+KVlXcXFA7m5tdNTMwAA5i4nPaO8u2cSALC5uZGRkbG8vHyoBRAIBALxf5c3/qpjf3NfeWJJXVZtfVZtZXJ5VUpFY159c0FjQ3ZdZXJ5dVplU15DY35Dc35jbXo1dNCU21CfWVuZXF6ZXN7wvK45v7Epv6H+eW1dZk1zfmNzfmNNelVlcnl9dm1TfkNTfkNjTkNlcnlVakVTXmNTXmN+fO702NTRKfs/SkFRY3hEQUp6bUJyZVhkYVhkYWx8WUp6TXxieXhkYXJqdVxCWWx8aXJaZWBI/jvvSf+/969GxxZCx+GRhYkplSnp1anpVfGJ5XEJZanp1SlpNZExxWGRBRHRRcmpVSnpVanpVTHxpQnJFSnpNUmpVeFRheFRhcmplSnpVSnpNbEJ5WGRhTFxJSnptXGJpRFRGVtbjB/aKggEAoH4QXhjudBR0Z7lnVEQnJcfnPt9HwXBeQXBecl+iaMDo0en7P8oqRkVDs6Jbt4Zbt7pbl7pbl7pbt4vj73n3ukePulhEXkh4XnukrvfdPANj0fePeRKhotniqdPzOrqIW+3IhAIBOKfAPQ/IxAIBAKBQBwBkgsIBAKBQCCOAMkFBAKBQCAQR4DkAgKBQCAQiCNAcgGBQCAQCMQRILmAQCAQCATiCJBcQCAQCAQCcQRILiAQCAQCgTgCJBcQCAQCgUAcAZILCAQCgUAgjgDJBQQCgUAgEEeA5AICgUAgEIijwACQ4mYkgswUkJmMDnSgAx3oQAc60LH/yEjGMpKl1n8kJXpHiimFjr/TsftDJ+AtEvxDpfk7xrv7D2bwb5WSg2b/H8mIfxxr/CMb/x8nha/J9DcpD3+Hp/47tw8/YHP01gn+u/nd3WOfIw315pbckZJiS0mJpaSkdn4qtfrRv7ep3G1XuduhLI2O7/FQku7TeDBtrNSjdr9D6YdOzBsl+E6nivSkocKQ1qMOpTt//9jH9J6O6T19+6iVpAc0ZaeNFLtV7v4A6f/mswxoys48U+lWvfdGKVG606v+1aSBwqSBQufLK8Paj6aMlAbxD7+DQe6M6T2dNFD4ga3xA9hfekTnSZ/Gg3/gendnTO/pmK7cN7JG6c6koeLovosvn6hL5d6UoeLQ68uDkvSQ9qMZY+UuFenvJdOVpPs1HkwbwTbt+y9USnf6NL7639GEKkn3qN6fJagMaMq+jWWUpLtV700bKfbjZN7Uu5J0n8aDGWOlUZ0nHcrS43pPp42VetRfkS9K0qO6TyYM5N/EjC2q90eVbmEf/rsU4x2p2XsXxd9YpBCKAX/vgQEhAGDPFcE+B/B4ucIh3HcFAPEr3GOSKA918N2Pl4FLEix4GaHoe4rxNYcIiLp72wkEvWU6RXTAyP+AhwgIdthbFpYmNXXlosMsBoD4e8s7gQgIvH1cE5OiD436NcfL4ioQAVFNXbmlpckuZ1v0ikL71gcs7G9sSVFLe4OeHo6+QXuTlIiAaHi0X18f7+vnwRdz4bPEJ0Tp62u2dTR+W4PsDTYsPMDN3UEMBK+qxQczYk8l/R+24b6Ivr/ARUCYnZM+Mzch/g717nst7eJDSrtABPj2DpaxcREHc1wEhGubq2Zmho3Nta8pDyIgKirJIxD0WNydN68CBxr81xhW1N7ZbGJqsLr+RgX7O+fjiyaUtvL3aEK/S98kAkLaKkVbW725tf5bVVjYPYmAcGll8RlBb3C49w29i4Coo6tFX18zMjpEIOZ5+7gaGWlPzowe6l0EhOERQYFB3iIgPLLq8YFIBISY3BUp1ntS9ZdOji9SKKv0FfpadW3dLpuzb48Di8PtGxg8civE9Cy5oalZtEd61Dc2lZRVMJi7h7rf2NrOzsktLC5ZWl45MvC3Y3R8orW9U/JThIHyyqrK6hoOj/8aX98faxubl65c6+jq/kFifztIFpZ2Do6H3mLs7FJpy99f1DFx8fKKSt/WlxiAGfIcPCfPL1y8dGWRuvQ/nTSwvErf2Np+c/clZeWnzpylray+ofuNLUbm85xrN29Jqs/Y5JSOvoGnt8+3TuseTMyICkrK38pLfUNTZnZOZ3cPdrTbf1xU1DR8/Py/SwgM5u7311IBABKSkhWVVfZdlH302MrG9lD3ApHY6BnBxc399cHGxMWfv/gli8N985QIxdjc/OIbOqavb9y4faezu+fNw/8ubO8wb9y+09re8XeIq6Ore3h07K29U5Zon548lV9Y9K18LVCoMLN4AqGismpicsqb+11d2/jyytWMrOcAgKCQsNvS9w725hKKS8vvfvVA/KrbexDBP0+vSYFf/Cj45z/SNTV18/b28PC4f//+5ubmPtccDicvL08sfhFyaWkpj8c7GGhjY+OpU6eoVCr8iWFYRETEZ599lp6eftAxnU53cHAwMzO7deuWm5vbG6T5bcjPz79w4QKf/0IccLlcT0/P06dPNzY2vsoLm81ms9kikehVDjAM2939WgCJxWIWi8XhcAAAAsGLoRiLxXpVCPr6+p2dndC9BBaLxWKxXv8su7u7GIZJ0iCJVCQSiUQiLpcrFAq5XC68AgAQCoVCoVDiXSgU7u7uwozj8XjQJZ/Plxhn74NI4HA48XFxLi4uB9MjEAjS0tKIRCKXy5UkjM1mv/5BOBwOi8WSlCX47Gw2e581oCU7OzsNDQ1hwo4ME6ZBJBJNT08/ffp0dXUVxoLD4RYWFlgs1l5rSAwOLSkJ5zWx7IXH4zk5OYWHh/P5fAzDBAKBQCAQi8VCoVAkEnE4HBi1JMC9+bUv5TAjDjUOh8NRVFTc2NiQOEhMTPT29obnAoFAuAdJ2ZMAUyUUCsViscQxk8nc55LL5e7u7u41zl5KSkoMDQ0NDQ2vXLlCp9Pf0D5vQUVFxfb2m8ovHo/HZrMPbYUOZW5uztjY+Nq1azBroAV4PB7MEWg9gUAAsxJabF8IAoEgIyPDwsIC5hd0D6ueUCjk8XgwzL25CV5m6KuaAhgjeJmV3d3dxsbGe0u7QCDY2dk56F3SFCQnJ/v5+QkEgn01SIJYLGYymfsMJRAIWCzWvqRKEAqFw8PDampq+4riax7E1NS0o6Pjzds0WFkwDJPkBXhZR9hstqQx4XK5kqYAIhKJeDyegYFBS0vLoSHD9kcSgqRNk1w5yGvS6eHh8fjx41d5PBJYs2DUGIbBllYoFL4qOgzDOByOnp5eeXk5fGpvb++MjAxJQYW8Pi8MDQ0nJycBAB0dHebm5q96Ri6XOzIyoqGhASv+3iYUfLMvkPQiokeXpcAvfhT4b1KaRkYOrq421tYpKSkcDmdwcJDL5TY3NzMYjLW1tebm5pWVFQAAk8msqan54osvMjIy1tfXYdD9/f0NDQ2wYKmqqkZHR3d0fC393NzcIiMj4blIJGpsbBwcHAQA2NraFhYWAgAYDAZ8vPX19ZqamsXFRRhmT09PV1cXnU4XiUS9vb1dXV11dXWSBmVsbKyurg5WkvHx8cXFRTqd3tHRAR+4s7MTliehUPj48eO8vLyenq/Fr5WVVUFBATzf3d2tq6ubmpoCAPD5/Pj4eDk5ORUVFRkZGQqFcjAz+Hy+i4vL7du3/fz82Gz22tqanZ2dpqYmgUCYnp7Ozc1VUlIKDw+/f/++o6Mjg8E4GIKenp6dnZ2ysnJlZSVMYUlJia6urra2dkZGxqF1GMOw4ODg27dv29vbb21t8fn8wMBAWVlZeXn5np6epqam69evKyoqysrKysjIJCQkEIlEKysrGxsbExMTJpMJAJidnTUzM8Pj8RYWFjQaLSEh4dq1a76+vra2thcuXGhububxeIGBgXg8nkAgdHZ2QjMmJibKy8ufOHHCx+eQEW1SUtKpU6c++OADa2trPp8vFosLCwufPHny8OHD6Ojog025WCzu6ekhEAh4PD4gIGB3d3dnZ8fLywuHwxkaGkqKUH5+voyMjIGBAYVC6e/vf/r0qaurq7S0dHJy8sEagmFYU1OTgoKCrKysr68vn88fGBiQlpb+zW9+o6CgQCaTAQBqamru7u6PHj2ysLDY3t4WCoXZ2dna2to6Ojo1NTWjo6MyMjL6+voRERHXrl2ztT18JLfvQdzd3f/0pz8dP348KipKLBZramrevn17Y2Ojs7Pz8uXLT548UVJSioiIUFBQqKqqAgBsbGzg8Xg5Obnl5a8nY7q7u+Xl5ZWVlTs7O0UiUXl5uaampo6OTmho6M7ODgBgfX1dXl5+r3yPioqCeYFhGJFIvHDhAplMnpqaOn/+vIWFxb50hoeHnzlzprGxcXt7+8GDBzo6OnV1dffv37exsZFYr6WlRVtbW0tLy8vLa68ugVRXVz979gw2c8PDw7C6dXR0NDc3AwAoFEp3d3d3d/fw8DAAgEwm9/b2NjQ0wAoOAGCxWLW1tRMTEwCAnZ2dvr4+Ho/X0dEBjbC8vFxTUwMblvb29suXL0dGRsKf4JsVfGJiYnFxcXV1tb29XSwWT05Oamlpqaio3Lx5Mzw8/Mj8AgCkpaV5eHgEBwfPzs5ubm7Ky8sHBAQQCAR5efmRkZHS0tK//e1v6enpQqFQV1f39u3bNBptXwjJycmnT5/+wx/+YG1tjWGYu7v7559/PjQ0RKPR7t+//+DBg0ePHoWHh+Px+NjYWEn+Skr7waYgPz9fTU2tqKgoNzfXzs7u/v37OTk5eDzezc1NUtrz8/OvXbsWEhIi8YVhmK+v7+3bt11cXFgsVnp6uq6urrm5+ePHj5uamg52imQyWV5eXlNTU9Jb0Gg0AoGgqKh47949BweHg7ZqbGy8cePG7373Ow0NDQqFgmFYT0+PioqKrKysg4PDoW2aqampvb29iopKTU0NAEAoFBYVFcE2LSUl5WBTEBkZicPhMAxbWVmRkZGprq4WCAQ+Pj5ycnKwRvB4vNnZWRKJpKWl5eTktLq6CgDY2dkhkUiPHz/+5JNPBgYG9oUpFApzcnI0NTW1tbWjoqJ4PN7u7q67u7ucnNyTJ0/wePxBQby7uxsQEKChoaGvr19aWnrQwfj4uI6OzuLiYldX18LCAgBga2urtrZ2fn4evOykVlZWent7+/r6Dup1Ly+v69evQ5uIxWJ9fX17e3sHB4e7d+/m5+cflKQsFsvY2Pi//uu/vvjii9zcXACAr6+vqanps2fP5OXl+/r6xGJxX1/fs2fP8Hi8v7//ofJaS0srOjq6s7PT19eXRCIJBIL4+HgcDqejo5ORkQHrcnt7u6qq6vXr1x8+fCgWi1taWmAT6uPjw+VyuVyul5eXrKysgoJCd3d3fX39Azm5rKhI6kf/IQV+8SP/n0ppGRu7eHja2tomJiZSKJSzZ8/q6Ojo6+vPzs729/c/fvxYSUkJADA/P6+lpfWHP/xBXl6+t7cXAFBTU2NgYEAgEKDOUFJSevToka6ubm5uLmzcnZycYmJioC2SkpIIBAKBQGhubtbS0oKtOWRlZcXV1VVPT8/KympiYkJdXf3kyZNnzpyxt7efnp6+d+/epUuXDAwMvLy8tra2oMnMzMwiIiKYTGZcXNzp06dJJJK9vb1IJCosLNTX1zcwMCgsLORyuXfu3FFRUdHR0amoqIBxkUik4uJiAMD29nZwcDCRSCQSiUNDQ+3t7TgcjkKhUCiU4OBgWCb2srOz4+vrm5aWRqFQEhMTx8bG2tvbs7KyXF1dtbS0Hj9+vLy8fObMGW9vbyqVGhAQ4OvrezA75eXl9fX1yWSys7NzR0fH3Nzcl19+aWFhYWVlde7cufr6+n3uuVxuREREdHQ0hUJJT0/v7e3Nzs62srKiUqmTk5NqamrT09OysrKNjY14PL6oqMjd3d3S0vL06dPt7e2VlZWurq4bGxtFRUU5OTn29vZPnz7V0tJiMBhxcXEnTpwYHx9PSEjo7e3NzMy8fPmyra2tgYHBrVu32Gz28+fPAwMDl5aW/Pz8XF1dDz7I9vZ2RESEvr4+nU7HMGxiYkJRUZFCoVCpVGNjY6gF98JkMu/evWtoaGhjY3Px4sXk5OTp6en09HR/f39jY+OrV6/S6fSqqio3NzcqldrY2FhcXDwxMXH8+PHKykoKhaKrq9vV1bUvTBqNpqysPDExQaVS7ezsEhISuFxud3f3V199NTk5CYf+0tLS1tbWVCo1NDTU399/aGjowoUL1tbWFhYW586dGxoamp+fP3HiRGRkZE9Pz96m+TWsr6+TSCRYGgEAdXV1Wlpaa2trfX19eDx+fHxcVlZWT09vbm7Oycmprq5OJBItLy8/efKku/vFOlRfX5+tre3ExMTIyEhsbCyDwUhLS8vIyCCRSNeuXUtISACvlQsAgO7ubhwORyaTp6en1dTU9gpiyOLioq6ubnt7++bmJh6Pr6qqYrPZTU1NDx8+hC0jnB/Kzs42Nze/ffu2ZN5CQnR0tL29/d4rZWVlmpqaOByurKyssLDw5MmTZ8+evX37dldXV2Ji4scff6ylpWVgYNDV1cVgMHx8fMzMzMzMzEZGRmg02pdffqmurm5oaNjb2zs1NWVpaWlhYeHm5jY8PGxhYfHhhx/Kyso2NTUBAIaGhoyMjHR0dMLCwnZ3dxMSEk6dOkUikezs7Lhcrq6ublVVFZVKLSkpOXTm8iBFRUXS0tJQLmMY5uLi8vnnn8/Ozo6NjcEqb2Vl9fz5cy6Xa25uHh8ff7Dn2N7ejoyMNDQ0hFMsU1NTeDx+dHSUSqVqamq2t7fb2dnduHFjdnY2ODg4MzOTy+U+ePAAlvZLly7FxcXtC9DNzS0wMDAzM9PLy6u8vFxHR2diYuLkyZMVFRUUCkVHR6ejo4PJZGZlZWlpaUEvHA4nIiIiNjaWQqFkZGSMjo7m5OScP39+YmJibm5OTU0Ndqt7EQgEZDJZRkYG9nYAACKRmJKSQqVSW1tbYcu8Dzab3dzcLCcnt7S0JBAImEwmDofr7e2lUqk+Pj4BAQEHveBwOD09vdnZWUdHx7a2trm5uStXrlhaWsI2rb29fZ/7mZmZ+/fvb29vi0QiW1vb+Pj48vJyCwsLKpVKJpODg4N3dnbweLyGhoatrS3URjs7O25ubuXl5VQqVV1dva2tbV+YW1tbKSkpmZmZRCLx0qVLTU1NKSkpzs7OVCp1bGwsMDDw4Nze2NhYampqWFiYqanp1atXZ2Zm9jno7+8nEoklJSUfffRRaWnpxsaGj48PiUSytrYeGxvT0ND48ssvJycnb9++/fDhw4Phb2xs2NraSnqBrKysjz/+uKuri0KhaGhoDA0N7XMvFotXVlbU1NQyMzPhgMHb2/v69etkMrmvr09LS2tra+vhw4f6+vq2traXL18OCws7mBd4PF5GRoZAINy+fdvGxmZjYyM1NTUxMdHU1PT8+fODg4MjIyM2NjZTU1NNTU04HG5lZUVDQ2NsbIxKpTo6Oubk5BQWFtrb21Op1KmpKbymJoVCuXL9hrWTtVD5lpT433+U9P/9+6dnPwsKDb148WJGRgYAwMDAgEQiSVIwPz+voqICpSufz1dSUpKsOPT09JSVlRkZGZ09e5ZOp+vo6ExNTe3s7CgoKEA96+zsDOU27EpNTEzk5eXd3NwMDAzm5uYkUZSUlBAIBACAv79/eHh4RUWFiYmJo6OjqalpZWVlUlJSaGgoAEBLSwuOVyorKy0sLE6cOLGwsCAUCi9cuAA7WgzDWltbS0tLNTU179y5s7m5qa6uzuFw5ufnVVVVYVzm5uYlJSUAgKmpqVOnTllbW9+/fz80NJTFYgUFBeFwOA0NjYaGhoNSfWBg4MmTJ3uv8Hi8iIiIoKAgLy+ve/fubW9va2howEqbkJDg7Ox8MDu1tLTgaKyurk5XV3d6evrSpUsxMTExMTHZ2dkHxfvS0tJXX321NzGhoaFwdYDP5ysoKFAoFNgzWVtbDw4O+vv729raSkbJampqzc3NfD7fx8cnIiKCRCJB5VdSUrJ3bBESEnL//v3ExMSoqKj6+noej/fkyZO1tTUAQHZ29qGLEQCAvLw8a2treD40NKSgoADPiURiZmbmPsfb29vXr1/38fGJi4uDqlQsFqempnp5eYWFhV25cmVpaUlDQ2NkZETipbm5WVdXF54fOgO5uLgoLy8Phy+enp7BwcEAADqdrqCgAC8KBAIVFRVYXNPS0tzd3bu6ui5fvhwXFxcdHZ2XlwcnctXU1N58JQLi4eEBO3XJIzc3NwcFBcGJK4m4aW5uVlF5sSCtp6cHRTYAwNjYOC0tbW+AAwMDjo6O0dHRsrKysCHY2NiQl5eHigQSHR29V4N6eXllZWWlpaUd7I0gmZmZ7u7utbW1kvJAoVBUVFQk8zRkMhlGqqSk5OTktM97VFTUPrmgrKw8NzfHZDIVFRXpdDqJRHJwcLCzsyMSiRQKBRaA+vp6Q0NDJpPZ2NiYnJx87do1WH4cHR3V1NQk8dbV1QUGBp46dQoqSxwOJ5mWsLKyys7OBgCoqKiMjY2x2exz585JFhBbWlr09fVxOJynp+ebrEdsbGw4OTnFx8cbGRkRCASxWAzrLACAwWAoKCjw+fyenh5DQ8OpqSkDA4NXhZOfn29nZyf5GR4eHhsbW1ZW5uXlBfMiNTUVALC1tSUvL0+n0+/evSsp7UtL+3fPeHh4+Pv7+/v7Ozo6JiQkODk5jYyMSGI3NDSEyqm7u9vIyAheXFhYkJGR2RtITEwMlI9CoVBZWXnv3NVeNDQ04KwtAGB4eJhAIOBwOAsLi71Fay/z8/M4HA6eMxgMZWVlOPMUExNz6MKxkZERbNPa29sNDAymp6evXr0aExMTHR2dlZUFJzj3srm5qaysDHVwXFxcRETE5uams7MznBuALcDTp0/t7Ozi4+NjY2Pn5+dra2slssnMzAzOb+0Fw7C2tjY7O7vo6GhpaemCgoKVlRUHBwdNTU09PT04f7wPkUiUlZXl7u4eERFx9erV8fHxfQ5GRkbU1dUDAgLy8vIAAJ2dnadOnbKzs7t9+3ZmZubW1patrW1VVZWdnZ3EvPuIiooKDAyE52VlZZaWlvBcU1NT0hTsw9DQ8lcQKwAAIABJREFUUPJ0rq6uUBCvrKyoq6tvbGzcu3fP09MzLi4uISHh0PlvXV3d/v5+AEBdXZ2pqSkAoKKiwtHRMTIy8sqVK4ODgzY2NnDqYmlpSU9Pb2lpSVlZGbZ+Pj4+ycnJUMICAIRCoYqKCo1G09E3JNMWgdpdKeaPpaYVpS0cHGztHVSUleFkBYlEgoUVQqFQ1NXV4TmHw3n8+LFksq6pqcnHx2doaOjRo0fLy8t4PH5mZobFYsnLy0vkAmzLFhYWpKWlx8fHOzs729ra3N3dnz9/DhM9MjJSWVlpYmICAAgICAgLC6uqqoJywczMrLq6Ojk5Ga5oQLkwNTXl7u4+Njb2+PHj6elpNputoaEhSW1paWlISEhnZydc91VRUeHxeBQKRVn5xQ4vc3Pz8vJyAABM9tzcXF1dXWdnJ4PB6OzsnJ6eJpPJeDz+oPqj0Wh6enqwNA8ODi4vL0dEREiqq5qa2sbGhpqaGpxQjY+Pd3c/ZBeSvLy8v78/ACAkJCQmJmZwcFCS+KmpqYPNys7OjrGxcWtrKwBgfHycTCbHxMQ4OjoCAPh8PhwEQLOTSKT+/n5fX18rKyvYPczNzenq6lKpVFtbW9iWkclkTU1NAEBhYeFeueDj4yPRqj09PXw+39bWtqysDACgqan5qs0lGRkZRCIRng8PD8vJycFzExOTg3JhbW3t4cOHUPesrq4uLi7m5+fDAg0AUFVVpVAoAQEBkoE1nOvT1taGDgwMDPYuckEWFxcfP34M+wx3d3fYB1AoFFlZWXhRLBYrKyvDygylSXNz87Nnz6D3kZERBoPBZrNVVFQky0ACgaCkpOTgUGMfDg4OewdnmZmZOjo6z549g3OS2trasDkIDQ2VtBfa2tqSSdSkpCTYiQqFwtbW1vX1dWVlZVhyoqOjoZednR1JPYLExsbulQtlZWUGBgaampqvWrpub28nEomurq6Scefi4iLUiwAAHo+nqqo6OjoKAMjLyzs4NV1fX29sbAyb+5aWFmiohYUFNpstLy+/trZmbm5ub29vZ2dnbm5OpVKhIm9sbNTX1+dwOCEhIRUVFZGRkVA3Ozs75+TkSJLh5uYGR2+wHVBUVJTUOEtLS+hSWVl5bGxse3tbIrlgrg0NDS0uLkZERLi4uPB4vPz8/IMVRwKckIfnjo6ODQ0NSUlJ0MKbm5sKCgpsNnt+ft7a2nrv9M9BMjMz96741NbWmpiYqKiowE5X0rIXFxfb29uvra1JIqXT6QeLU0lJibGxcWRkZEpKipGRUW5u7sjIiJ6eHrxraGgIq3xnZ6dELmxvbxsbG8PB+tjYGIVCSU1Nhe0Pl8tVVlaG+v4gampqkhZ7amqqr69vfn6+oKDA2Nj4UPdTU1OSQgILIVx6joqKOnTkoK6u7ufnB15KqMHBQcmDzMzMSBaYJNDp9CdPnsANH0+ePImLi9va2urq6pqZmRkZGdHU1FxeXsbhcHAih8VijYyMTExM6Ovrr6ysrKysXLhwoa+vb1+YS0tLKioqsCL4+PhkZWWtrq729PTMzs7CeTg4Xt9LVVWVJJ16enoStSphbm7uzJkzDx48qK6uBgDU19crKiouLCxUVVXBBCQnJ2tpaR06SQMJDw+HYxgAQGlpqaT8aGpqHoxOckuijN3d3eGggkajaWhorK2tKSkpwRZmbW0NLuLvQ0dHBzYydXV1NjY2k5OTEuVnZmbW0dHx/Plz2DElJyc/fvx4Y2NDQUEBygUvL6+kpKSMjAwPDw8AgEAggFMDWnr68ytLQOO+FOMdqUWNh2GxsbYODrDpn52dPX369P3794uKigAAXV1dysrKn3zyCYFAWFpaEovFWVlZeDwe1quKigoCgWBubn7s2LHs7Gx9fX0FBQUjI6Ps7GyhUPj/s3ffUW1keeLovbPnze6c93tvZ3/n/d7Zs29md9/OdK/b7uw243bb7ey2jY3B5GSCyRISAgECBCLnYGwDJudscrCJIopgckaILKJASCCEYt33x31Tyxhsd0+7p5vu+zk6PrIoVV1VlVTfuuF7Hz9+fObMmUuXLmVkZIhEoqSkJCcnJwcHh+bmZqFQGBAQQCaTbWxsurq6eDyej4+Pg4MDjUYbGRkxNDSk0WgBAQE0Gs3BwSErK+vatWvOzs4BAQE8Hq+rq4tCobi7u588eTI2NragoOD48ePW1tbwO5mXl+fg4EAkEk+cOFFeXm5oaAgrSKurq+VyeWBg4KlTp1RVVSsqKra2tiIjI11dXalUKmx/UlFRgf8NCQk59Ls3NjZGoVAoFIqrq+vc3Nzw8LCzszOFQjE3Nz958qSlpeXx48ezsrIkEsnt27e//vrrg+3BlpaWpqamDg4OT548wTCMz+eHh4cTCAQSieTu7r6/gQY3Nzfn7u5OoVDIZPLo6Ojs7Ky7uzuZTLa2ts7KymppaTl+/Hh8fDxsjnn06FFUVNSNGzdoNBqZTIanNZPJdHBwoFAoenp6H374oZOTk6qq6p/+9Kfw8HAYII6MjFCpVDKZbGVlFRMTo1AoNjY2fH19XVxcdHV1L1y4cOiNy+zsLI1GYzAYMplMIBBERkba2dnZ29t7eXkdbMqRSCRpaWnW1tZkMplEIg0PD8/MzNDpdAcHBzs7u/fffz8+Pn5vby88PJxIJNra2ra0tPj5+Z04cWJsbAy2Fzg6Or7S4Le7u5uYmGhjY0MikWg0Grw/2N3djY2Ntba2Xl5eZrFY77333qNHjxQKhYGBwdmzZ0dHR8PCwuzt7YlEYmhoaHd3t42NzYkTJywsLODXTyKR/Ou//uuhzbr79ff329raxsfH4698+eWXeJBEIBAMDQ1JJFJsbCzcOR4eHh9//LGWllZDQwNcJjMz08rKytraOjs7e3d3NykpiUAgODo6nj9/XldXt6+vz8LC4oMPPrC0tIQnNrxTP3v27P5KyBs3bry5AcXV1RXWpQEAurq6jI2NT5w4YW9vD7/Lubm5RCLR0dHx2rVr58+fP9iZ8cWLF9bW1gQC4eHDhyKRqKKiwsbGxtraurS0tLCw8O7du2FhYaGhoTdu3GhoaFBTU3NwcCCRSG1tbQKBIDg42MPDQ01N7dKlS6Ojo1euXLl69Sr8+RsZGXFxcfH29j537pyxsbFMJnvx4oW5uTncOT09PSQSyd7ePjo6ent7OzMz8/3337eysoL1kUZGRqampm5ubhQKpaura2Zm5h//8R/xQOSg+Pj49957r7m5WSAQnDt3TlVV9fr167du3drb28vLy/vjH/9YWVkJAHj06JGqqire8/eg/Wc7fEVXVxevb3j8+PGtW7ecnZ19fHzW19cxDNt/tsMbvldYWVkNDw9vb28bGxuLRCJvb++TJ0/iZzudTm9tbdXU1Pz000/pdDqsd5ydnXVxcXF0dHR1dR0aGtLU1Lx8+bJIJCovL3/vvffgLcF+CwsL9vb2H374obGxMYxfKRSKpqYm/AHBT4xXbG9vR0REEInEpaUlhUIBe0iQyWQnJ6dDL3IkEun+/fsODg6xsbEKhYLP54eGhhIIBHt7ezc3t4N33hKJJDk5Gbbl371718zMrLCw8NKlS7BUsbGxu7u75eXlNjY2Dg4Otra28PLZ09NDIBC8vLxUVFQO9jHa2dl5/PgxPJnPnDlDIBDg9wWuMyUl5WDfgrm5OS8vLwcHB3t7+5MnTx5sjAsLC/voo48aGhouXbpUXl6+trYWFBREo9FcXFzgARWLxffv38e78b0iISHh/PnzX3/9dXJyMoZhdnZ2n3322erq6sDAwPHjxw+9mQQANDQ0mJubV1VVCYXCc+fOwTsf2NJXVVVVXFwMdwuJRDrY/tjd3X3ixAk/Pz+lUgmr/AcHB6OiomAfgE8//RTenqWnp9vb21MolA8//LC1tTUnJwceX1dXVw6HMzs76+rqCq8vsGFOz8SM8MBs8+N/Oyb81bHBuxe5PN7y6uoSlwsA2NjY6OjoaGpqghU4S0tLjY2NXV1dTCYTr1ZqamrCrx+9vb319fWwGX5hYaGhoQGvmeju7m5vb29tbYX3DQqFoq6uDv+Q29vbNTU1sBYLALC+vv7ixQt4mYH9odbW1paWlmBHm6tXr9bX1+PtuCMjI7W1tR0dHZOTkxwOp6Ojo6GhAa9bY7FYsMJgfn5+Zmamvr4etnUplUoWi8VisZqbm+GnEwqFNTU1o6OjAIC9vb2Ojo76+vq6urqDoej+k+z58+f4x2ez2bW1tUwms6urq7GxsaOjg8PhyOXyzs7Ojo6Og51gV1dX+Xw+k8nET1/YgbS2tvZ1NwcAgLW1tefPn+PNNwsLC7W1tfC3dXV1tb29fXJycnFxcWBggM/nBwUFffDBB8XFxfur4AYHB+vq6pqamrq6uurr61tbW9vb2zs7O/ELMIfDqampaWpqwl/h8/nwnrKzs/N1O4TL5ba0tMDKbZFIBD/IwTZUXFNTU01NDYfDwd9eW1vb2NjY2dkJ+8Tt7e3V1tbCb+PQ0FB7ezuPx+Pz+e3t7f39/QdbiORyeUNDQ21tLd46CwCQSqUNDQ07OzvLy8vt7e3j4+NKpbKnp6e9vV0ikQgEgrq6urq6ut3d3Z2dnfr6etiRFp5dLBbLwsIiLS3tdR8BNzo62tfXJ5PJnj9/DlsH4c0Nl8v94osvSCQSvmdgx+HOzk4mk7m/nE1NTfiXRaFQMJlMeK729/cvLS3Bkwo/sYeGhuBRg7/7TCYzOzubQCC87tcKWlpawr+2+He5sbERf7G1tbWurq6tra2zs/NgvTEAoLu7u66uDr+OtrW1MZlMAMD09PTw8DCPx9vY2BgcHMzMzHzvvffi4+PxS+POzk5tbW1ra2t3d/fy8jLslos3Ni0tLdXU1MCPA/dSW1sbHmUODQ3BzhYAgMnJSfgFh327OBwOPOLwp2Nvb6+3t/cNoyomJyfb29u5XC48k1taWmCRYLt+e3t7VVVVfn4+lUqFlY5vAM922DssLy+PQCDAM3lnZ+fevXtqamoNDQ14eyKGYfBsf11N1cLCwt7enlKpnJ+fVygUQ0NDLBYLP9tHRkZmZ2ebmppg31K82WV5eRn2bwAAdHR0dHZ2SiSS2dnZ9vZ2Npv9yia2t7fxIw5/shYXF5lMZl1d3cGeQPvBPuD4+dDc3FxTU3NolT4AYH19fWtra/9Ph1AohD8FrxtNA68Fvb29u7u7L1++5PF47e3tdXV1DQ0N+JnW3t5eW1u7v5Z3cHBwcnISdhI6uM69vb36+nr4DRoYGODxePDc3l+wV6yursIf0o6ODngV2A/2TltZWRkcHIQHcWNj48WLF3A/19TU6OrqZmVlvW7YRX9/f1tbW1tb28DAAIZhfX197e3tQqFwbW0NHt9D3wUAgBeRvb09FovV1dUlk8nYbHZ7ezsMvOCxOHisAQBLS0vt7e3Dw8P45kQi0c7OTl1dXX19PYvFwms3m5qaBAIB7FSEYVhjY2NNTQ3+7ZudnYW7RS6Xz87OHv/wI58AhkTtq2PCXx3rvXXu1bjrp2RnZ8fd3d3f3/91Y72QV8TExFCp1ENbtpC3SklJSUhIeMPIq1fAjsSOjo74XVR/fz+ZTH6la8I7FxMT4+DgsL+rx4+rpKTEwcHhDZX5P1nNzc0ODg6wt8S3lJyc7ODggF9xl5eXqVRqWFjYtz9tkCMNjsm3t7c/OIjmZ6ajo4NMoTx7XgLM7xwT/upYn+r5XQz7NukaEARBEAT5pcE0LxwT/upY/+2vUayAIAiCIMgrJAAoAYZpXTy2/ffHuq6f4XC5IvHeyvLy1NTUt8+VhltfX5+amhodHe3v7z/YD3Y/DMOmp6cPJo78Png8Xn9/P5vNfkM3pR8OTCDz7ZdXKBRTU1Nv6BtxqLW1teHh4YMDnyQSCZvNPnQQoFwuX1hYOLQ1+lByuXxsbAx2vPhOZXuH5HI5m81+pcxKpXJxcfE77bG9vb35+fm/4kx+q+np6YGBgcXFRVTtjCDIL8F/hwvKf/q7zP/3f/7Lv/1bdl7+xx9/fP369YOd+d+qqKjoj3/8o66urp6eHsxv+LolMQwzNTXFR999fwsLC66urvr6+h9//DHMoPc3RqfT8XwD34ZUKlVTU4MDW7+9ioqK8+fPw9QU+62vr589exYOC37F3Nzcb3/729jY2G+5CaFQSCQST506dWgv7r8NsVh88+ZNONAUt7a29i//8i9wpNa31NTU9Jvf/OZ1mWL/al1dXebm5pqamoeOeUEQBPn5+e9wAfvt3yX/P//j2N///dOExN/+9rdvGEL6Btvb29ra2vAm++nTp/uTmRzU0tLyhlwo31VqaipMNNbb2/uGsdc/nP7+fkNDw+90r5mSkkKj0b7rhtra2vARtPsFBQXtH86Hk8vlWVlZB3OPvAGGYba2tu886srJyXnzoamsrMQHyKSkpLySGgjDsNzcXHyBb2Nrays9Pf3NtT6tra0Hk728GYVCgaPh4bCL7/ReBEGQo+gvwoXU3/+fx371q+TU1H/+53/Gx4/V19dnZWXBK0dbW9vIyMjIyAieR/kgNTW1x48f19XVeXl5wXQlHA4nOzs7Ly8Pr0IXiUQFBQVubm5OTk5dXV1wMMzq6mp5eTmsasYwrKCg4NmzZ3Dci1QqLSoqys7Ofl1Gi46ODjMzMyMjo2fPns3NzXV0dBQVFW1ublZUVJSVlcFRWHC8Gcw41N/fX1ZWlp+fX1VVlZubCwdfDQ4OZmVlwY0uLi6+ePFifn5+fn6+vr6+pKREKpXOz89nZmZmZWXx+fyNjY2MjIzBwUEOh5OZmTk5OTk+Pm5ubq5UKpubm7Oysg4dDCmVSgsKCrKzswsLCzc3N2GiDBaLlZGRgQ+7ev78eXp6Ohyi1tDQAEe8wEy3cDRmT0+PlZXV/tVyOJzc3FxdXd2D460BAC0tLXV1dbDdB47pgmPlKyoqKisrV1ZWamtreTxeQUHB/htlMpkMk5xDvb292dnZsPZiamqqrKysoKCgsrISjwDgUc7NzRWJRMvLyzU1NTweLzs7G54qUqm0rKzszJkzMOHxwULC8VTffPONlZUVHB+YlZUVFhbW2tqamZkJPziLxYKrxd/F5XKzsrLgYT2YoUgmk1VXV7e0tMA2mp2dnYqKCphhOjs7G7ZQtLa26ujoaGtr4zUQMMc2TL+6ubmZkZExNDQ0MzOTmZk5Pj4ul8srKyuvXbvGYDCKiopgTqeurq6srKzS0lI8SeL8/Hxqaio+VBj/ChyaaR9BEOSn77/DBfDbv4v7X78+dfZsRHT0zZs3YQbG8vJymESFTCaXlZVlZGQcP37c3d2dSqXCHLcdHR3W1tYwYZGdnV1VVZW2tjbMBwLTL05MTLi4uNDpdBcXF09Pz83NTTjhh5eXl6GhoaenZ2xsLEwCuLCwoKKiAhNxxMTEwBkc4uPjd3d3Hz9+7OTkxGAwiETiwcTjAICioqKbN29euXLF29u7qampqKjo8uXLN2/eDAoKOnv27MjISGNjI5VK9fHxIZPJxcXFeXl5H330EZVK/fDDD0kk0uPHj5lMprOzM0wfmZSU5OPjA1OtJSQkkMnkK1eujI+Pe3l5eXp6urm5hYSE9Pb20mi0EydOuLu7W1paUiiUqakpIpG4vr5+7do1KpV6MCcJnBHK09MzIiJCTU0tNzeXyWSqqKj4+fl5enoGBwcLBIKCggInJydvb28nJ6eGhobAwEAdHR0AwNTU1BdffAEvaV1dXfvDhdHRUSqVGhgYePHixUMz5+fn51+9ehXmFMMwzN3d/cyZM0Qi8bPPPvP29vb39z9//ryWlhaDwfDx8cF7k5BIJDxcgOmwGAyGg4NDXFxcfX39yZMnKRTK559/bmtrGxISwmQy6XQ6PMrBwcF9fX2nTp0yNDT09vamUChlZWUw7dInn3xy//59eF/+CplMlpiYeO7cOTU1NZg05tmzZ2fPnvX39/fw8AgNDRUIBOXl5Tdv3sSbb2ZmZtzd3QMDA0NCQi5evHgwl6pEInn8+LGKigrMxSYQCHR0dC5cuABn03j06NHe3l5BQcG1a9euXLkCEytNTU25ubnR6XQajebr69vV1eXu7v7RRx+5ublZWlra2trKZLKHDx+eOnXq/v37Pj4+y8vLTU1NMCePo6Pj06dPAQDz8/Ourq6+vr5kMrm7u3t6ehomPYT/viGpBoIgyE/WX4QLUf/jGNHZ2ScgwNfHBzZGTExMlJaW0mi0O3fumJiYbG1tXb58eXZ2ViaTwYTEs7OzcHKa/Pz8rKys7u5uCwuLzc1NOMUIAKCiouLEiRNubm729va3b9/e2NgICQnJyMgAAHR0dLi5uXE4HJiNGABApVKbmppycnLwZMP9/f07OztnzpwxNzd3c3P75ptvXjcqOi0tDc+yCQAICwuD19T5+fnt7e3p6eny8nI3N7d79+4ZGBjweDwbGxs4aQqfzyeTyW5ubmfPnvXw8LC0tLSzs/P09Kyuro6Pj09MTCwrK4uOjm5vb4fZqQEA9+/fh3X7ly5dglUj09PTExMT2tra3t7erxtnv7u7C2v4X758yWKx+Hz+s2fP7t69C29zdXV1p6amTE1NYY+B2tpaR0dHDoezP3MnzB6zP1zg8/l4bvCIiIjXTRmQlJQUFBQEnzc3N3t6es7Oztrb26+srNjZ2Tk6OsLMYrm5uTCrNPjLcCE6OvqLL76g0+kWFhb379/f3d01Nzfn8/l2dnZwSic6nX727FkajWZvb6+mprazs2NtbQ17HnR2duITBBCJxEPTquB8fX1hClEAQE5OjpaWFqxe0tbWhmlw8vLy8DSLMA9jT09PZ2fny5cvX9eXc/+8oykpKfr6+gAADMO0tLRgbUp8fDy8zMPd/sEHH8A8mDdu3IBjqa9evQr3MJ5s1cnJCQ9bYSYTOp1uYGBw+fLl7e1tMpkMo96lpaXZ2dny8vLjx4+7ubkRicRbt269Lp8/giDIT9lfhAsP/49jFiSST2Ag3cMjNTUVAFBXVxcUFAQTdZFIpLm5OXymHxqNdrDqW6lUGhkZbWxsTE5OwiWLiors7Ox2d3cFAgGsUjYxMYE3gvBHdmxsDL8i2tvbd3d3+/r6pqen4+vk8/nq6urT09Pb29tCofBgCk8oJSUFzhQABQcHw1myoObmZn9//42NjZ6eHiKRuLq6amtru76+bmpqurKyQqVSnZ2dQ0JCYDkVCkVgYKC3t7fPnz1+/Li1tdXR0RGuDc7cJRaLTU1N8frnubm5M2fO5OTkODo6vm5oxuLioouLC5VKpdFoU1NTxcXF+BwecPYXCwsLuHNqamqcnZ3hTOTwvQQCob6+HgAwMDCA9/lYXFxUV1eHZfD19YVx2EFJSUn4DHJMJtPLy2tsbIxIJM7PzxOJRCcnJzgLA8ybCRfbP31LeHh4UFAQ3DlisVgqlZqami4vL1tbW8OpiZydnWk0GlwAtuUTCASYu6atrQ0vLZ4y/HVcXV2Li4vh85ycHBhwyOVyExMTWFsDZ4LBl29ra6NQKDAxzuvSxrm5ueFtZ/Hx8TBx8s7OjomJCWz5ioiIwLMpl5aWPnjwAH4QGH8IBAJ8Shuco6Mj3njR29vr7e0N5wWF84rdu3dvfxVCVlaWjY0NvnPQSAoEQY6ifeHCP/9d+G+OGVlaujMYri4udDpdLpfDqcA4HE5eXt7du3dHR0f19fVHR0crKysZDMbBoZJzc3Nff/31y5cvJRKJr69vQkJCXV2dk5MTm82emJiIiYnZ2Nhoa2tjMBj9/f36+vp6enrDw8PW1tYjIyMNDQ3/+Z//mZeXx+FwPDw8urq62tvbExISNjY2LCwsWCwWm83OysqCjfqv4HK5rq6utra28/PzGIYtLCxYWFi4uLjgHesYDEZMTAyHw6moqFBXV6+vr7958+bo6KiamtrLly+JRKKvr29ISAibze7r60tKSurv7zc2Nm5paWlqaoKz6XR2dtrb24+NjcEJYAYHB9vb2y9cuMBisWCreV1d3Y0bN7a2try9vb29vQ+OaZRIJH5+fr29vTMzM4GBgZmZmU+fPjU2NpZKpevr65cvX2axWG5ubrm5uaOjowkJCcHBwWw2G06PW11d/R//8R+wQ0Z6erqqqurk5KRMJpNKpSkpKTExMb29vZ988klAQMDB0Y9cLpdKpdra2sL0jpmZmQYGBl1dXVpaWi9fvrSxsaFSqfHx8WNjYz4+PvX19QqFgsPhaGhoxMTEwI4CcJYsuHPg+XD16tXe3l5DQ8PGxkZXV1cvLy8vLy82mz0+Ph4fHz8/P3/nzh3YMpKVlaWqqgojRSqVmpGR8YZcxWFhYZGRkTAdaUBAAJycfmlp6eLFi93d3aurq15eXg8ePIDpk0dHR/39/aenpzkczoMHDzo7O19Zm0KhgLMKhYeHr6+vK5VKV1dXe3t7+AEvX74Me1GkpaXhc1vU19cTCAQ2mz05ORkXF8dms9va2q5cudLZ2QmPslwuhzsnLi4OxgQRERFBQUHT09NMJvPy5cvz8/NFRUXh4eEjIyPp6ekwoy0cJTQ+Pv7o0aPNzU1fX9+DIQiCIMhP2X+HC7L//VjOH/5XXHp6UVl5eXm5hYXFxsaGSCSi0WhGRkYmJib6+vrV1dVXr141NjZ2dnY+NDd7WVmZmppacnIyAIDFYsHbLNgLz9DQsLKyEt4Hwwm28/PzzczMhoeH29ra7t27FxwcHB0dDe/g2Wy2qakp/CuGYUNDQ6ampjo6OsHBwYd2RH/06JGmpqaWlhacQSsoKEhLS0tTUxOfA3BnZ4dOpxsaGpqamhobG5ubm2tpaVVXV3t5eSUnJ2dnZy8tLcFeFPfv34cXnsePHwsEgq2tLThzj1KpzMrK0tPT09fXb2trGx8fNzAw0NPTMzExgVedR48eqaurNzU1BQYGwsv5K4XEMMzJyUlfX9/AwABOu06lUrW0tJaWllpaWtTU1OLj4wUCAYVC0dZ/YkW/AAAgAElEQVTWdnNzg3eiz58/V1dXDwsLCw8PDwgIeP78uY6Ojq6u7v45AmJjYykUSkpKiqWl5cFxfVFRUZqamtra2nDOOl9fX01NzebmZiKRWFRUVFVV5eTkdP36dTMzM9j6sL297ejoqKOjo6mpCWc4lclkYWFhOjo6pqamIyMjNTU1ampqOTk5Dx8+jIyMzMvLY7PZhYWFOjo6+vr6TCZzYGBAQ0MDVgN4e3urq6vDfO/r6+sWFhZwnYcSi8XOzs4xMTFyuZxAIOjq6m5ubsLNZWdnp6en37t3T1tbG86GNz8/r6+vb2ZmZmBgUFJScjAbvFgsdnV1hR+koKBAJBI9ePDAzMxse3u7pKTkzp07sNlILpf7+/vDVhilUgk/iJ6eXm1t7fDwsJGRkb6+vpGREWx+gm0Nurq6mpqacDYjiUQSGhqqr69vbm5+79492PCRk5OjpqYWGBi4vb0NJxnS0dExMjJ6/vy5QqHw9/cnEAiv2wkIgiA/Qf8dLgh/dWzgzoVD69Dx6tPo6OiPPvoIn1Xzb+z71+K+dQ1/m4ri71qMH7RUi4uLn3/+OYlEemtSph+9Fv1vVoC/YkMH3/K3PIgIgiA/tL8IF/pufy0G4A2/amw2u6ur62c/l8YvikAg6Orq+k7JDBAEQZBfmr8MF9AUUwiCIAiCHIDCBQRBEARB3gKFCwiCIAiCvAUKFxAEQRAEeQsULiAIgiAI8hYoXEAQBEEQ5C1QuIAgCIIgyFugcAFBEARBkLdA4QKCIAiCIG+BwgUEQRAEQd7iQLgAAAoXEARBEATZTwKAEgBM6+Ix4d8d61a7gMIFBEEQBEFeIQUAAwDTu3ps5zfHtt/7v4CFIbAwAg8M0AM90AM90AM90AM9/v+HhSGwMAD/9X8fe/mbY4v/cGzm2LGZY8em0QM90AM90AM90AM99j3mjh2b/d+OHet+EjiT/mgmK3YmK3Y2O24sKWIwLuj7P0YTQmez4zgZj4eevoO1oQd6oAd6oAd6oMeP8hiJ8xuJ9T8GAOgZGWnq7HzR1FRZ3yDYE7+T1g6hZK+yvqF/fPydrA1BEARBkB/RMQAAgUh87/33KY6ODg4OHnT66ura91/vFIdjaGR0/uuvNzf5339tCIIgCIL8WDAYLtTU1Li5uUkkkoSEhMHBQT7/3Vzg5XK5sbHx4uLiG5ZZWlqam5t7J5tDEARBEOQHgGEAOwYAaGpqunLliqOjo4aGBvxLbW1tYWHhyMhIeHh4dXU1AGBmZiYiIiIqKqqvr08qlSYkJDx8+DA6Ovrhw4dlZWW9vb35+fn9/f0PHz6USCRwJdvb28bGxlwuF99gZmZmZGRkXl4e/oquru7nn3/+t/vICIIgCIJ8N38OF5hM5jfffOPh4YGHCzU1Nerq6s+fPz937lx5eblAIAgODg4NDaXT6TY2Nv39/UZGRoaGhmZmZnfu3ImKinJxcTl+/DiRSHz48GFERIRIJAIACIXC/eFCXFyclZWVn5/fgwcP4uLi4IsNDQ2lpaU/xodHEARBEOTb+HO4UFVV5erqyufzIyMj8T82NDT827/9W1VVFQBALpcPDw8HBgYSicSPPvqopaUlKSnp2bNnZWVlsbGxLBbL0dHRwsKiq6sLABASEhIdHQ0OhAv3799XVVV1cXHR0dF5/Pjxj/B5EQRBEAT5zv4cLjQ0NDg4OMDXcnJyZmZmAAA9PT3/8A//AFsi+Hw+jUbr6ekBAPj4+DQ3NycnJxcUFOTn5z958qS1tZVMJpPJZKFQCACIjo4OCgoCAGAYZm5uLhAI4JrNzMz6+vrg852dHfhELBbDqggEQRAEQX6S/hwuREREXLx4saamprq62tzcfHx8fGho6ObNm1lZWWZmZkwmc3l52cbGpra2tra2VlNT08fHx8LCws3NLTU11cLCoqSkhEKhWFhYpKWl5efn+/n58Xg8Pp9fWFh45syZ1NTU1dVVAIC/v39cXFxVVVV8fHxGRgYsgo2NzfXr13/MnYAgCIIgyJv8OVx4+PAhiUSiUCg2NjawQaGsrMzc3LytrS0hISE+Ph4AMDQ0RCAQHBwcXFxcqFSqg4NDYGBgZ2enl5dXa2trXV3djRs3DAwM3NzceDweAIDD4djb21OpVAKBMDg4CAAQi8V+fn6Wlpa+vr7b29uwCCkpKSEhIT/aHkAQBEEQ5C3+HC58f1VVVZ999llmZuY7WRuCIAiCID8Z7y5c2Nra4nK5Gxsb72RtCIIgCIL8ZLy7cAFBEARBkJ8pFC4gCIIgCPIWKFxAEARBEOQtULiAIAiCIMhboHABQRAEQZC3QOECgiAIgiBvgcIFBEEQBEHeAoULCIIgCIK8BQoXEARBEAR5CxQuIAiCIAjyFihcQBAEQRDkLVC4gCAIgiDIW6BwAUEQBEGQt0DhAoIgCIIgb4HCBQRB3rX5+fn5+fkfuxQIgrxDRz9cKC8vr6mpwf+7ubkZFxeXn5+/t7cHX5FIJA0NDWKx+Luuub6+PioqanJy8vsUTyaT5efn5+Xlzc3NPXv2LDs7Gy8YAGB1dTU1NXViYmJiYqK1tbWkpOTgGiYmJnp7e9+6ofLy8vr6evy/fD4/JiamoKBAKpUeujyTyYyKikpNTd3c3PzuH+vtMAzLz89vb2/HX+FyudHR0RUVFUql8tusYWFhoa2t7a2LSaXSnJycxMREHo/31xf3O+ro6CgpKWGz2VNTUwUFBf39/QeXaW5uXllZefN6tra2kpOTp6en8Vd6enoiIyM7OzsPXV4mk6Wnp0dFRT1//vz7lP8NVldXk5KSVldX8VdaW1sjIyOHhoa+5RrkcrmqqurTp09/mAIiCPKjOLLhAoZh8ElkZOStW7fw1zc2NkJCQlRUVNhsNv5iU1PT7u7ud91EdXX1tWvXvL29v085FQqFo6PjsWPHkpKSfv3rX1taWu7/687Ozo0bN+h0upeXl5GR0aHbWlxc7Onpgc/X19dzcnIO3VBoaKiGhgb+342NjYCAABUVFQ6H88qSGIbV1NSQSKTAwMALFy40NTV9nw/4ypr3/9fJycnExAT/7/z8vKur69mzZ7e2tr7N2ra2ttra2l5Z50FSqTQ5OfmLL74oKyv77kV+VVpamkwme+tiz58/v3LlCoPB8PPzu3r1and398FlOjo6lpeX4fOampq+vr6DywgEglu3bsXGxu5/l56enpGR0cGFZTJZVFSUl5eXu7u7urr6/rjzHVpdXf3Tn/60PxxpbGy8c+cOiUT6lmvY2dnR09N7a6iEIMiRchTChfHx8ZKSkpycnKKiIgDAy5cvW1paAAB1dXVDQ0Nra2vXr19PSkpqbGzE3/LgwQN4M7S6upqZmfny5Uv8T/39/ampqaWlpdvb2we3VVtbm5qaWl9fL5fLAQBFRUV0Oh3+SSKR5Ofnl5aWwgvYzs5Ofn5+VlbWyMgIAIDH4+Xk5GRnZ++/U4Ta2tp+/etfJyUl/dM//VNpaWltbe3z58/n5uZKSkra29ufPHni4eFBp9PJZPLIyEhvb29HRwebzX727JlCoWCxWHl5eevr6wCAsbExNze3M2fOFBUViUQiAIBQKMzMzHzx4gUAgMvl3rp1KzU1lclk4ps2MzODxQMATExMJCcns9nsmZkZMzMz+PH5fD580tbWlpSUxOPx+Hx+cXFxaWlpcXHx9vY2l8stKSnJz8/Pzc2FNTR7e3v5+fn4tbmysnJ+fr6hoQHWBMD6EniA+vv7r127lpaWht8rS6VSXV3dtbU1/FikpKTMzs4ePBA9PT2ZmZlcLhfDMA6HA4tUUVGBYdj4+HhxcXFOTs7+yhgPD4/8/Hz4fHNzMz09vbm5GQDAZDKLi4uLiorwkGtiYiIlJWViYkIul5eVla2urpaVlc3MzIjF4rS0tM8//zw8PHxhYQEuXF9fn56ezmQyX6kR2dvbI5PJ8MB5enri+6G2trazs1MqlRYUFDQ0NCgUCgBAXV3dzZs3jYyMWCwWfPvw8HBycvLExAQAIC0tTUdHJyMjA98PAwMDFhYW+Lbq6uqysrIkEklWVpa/vz98cXV1ValUSiQSfD/09fUVFRUVFxfDE6C9vb2kpATfDwAADoeTnJwMK0KWlpaqqqrW1tby8vLgdb27uxs/Fr6+vjY2NllZWfiRampqwsMFDMNKS0sLCgrgd+QgiURiaGi4v34CQZCj7yiEC01NTe+99x6ZTHZ2ds7Ozs7Nzb1y5YpCoXB3dzczM1tZWfnqq6+oVCqZTK6qqgIAKJVKU1PT4eFhAMDMzAyJRLpw4QK8o+3s7KRQKM7Ozl9++eX+8AIqKytzcHBwcnL66quv5ubmAACZmZleXl4AAIVCERsb6+zsbGtrm5KSIhKJgoKCHB0djY2NiUSiQCCg0+lUKlVTUxMPL/av9tKlS5GRkaqqqrm5uWZmZhoaGqOjo6dOnWIwGA8fPqTRaAwGw9raur+///nz53/4wx9sbW2Dg4PlcnlRUdG5c+dCQkIAAC0tLfr6+p988klQUNDW1pZIJAoJCaHRaHZ2duXl5Vwu9/z581Qq1cHBAe4HDMPu378/OjoKAJicnCSRSNbW1hQKJT09nUAg7C9hXV0diUQik8kBAQEDAwPnz58/d+7cV199FRsb29HRcfz4cSsrKzc3t0ePHolEopiYGBqNRiAQkpOTAQAEAuGLL75wcXEpLCzc3NxkMBhOTk42NjYtLS1DQ0MqKiouLi4kEgleKXk8no6ODox+Ojo6iESira2tvb39wRirqqrqm2++cXR0BAD09PR89tln586du3DhQnZ29osXL/74xz/CI5WYmAijN2dn58LCQrgJT09PAoFgZWVVV1fn6+v7ySefqKiomJmZDQ4OcjgcMplsY2NDJpO7uroMDQ0vXrxIp9PpdHpXVxeDwTh58qS1tTWMsQoLC62srFxcXK5duwbLjBMIBBYWFp6enl5eXk5OTjKZzNbW9vTp0zQarbS0VCKR+Pn5ff7554ODgwCAxMTEL7/88tq1a7CEY2NjLi4uRCLR3t5+dnY2MzPzwoULNBrN2dkZnnVtbW14LVRRUZGdnZ29vX10dLSfn19cXBxeBplM9ujRIyqV6ujoCBu8Pvrooy+//FJdXb2hoeHx48fvv/8+jUYjkUhNTU2rq6vu7u4kEsnW1ra3t5fD4aioqOjo6NDp9Onp6Y6ODiqVSiAQnJyc1tfXAwMD79y54+7u7uXlBZt4KisryWQy3G5ycrKdnR2RSAwNDT20qaugoCA8PFwikRz6dUYQ5Gg6CuEChmFmZmYSiUQgEOjq6vL5fDMzM7lcPjg4SCQS2Wz2gwcPAADPnz+3tbWFbzEzMxsbG8PXYGxsDH/u/f39IyIiAACbm5sHq8StrKzgbTGXy4V30tnZ2bCBQKlUjo6OZmdn37lz59atW3K5vLa21sbG5tmzZ8vLy/Bu0srKqrq6Gr8hwxUWFrq5ufn6+np6eubl5UmlUg8Pj4yMDF9fX6VSmZGRcenSpdDQ0DNnznC5XADAnTt3BgYG8LcXFBT4+vrC56Ojo0QiET6XSCTw7vzKlSvW1tYcDsfOzg4AUF1dbW1tDZcxMTGBt7BlZWXHjx+nUqm6urrR0dH4SiBHR8fs7GwAwP379ycnJyMiIgIDA0NCQggEwuLiorW1Ney2pqWltbm5OTExge8HAEBdXR3eCCISibq6umJiYs6cOePj49Pb2wuvMU+fPg0ICAAA8Pl8XV1d2FsiKirqs88+o1Kp9+7dg7HdK1gsFl5Od3f3gIAAf39/S0tLHo/34MEDqVS6tLSkoaEB7/tdXFxg5dPY2Njx48fJZLKmpmZ+fv7g4CCVSg0ICHB3d09ISHjx4sUHH3xApVI1NDQGBwfz8vLgviKTydXV1fDMwaudJicnyWRydHT0xMTEKxc/uVyuo6NDIpHMzMxsbGxe2Q8QgUDA+14EBwfDWAEAsLGx0dTU5Ofn995771VXV6enp8Nmfmtra1hnw2KxrKys4MKmpqbXr18nkUiOjo6enp7x8fH4+oVCoaamJgBgeXlZT0+Px+O5uLgEBgYyGAxXV9e5uTlYRVFcXEylUsViMYvFCgsLO3nyZHR0NADA2dk5KioKrorL5dbW1tJotP/6r/8aHh729/eHjRGGhoawZqi6utrBwQEufPv2bS0tLWtrawKBcGgFQ09Pj4uLi0AgOPgnBEGOrKMQLkgkEmNjYy6XOz09bWJisrKyYmxsLBKJmpubLS0tJycndXV1ZTJZQUEBvBmVSqV6enq9vb0YhmEYxuPxNDU1FxcXMQyLjIwMDAyUy+VMJnNmZuaVDZHJ5MrKSplMVlFRsbW1pVQqk5KSXF1dFQoFfJ6YmMhkMnV0dLa2tqqqqthsdmBgYEVFhVAorKysHBsb8/LyOlhpkZWVRSQSvb29KRRKQkICACAvL8/c3Bz2TNzZ2TE3N3dxcQkPDwcArK6u6unpbW9vw8IrFIq4uDg6nQ6rtbu7u83NzWHjulgsjoiIyM/PLy8vt7W1nZiYuH//PtwPFAoF/Lnmv7+/H8OwkpISW1vbxcXF6urq5uZmDw+P9vZ2uVxeVVW1srLi4+OTmJgok8nMzMzGx8e9vLxgdwoCgcDhcB48eNDf3y8UCg0MDIRCYWpqanJyclNTk7a2NoZhOTk5VCoV3uILBAIfH58XL14kJCQwGIyuri4Y2EVFRUVGRmIYtry8rKamtrS0hGFYVFQUnU5fXFwsKio62B6hVCrLy8utrKzgzre3t/fw8PDw8LCyslpcXDQxMeFyucPDw/r6+kqlUqFQkEikrKwspVI5NDR07969hYWFlpaWnp6exsZGW1tbDw8PKpWakJBQVlZmZ2e3uLhYWVk5OzsbHR396NEjAICNjQ28VBsYGExNTcGPw2Qy+/r68vLywsLCDvZ9aWxsJBKJFhYWsOIkNzfX0dER72khl8vv37/f2NgIoxlvb+/4+Hh4EOfm5lxdXbu7u+3t7Z89e5aSkgLPSSsrq5qaGqVS2djYaGxsDK/Etra22dnZCwsLsEuvh4fH+vq6SCQqLy/f2NgwMjLa2NgYGRkxNzefm5sjEAh0Ot3V1ZVGo42Pj8PzISMjg8Fg8Hg8d3f31tZWOp0eGhqKYRiBQHjx4gUsXl9fH41GGxwcNDc37+jo8PHxycrKksvlxsbGfX19SqWyqKjIxsYGFsnY2Li+vn5qaqqwsPDQfh5SqdTQ0PCV+hgEQY64oxAuAADu3bunoaFhYmLS2NioUCiePXtmYGBw9+7dM2fO1NXVaWpqqqur29nZsdns1dVVc3Pz06dP37hxo729fX5+Xk9P7/Tp07D+H1bJqqqqenh4HGxbHRkZsbKy0tDQiImJ2dvbS0hIOH/+/JdffslgMDAMKysrs7Gx0dPT+/zzz8vLy3V0dHR0dAgEQkdHx8rKyoULFwwMDBwcHPA2ckgqlWpra/v6+j59+jQ0NPTu3bsAgIWFBbwiRCaT+fv7h4WFwbvPtLS0EydOaGlpwRvumJiYc+fOnTlzhsFggD+HCMbGxhsbGzKZLC0tzdraWktL6+zZs/X19VpaWhoaGgQCYWpqam1tzcTE5PTp07du3WpubhYKhf7+/urq6jQabW1tbW1tzd7eXlVV1cvLi8/nz83NkUikO3fupKWlDQwMXL9+PTk5OSEhwcrKKj4+nkQiqaqqGhsbV1RUyGSyoqIiW1tbPT29Tz/9tLGxkUKhfPTRRzQaTSaTiUSix48fW1hY3L59+/r167W1tTdu3NDU1HR0dFxaWpqYmNDV1T116tS9e/fGxsaWl5fd3d01NDR8fX0PXloyMzMvXbqkoqLi4+NTU1Nz+/bt5OTk+Ph4LS2tZ8+eGRoaqqurm5qatrW1yeVyGo32pz/96fz58xkZGVKpNDU1VVtb29bWFlbGuLq6Pnny5NGjR7dv356ZmQkLC9PQ0GAwGOPj4+rq6t98841IJPL29oa9Mmtra9XV1eGADhqNdvHiRWtr65SUlINV68PDw4GBgT4+PtPT0wqFwtTU9NNPP6XRaAqFQiAQ2NraqqioXL16FXYsmJ6efvDgQVhYGACAy+UyGAxTU9OvvvqKQCA8e/bs66+/1tbWDg8P393dLS8vv3bt2hdffGFra7uzszM6Ogr3dmJiIgCgsbHRwMBAW1s7NzcXRnu6urr379/v7e199OiRmZlZfHz806dPb9269eLFi4sXL+rr6xOJxNnZWYFAEBwcbGZmdvnyZW1t7c7Ozq+//vrChQuw5+zY2BiNRjM1NT19+jSDwUhKSrp06ZKurm5CQoJUKs3Ozr548aKKioqzs7NCoWhvbzczMzMyMiosLIQB0Ct2d3dv3Lixv8MQgiBH31EIF3p7e99///39HdAAADMzM/Pz8ysrK7u7u3w+H14gAQAymWx2dnZ1dXVmZmZnZ0cqlc7MzMD/whtEoVA4OTn5unGVKysrU1NT8Pna2trCwsLS0hLscAcAmJubm5ubW1lZ2d7eFggEU1NTS0tLcGEej4eXYT+lUrm8vCwWiyUSyd7eHpvNTkpKunjxIl5NjWGYWCze29uDzcB8Pn95eRn2vMMwbH8Z4PISiWRmZgavBJ6ent6/H9hsNrz04vthdnZWKBQCAEQi0cTExM7ODnyjQCCYmJjAe9dvbGyw2WylUimVSldWVqRSqVQqFQgELBbrxIkT7u7u+ysA8P0gFAp5PB6Xy4WVNwAAhULB4XAWFxdXVlbEYjGPx2Oz2Xw+HwAgFotnZmbW1tbgp4NlmJycPLSHP4/Hm5ubW15eXlpaEggE6+vrMplMKpVubm5WVVW9//770dHRi4uLcAcuLi4uLy/Pz8/DhnYMw/D9sLy8LBKJJBKJRCKBB0ssFk9OTsK+osvLy8vLy3K5XCwW46MYZmdn4V7a3d2dnZ092K8CUigUYrFYLBYrlUqlUrm6uorvB4VCAffP7Ows/OwAgPX1dXwTOzs7U1NTy8vL6+vrEomEy+VOTU3BiITP58/Ozq6srMzNzcGL8f5zEgCwsLCwv2JsZmYG7gcej7e1tQUP3NraWlRU1B/+8Ieqqip8fKlEIoFn7Nra2vb29urq6tzc3MbGBvzr1tYWLBKPx5NIJPPz8xwOBxaAx+PNz88vLy8vLCzA2oiFhYVDO6hCGIY5OTklJSW9bgEEQY6goxAudHd3h4WFHazkP4qkUml0dHRMTMxfMbDzRzExMREWFgb7Tv5EdHZ2hoWFfZuUDL9kZWVlERER++MMBEGQ7+EohAsIgiAIgvyofl7hwivV2j9QHhsEQRAE+YX5GYULubm5WVlZ8LlCoYiPj6+oqDi42OjoaG5ubm1tLWy9/p6am5vHx8e//3oQBEEQ5Cfs5xIubG5uGhgY4D0N2Wy2np7ewYCgt7eXSqW6uLioqKi8k+THMFXUwdd7e3sPzSWAIAiCIEfQzyVcCAkJgSPNIE9Pz+Li4oOLJSQkwJS9XC4X5r5ls9nNzc1isVgkEvX09PT19fX29uK56vr6+vZPkrSfUqns7OxMTEyEyXD29vbwmoaJiQkTExOYtAAuvLa2xmQy8Y7xCIIgCHKk/CzChenpaTs7O3x02dDQkL29PT6AbT+ZTJaYmOjs7Ayz88IlLS0tY2Ji+vv7z549e/r06dOnT6ekpIjFYiaTSSKRCARCTk7OK8luJRJJRkaGlZXV7du37ezstre3IyIiYFri/v7+uLi4zz777MyZMzCC4XA4rq6uLi4uDAbj4IRPCIIgCPKTd/TDBQzDnjx5gs/pp1Qqvby8YErj10lISCAQCHNzczB7HQAATigQEhLi7u7u6elpY2OzsLDw4MEDXV1dAoGgpaX1Sp6GpaUlTU1NWMFAIBC2t7cbGxuzs7OvX7/u5uYGAAgMDHzy5AlceHZ2tqGh4dGjR6dOnXrdfJIIgiAI8hN29MMFLpdramqKJ6jv7++3tbV93fQ2bDYbzuLj6Oj44sWLwMDA3Nxc8OdwISIiAk6rA/MlW1hYFBQUjI2NFRUVvVK7wOVy7927BwDo7e0lEAgymSw2Nra0tDQhIcHd3R0A4Ovri4cLy8vLQUFBLBbLyckpLS3tB9sTCIIgCPIDOeLhAoZhISEheP44iUTi6emJz618EJwb0MnJydPTc2VlZXBwkEQikUikqKioly9fXrt2LSQkJDg4WE9P78mTJ0wmk0KhUCiU1NTUV+IPsViclJRkb2+vo6Pz2WefdXZ2RkdHu7m5aWpqnj59emFhYWBgwMbGBtZ5TE5OOjs7e3t7nz9/Xltb+6gkaEIQBEGQPzv64YK7uzueHFokEnl4eLxhhOTm5mZDQ0N5eTmevHlgYKCsrEwoFAoEgtbW1vX19dXV1bGxMdi5oampqaqqCia+fYVcLq+urq6trW1qauLxeHt7e5WVlfX19c3NzXDGxYGBATibHwAAThHEZDJZLNahc/4iCIIgyE/YEQ8XAABKpRKfBhAAsP85giAIgiDvwtEPFxAEQRAE+YGhcAFBEARBkLf4BYQLSqVyZWUFTsX7bvF4vO3t7Xe+WgRBEAT5ifkFhAtyuTw5ORkfafkGGIb19vZ++94PpaWl3d3dh/6Jw+HMz89/h1J+Ozs7O7APJoIgCIL8DR39cEEgEGxtbS0tLcGAQCaTwYEJa2tru7u7MplseXkZ1gEolUo+n7+1tbW7u8vn82Hax+3t7cXFRQzDFArF8PDw3bt3h4eH8WGT6+vrh2ZuxjBsfX2dx+PBjpZ8Pl+hUIjFYrjpzc1NZ2dnHx+fra2tQ8u8u7vL5XL5fD4ccwHLAAsPSyUSiXZ2dsRi8c7ODgAA5qve3d2tqKjQ19dfW1vDK0uWlpY2NjYAAAqFAm59Y2NDKBTiO0cul7+jPY0gCIL8Yh39cCEwMPDUqVPa2tr29vYLCwurq6s3b950c3O7f/8+k8mcn5+/e/eunp6eTCYTi8V37ty5d+8ei8U6d+6cvdLZHBkAACAASURBVL09m812dHQ0MTEpLi4eGBjQ1NT83e9+ByMGAEB/fz+ZTLa2tq6rq3ulLUMikTg7O3/11VdwqKSfn5+2tranp6eVldXCwkJwcPB777134sSJx48fHywwj8ej0+kaGhpnzpx5+fLlxsYGhUK5efNmfn7+wMDAhQsXJiYmqqqqNDQ0Xrx4cf369cDAQD09vfb29pqamnPnzv37v/+7jY0Nj8eDIzmtrKycnJzGxsbEYrGWlhaFQrG0tIRJLTEMi4+P53K5f5PjgCAIgvyMHf1wob+/X0NDQyQS5eTkODs7YxjGYDCuX7++uroql8uVSiXMwLi6ugoACAgI8PHxAQDY2dlVVlb29fVVVla6u7ufOnVqeHh4fX1dV1d3bm4OBgcmJia6urpEIvH27duv5FbCMEwsFhMIBHhhHh4e/uCDD1gsVnFxsZub297eHoPBCAsL29vbO1jg2NjYwMBAkUhUXFy8sLAQGhr69OnTnZ0dU1PT/v5+e3v78vJymUympaU1Nzenrq7u5eW1uLiop6e3t7fX2tpqZma2u7uLYdjGxsbFixcdHBz09PQcHBwAAI8fP1ZRUVlYWMBTO0gkkkOTRiAIgiDId3H0w4WJiQlzc3MAwPPnz21tbQEAYWFheXl5+5cxNTWFkz6srKy4u7tnZmZ6eHgIhcLV1dWIiIhnz56pqalNTExIJBJtbW38+qqrqxsZGfnixYvCwkKZTHZw0wwGo6KiAgAwOTlpZ2cHACgpKYEzXnp7e8fHxx9a4PDw8IcPHwIA+Hy+VCr18PCAE0kYGxv39vZSKJS6ujoAgIWFxebmJoVCmZubEwqFenp6AICenh44ASYAYHl5+dKlS2VlZSUlJfAtaWlpUVFR33+XIgiCIMhfOvrhApfLvXDhgq+vr6OjY2lpqVAovH79+pUrV549ewYAWFhY8PT0PHHiBJVKnZ6eBgCkp6cbGBjAy3x1dbWdnV1UVNQnn3wSEhIil8sDAgJcXFzgvJGJiYk+Pj6hoaGPHz9+JQk0nNlSRUXl7t27TU1NKSkpv//970dGRhoaGs6cObO0tNTY2GhhYXHohFLt7e0kEsnd3d3JyWlubg7Oe+nu7u7i4rK+vl5UVEShUHx9fT/++GNXV9cPP/wwOjpaJBKdPn26urp6fX2dQqEEBQUJhcKdnR1/f//w8HB/f/9nz57J5XI9PT0VFRV8ei0Mw+rq6mCHBgRBEAT5Ho5+uNDR0XHixImAgICqqioAgEAgyM/PT0xMrKmpwTBsZWUlKSkpNzc3Pj4edieUSqUsFgt/e0NDw9OnTzMyMuAN+s7OztOnT2FWaaVSmZOT8/Tp04OjKuRyeWFhYUZGRlJSUldXV0dHR0JCwuTk5Pb2dmZmJuyZWFNTU1lZeWiZ29raoqKiYA8JAEBtbe3Dhw/xVNZlZWVxcXH5+fmpqanp6en19fXwxfb2dgAAm81OTEyEXSAFAkFsbGx+fj4AQCKRFBUVJSUlwUgIlt/S0nJsbOzd7GgEQRDkl+vohwsRERGqqqqHDi/8+SWE/q6fiMfjHdqMgiAIgiDfxdEPF6CfX2SAIAiCID8ZP5dwAUEQBEGQH8wvIFzAMAyOPHy36xQKha+MrnxXYIqIH2LNCIIgCPJX+QWECxKJ5NDuigdhGMblcr9NYCGRSFxcXL755pvXJYH+Trhc7v7ci0NDQ/johu9ka2sLZnhEEARBkHfq6IcLME2CVCqFl3kMw+ATmKMJwzCpVCoUCuFz+CeYhQnPr4APklxdXTU1NV1dXcUjBrlcjqc82g/DMIFAgOdPhPAywPXjm8NXtX+j+Hp2d3dNTU0nJyfhKwqFQiQSiUQiDMMOzbAkk8n2xxb7/xsfHx8QELB/o3ieKLgq/E+wbPs/GkyDfXBzCIIgCPJzCBciIyNVVVWNjIzodPrOzs7Kyoq+vn5SUpKtrW1TU9P8/Ly+vj6RSFQqlSKRyNjY2MzMrKOj4+7du87Ozuvr6wwGg0gktrS0jI2N6erq/u53v9PW1h4ZGQEAcLlcGo1GJBJHR0cPvXK7ubnBQYwKhaKhocHAwMDd3V0kEnl4ePj6+oaEhHh5eYnFYqlUmpKSoq2tfefOnYGBgf1rmJmZMTEx+f3vf3/nzp2uri4AQE5OjoaGRnJyMgCgra3tzp07Ghoaurq6IyMjSqWSw+E4ODg4OTnNzs4qFIrW1lYSiaSjo/PkyZPMzMxTp06dPHkyLCwMACAWi9PS0mxsbOLj43d2dhwcHNTU1NTU1JKTk7e2tszNze/du2dsbJybmwuDBjabDTeKIAiCIAcc/XChsbHx0qVL4+PjcXFx/v7+CoWCSCSePn365cuXAoFgb2+PxWLdvHlzfX0dwzB7e3sKhQIA0NXVTUlJaWpqys3NDQwMvHr16uDgYG9vr6qqamtrq0gkAgCQyWQzMzMHBwd1dXX4yitcXV1huDAxMfHgwYOxsbGnT59GR0fX19f/7ne/e/78eVRUVGpqakNDg6enZ05Ozo0bN17plCAWi/v7+1VVVauqquC8UOvr65GRkTY2NgAAoVCoo6Njbm7+4MEDGo22ublpZGREIBAsLS0tLCx2d3cZDIaLi0t2dnZKSsr6+rqnpyeBQIAzYXI4nKSkpPT09Js3bxYUFKSnp+vr61tYWNjZ2dXU1Pj7+xMIBDabbWtry2QyAQC7u7tLS0s/9MFCEARBjqajHy6w2ewHDx4AAF68eAGvspGRkenp6fuXMTMzg3mNOByOj49PdXW1p6cnj8fj8/kJCQnx8fFXrlxhs9kKhQLmWoZ0dXXpdHpaWlpKSsqh8zp6enqWl5cDAPr6+vT19QEAtbW1NBptfHzc0dERAJCcnBweHr6ysuLt7e3m5vZK1cL+De3PvdjW1ubq6gqf0+l0Pz8/Pz8/R0dHPp9/9erVsLCwpKSk/Px8hUIxNzeXmJj48OFDmIEqLi4uODgYvlEqlZaXlz99+tTMzCwjI6Onp8fDwyM4ONjJyamysjIrKys2NhYAYGdnV1JS8lfuegRBEOSX4uiHC3Nzczdu3CgsLPT3909KStrd3b13756RkRGcK3J9fT05OfnTTz+NiYmBs0w9efLE2NgY9jkoKysjEAi1tbXnz59PTEyUyWQ0Gi0+Ph6mZQwNDU1MTIQX3VdqBeRyeW1t7bVr12xsbIaGhubn5ykUSkFBgZ+fX25ubkJCwldffbW1tZWSkmJkZMRisXR1dYOCgqampg6WXy6Xe3p6RkVFzc3NAQCGh4cdHBwuXrzY2NjI4XDu3Lnj5eXl6empoaHBZDIDAwNzcnLy8/NzcnK2trbu379fXl5Oo9GePn0KAKiuriaRSDAL5PT0tLW1dVlZmbW1tbGxMY1Gc3Jy8vLysrOzYzAYWVlZRkZGpaWlZDK5p6cHAMDn84eGhn7og4UgCIIcTUc/XBgZGfn444+dnJzgJRN2R3BxcYEVDNPT0y4uLnQ63dnZeWJiAgAgFArhdBIAAKVSmZ6e7uzs7ObmlpqaCgBYXV11dnYeHx8HAOzt7fn7+1OpVHjvvp9UKg0PD3dzc3NxcSkqKgIATExMUCgUeMseHx/v6uo6OTnJ4XCCg4MzMjIuXLgQGhpqb2/f29t78CMIhUJ3d/eXL18CACoqKmB5Hj16xGKxwsLCYJLpmJiYqqoqiUTi4eFBp9P5fL5SqYyIiHB0dIyKisKHdBYWFkZGRgIAMAzr6OhwcXFxd3eHE1K0tLS0tbXV1tbGxMSEhIScPXuWTqe3trbCN7JYLCsrq3d8bBAEQZCfiaMfLgQFBX355ZeHXoZ/Ira2tuLi4igUSkhIyMHI429PKpXevXtXT09vfwvL9vY2nIILQRAEQQ44+uHC9va2QCD4iec1kslkS0tLh47J/NtTKBQCgUAgEKCRkwiCIMi3c/TDBQRBEARBfmAoXEAQBEEQ5C1QuIAgCIIgyFugcAFBEARBkLdA4QKCIAiCIG+BwgUEQRAEQd4ChQsIgiAIgrwFChcQBEEQBHkLFC4gCIIgCPIWKFxAEARBEOQtULiAIAiCIMhbYACFCwiCIAiCvAEGMAAACheONqlUCmfc/jmZmJj4iU8b9pPV398/NDT0Y5cCQZCfE0wOsKat7Z9tuCCVSkNCQhobG/FX+vr6nJyccnJy8FdWVlaKi4vfyeZKS0tnZ2fx/25tbfn5+fX09HzX9UxMTFRVVX375R8+fJiWllZUVOTp6enp6bm+vv5dtwgAiImJSUtL+yve+ANJTU0NDQ39Nkvm5+fHxcVhGPbOy1BRUeHm5sZgMCIiIgAAEomETqczmUwAAJPJZDAYdDrd2dk5Pz//3W53fn6+pKTkr3vv3t7e119/HRsb+26LhCDIL5tSDoBaFfdnGy4AABwdHZ2dnfH/zs/PR0VF3b59W/7/sXeff21ce8LA9/3+Ac/u3bt7d7P35iZObhwncewkduJu4xIb0yUBEr2YKiREE0V0EL33DqZX04vpIDqi944QAlUkoXKeF+dZfXgwiVPsdcDn+2o0Gp05MwOf+c05Z35HJoNrFArFm3oUm5mZ2d3dPbrG2tray8vr15YjEAgmJyfhMp/Ph/eqn7K8vGxoaCgSiYqKir799tvMzEwajba5ufnqlklJSSMjI6+uF4vFqampYWFhQUFBubm5r27A5XIjIyN/YeUbGxurq6t/4cbHhIaGcrlcuMzn8wkEwtzc3Ilbzs/PJyQkwOWqqqrvv/9edUHfoLGxMRsbmxs3bjQ2NnI4nJCQkOTkZE9Pz66urvHx8fPnzycnJ6ekpNjY2PzOHcXExLBYLNVHqVT6m/8m9/f3sVis6jQiCIK8CTIhUF5oPOWdEVVVVdHR0SEhISUlJQCA3NzctrY2qVQaHx+/sLDw8uXLmzdvRkZGtre3w+13d3cNDQ2lUikAYGBggE6n9/T0qErLzc0NDg5OS0s71hLe3d0dERHR1tbW2toaERExMTEhEolCQkLS0tIAAAcHB7GxsWlpaQKBAG4/OTkZHR2NxWJDQkKOlsPj8RISEoaHh0dGRjo7OwsLC/v7+wsKCiYmJiIjIwUCQWdnZ0RExPDwMABgenqaTCafO3cuIiICthlIJJKEhITk5GRYfwCAt7c3fLqdm5uzsrICAGRmZrq7uwMARkdH6XR6W1sbPK6vvvoKh8N1dXXBH9bX14eFhS0uLvb29sIfKhQKMzOzurq6tLQ0Pp/f29ubl5c3MTHh7Oz86aefhoWF8Xi8wcHB6Ojo0NDQxMREWEhhYaFSqczNze3o6Ghra3v06NGdO3d+6uG4v78/MDCwp6dHJpPFxsYuLCysrq4mJibOzs5GRUV99NFHFApF1bFSUVFBoVBOLMTc3PzChQspKSlSqZTD4Zibmzc2NqampgIAhEJhfHz8xMREWloaPNiJiYmgoKCGhgYAQEpKSm9v78jICIPBSE1Nlclkra2t4eHhkZGRR2/YKg0NDc7OzgCA8PBw2NoxOztrYGCwu7trZGQkEAhGR0e3t7cbGhrKysrGxsbodHpTUxMAYHFxMSQkJDQ0tL+/H/49hIeHw2uRnp4eFRUVEhIyODh4eHgYHx//+eef29nZwWCup6cnLCyst7dXVYfs7Ozg4GAulzs5OZmZmTk5ORkREfFTAQGPx8NgML+thQlBEOQnyIRA+VndKR/qmJKS8vHHH8fExLi5uZWXlwcGBhoYGMhkMh0dncjIyI6Ojtu3bycmJjo4OHR3dwMAlpaWDAwM4O12ZGTEzs5OR0cHFpWdne3m5hYVFXX37t2VlZWje+nq6vrP//zPxsbGioqKDz74oLe3NyAggE6ne3h4pKamSiSSlJSUL7/8EkYe09PTTk5OCQkJWlpaoaGhR8s5ODjAYDAkEsnDw8PMzMzDw4PJZP71r3/F4/HJyclCobC/v9/AwMDS0hIAMDMz4+bm9tVXX0VHR+/u7spkMhqNZmdnZ2Vl5ePjAwskEomVlZUAgPHxcRMTEwBAZWUlmUze2Njw8vIKDw83Njaura0tKSm5cuUKgUCAJ6Gtrc3T0zMwMNDR0TE+Ph6GFwAAKyur+vr6mzdvdnd3Dw4OXrlypbOz08vL6+uvv46MjOTz+f39/R9++KGvr6+/v398fHxpaen169cVCoW3tzcej+/q6tLS0nr06FFFRcWrV6qvr49IJMbFxTk5OTEYDF1d3aioqN3d3atXr5aWlqampn7xxRfu7u7T09Nw+8bGRngejmEwGM+ePfv222/T09OlUun+/v6lS5dIJJKXl1daWppEIsHj8f/4xz9CQ0OHhoamp6eJRGJsbCyJRGpubra3t7e0tPTw8HBwcLCzs+vp6TEzM4uIiHj8+DG8lx9TXl7u4OAAAPD29oYR0ubmpo6Ozs7OzoMHDx4+fPjhhx9ubGy8ePHi6dOnVVVVFy9erK+v397eJpPJcXFxeDw+ICBgZWXFzMyMRqPh8fiGhgYSifT9998nJiaSSKSWlpaMjIxvvvnGyclpdHQUADA4OGhpaamnpwcrkJaW5ubmFhERQaPRhoaGzp07Z2BgQKfT/fz8VCHjUXl5eVFRUW+jrQVBkPeYUgaULzZPebiwuLhoZGQEAKitrSWRSKOjo9bW1gCArKys+Pj4uro6b29vAACNRktKSgIArK+v4/F4VVf38vKyqakpXDYzM+vo6AAAHBwcHB4eHtuRj4/PwMBAV1dXSEgIi8VSV1cHAIyOjurr68MNbG1t4eNsbW2thYUFAKCgoMDX1/dYOenp6c7Ozj4+Pg4ODvCRV1dX92gLR3t7O5FIhMtbW1sGBgZwWSKRXL161cTExMbGRlWsg4NDVVUVAGBiYsLMzAwAUFFRYWtrK5FI+vr6QkJCrl27FhERAQCws7NTDePY29urr693d3f/5ptvvLy8PD094Xo8Hj83N+fm5ga3NDY25nA4u7u7MBABABweHhoYGCiVSjabraury2azDQ0NAQDDw8OwiSI1NTU2NvbEK5WRkeHm5gYA8PLyKisry8zMDAsLAwC4uLjAAQE4HO7oI35TU5O5ufmJRfX19dna2qpO0aNHj/b29gYGBoyNjQEAhYWFdnZ28NuqqioYcyQnJ4eHhzc0NNjZ2fn4+Dg7OxcVFYlEosjISBcXl7GxMYlE8uqOqqur4bXw9PSMj48HAGxvb2tqam5tbWEwmNra2tDQUFjnhoaGP//5z/A6MhgMeFoAACKRqLOz89y5c66urjgcrqOjo6mpyc/PDx54SkoKAMDc3PxoeDo+Pq46cAKBANsnNDQ0WCyWubn5y5cvlUqlnp6eUCh8tcLT09M2NjaoMwJBkDft9L9IOTMzo62tzWKxMjMzfX19h4aGLCwsOByOn5+fr69vTU2Nubn53t6eq6vr8+fP5XJ5X1/fo0ePVlZW5HK5WCyur69/+vQpi8VSKpUUCuX58+csFis9PZ3NZh/b0eDgoJmZmZWV1eLiIpfLxWKxq6ur1dXV8L61u7urra1dVFQklUo7OjpgHQICAhwdHY+NwpuamrKzsyORSC4uLhsbG0Kh8MGDB/39/fB2JRKJ0tPTDQ0NORwOAGB5eRmLxa6trcnlcpFIhMPhGAzG5ORkUVERLK2lpcXV1VWpVPb19WlpaS0uLrq7u3d2dm5ubtrZ2Q0NDQUEBLi4uCiVSicnp4yMDNhd0tPTY2dnt7S0ZGJikpiYGBgY2N7eXl9fT6VSDw4OKBRKSUkJi8V6+PDh9PT0xsYGHo9fXV2VyWRisVhbW5vJZPb29pqbm29vbxMIhI2NjdLSUm1tbaVSmZaW5u3tvb+//+qVKi4uJpFIHA6HQqHU1dVlZWX5+fnt7e0ZGBgUFxcDAAwMDDo7O8ViMQBAJpNRqdTa2toTL3pnZ6epqSlscp+cnFRTU5NIJG1tbbq6ugqFgk6nu7i48Hg8eH4sLCx2d3dDQkJiY2O3tracnJzIZDKRSFxaWurs7Kyuru7t7bWxsZmdnT22F6FQmJycbGhoCGMRZ2fnmZmZ5OTkxMTE7e1tNTW12dnZ+fn5rKys7e1tDw8PV1dXb2/v3d3dyclJY2NjNpvd0tLS1NTU3d1tYmKys7Pz4sWLsbGx6upqe3t7Dofj5OSUn58PALCysmpqaoL9XwcHB2VlZRoaGvDoiERiaWnp9va2oaHh4uKilpbW8PCwQCB4/PjxiSNUBAIBGruAIMhbcPrTNG1tbV26dMnQ0NDJyYnNZkskkpycHAwGo6amhsFgGhsbHzx4gMFgQkJCBAJBT0+Purr69evX9fT0Njc3W1pafvzxx+vXrxsbG+/u7u7s7FhbW2traxcWFsKb1lGwxyEjI0MmkykUivb2di0tLTMzs/X1dYFAYGlpeePGjYcPH1ZUVIjF4qysLAwGc+/evcePH29tbR0rKiIiIjo6OisrCwDw4sWL77///smTJ7BlIicn58GDBzdu3LC3txeJRDKZrKKiQldXF75zMTw8jMPhsFisqjVCLpdbWFi0t7eHh4f/8MMPGAwGNpDw+fy0tDQjIyM1NTV1dfWdnZ2dnR0zMzPYwb+1tRUYGIjH469fv04mk9lstr29PYlEgrf59fX1Z8+e6erqfv/991FRUXK5vLq6WltbGz4BP3z4UFtb29jYmMlkKhSKlpYWXV3dx48fX79+fXR0lMfjeXh4nDjmQCAQxMTE6Ojo0Ol0kUjE4/F8fX0xGMyNGzdgYwCTydTR0WlubgYAtLW1mZiYvNrGA8HhmQQCAS58++23NTU1a2trampqL1++NDIyunXrlre3t1KpPDg4yMzM1NHRoVKpe3t7AICUlJTo6Gj47kB5efm1a9eMjY2TkpLgt0dlZ2ffv3//5s2bsIFhcnISdqDI5fLy8vKrV6/q6Og8fvzY09MzOzv78uXLLS0tBAIB9gUUFxfr6OjY2tqurq5KpdL09HQMBuPq6spms9va2r766itjY+OoqCg+nw8AmJ6e1tXVhT04ZWVljx49un79urm5OZ/PZ7FYVlZWWlpa3d3dXV1dV69eDQwMVCgUWlpamZmZr54ZPp9/8+bNo28DIQiCvAmnP1wIDw//y1/+0tTUpGqbVSgUOzs7PB5PKBTK5XKhULizswM7esViMYfDEYlEHA4HPivv7e0JhUIOhyOXywEAAoHgZ4aJKRQKhUKh+ri7uwsfYRUKBSxnb29PJBIBAJRKJayDQCCAJR8ll8vlcjksSiwWwwrA1gWhULi/vy8QCPb29lTNEnDgAlze29s79uy+sLBQWloqFovhr1TrYR34fL6qDgKBQDUYUyKR7OzsqNYIhcKjozv5fD6bzRYKhfBwYB3kcnljY+O///u/x8bGwgNXfcXlcoVCITwEiURyYusCAEAmk7FYLFUQcKwO8OhgoFZaWqoaxPBT14LD4cCAgM/nw8rDoxAKhTweT/WErVAoWCyWKv6T/w94ing83s7OztHLqqK6FqrD2dvbg1vCvezt7cE/JFgHsVgslUpVf4c7OzuqswfrIJFI5HI5Dof76quvZmdnjwZD+/v7BwcH8HBUf0twX/BaAAAODw/5fD4s/+DgQFX4UUqlMjQ0NDs7+2dOHYIgyK93+sOFnp6eysrKYyMTkbdkcnKysrISDspDfgOJRFJfX19VVXU03kIQBPnDO/3hAoIgCIIgbxkKF/6oWCzWiW/KvaV9nfheAIIgCIIAAFC48LswGIzFxcXXbra5uZmSkvL8+fPk5OTl5eVfUvLExIRqaN7/gtLS0qioKBQxIAiCID/hvQ8XcnNzT3x//ZdgMBiq4XhDQ0Mwnd+rlpaWXFxcPv74Y0dHxxOzGufk5Bx7EcPd3R2+N/F7tLa2wuyQryWXy/F4/MzMzO/cI4IgCHJGvQfhwuLiYlZWFryv19bW7uzs7O7uNjY2slissrKyL7/8Miws7NWRkgsLC21tbdvb21tbW319fRMTE93d3QsLC4ODg+3t7UqlsrGxsampCd7m+/v7DQ0NHz58CFPoAAC2trby8/OP3q3xeDwcGF9fX7+7u9vQ0LC8vCyRSAoLC7/88svw8PC1tTW4ZWdnp5OTk+plgfr6+oKCAgaDAQBQKpXl5eUwL9PY2BhMFdzW1jY3N9fX1zczM8NkMmF2wvb29sePHxMIBPhDAMD8/Hxubi7MLrC8vNzW1sZms0tLS2GCh7q6OphDCdra2hofH3/zFwNBEAQ5lc56uDA7O0smk83MzEgk0sTExIMHD2JjY1dXV7/77rvS0lIfH5+///3vhoaGg4ODx37Y09Nz+/bt0NDQ4ODghw8fVldX0+n0Tz/91MHBISkpSS6Xh4WFXbhwAU4dmZeX98MPP1y8eDEuLk6pVG5tbbm5uZmbm1tZWcGbN5/Px+Fw8B3Op0+f3rp1i0KheHh4MBgMV1fXjz76yMDAQBVblJeX29vbw+X8/HwbGxsTE5O7d++KRCI4oZG1tXVpaWl2dva1a9cUCgWZTLazs0tKSjp37pyzs7OtrW1zc3NycvLXX3997do1mAhofn7e0dHRxMTE2tp6YmJieHj4H//4h76+PoVCgaFSf38/gUBQHf7U1NSvmhUTQRAEOdPOeriQlZVFJpMBADQarbi4ODs7OzAwEADg6uoKMwbi8fiNjY0Tf0smk6lUqqenp5WVlUKhmJ6evnXr1tHxBB4eHvBmDADIycmBJQMAYNJfe3v7H3/8Ec7xKBQK9fX1YUaHjIwMPB4PAHBwcIDTPRgaGh5N9lBWVqYKF/T09OCUS8vLyxwO58mTJwcHB2w2W19fn8ViYbFYAACTybS3t2exWHfv3oXtFjANdkhISEFBASynoqLio48+cnR0vHfvXmNjIwDAyMgIZiCGBgcHVdmmEQRBEOT/d9bDhYKCAicnJwCAp6dneXl5cnJyQEAAAMDe3h426evo6ExMTMCNm5ubYcsB/JiZmeno6Egmk8PCwuRyOUw8fLRwR0fHvLw8uJyUlKSaqKm1tRWH3wnCgAAAIABJREFUw62urjY2NsL0izweT0dHZ3t7GwAQGRkJ54N+9uwZTOSnra19dNzA5OSkk5PT6uoqAMDAwGBgYEAqlTY1NXE4HG1t7a2trfn5eWNj47W1NR0dHblc3tvb++zZs8nJSTizQ3FxMcxL7ePjk5ycDMssKSkxNzdfXV2tqKiAs2MTCISjsySnpaXBRIcIgiAI8oqzHi6wWCwfH5+HDx+6uLiw2eyNjQ0KhYLBYL788ks4i09jY6OmpiZMmkskEj/99FPV64srKyuurq5eXl6wq8LFxeWjjz6ytrbm8XgKhcLNze3ixYtXr17NyMgAAKyvr9va2jo7OyuVSi6XGx4erq2tbWdnNzU1NTs7q6ur+8UXX+jp6fX09Ghpad28eZPP53t5eeFwOAAAnLdCNcU2AIBOp4eEhMBU0wYGBtra2hkZGYeHhzU1NVgsFovFNjU1yWSyvLw8fX39J0+efPfddzo6Ov/4xz+6urr6+vq++uqr5eVlOPkWnEF7Z2fH29tbU1PT2dl5dXWVwWB89tlnt2/fhj0OGxsbOBwORjNQT08PnIARQRAEQc5+uAAA4PP5o6Ojqk4EDofDZDKXlpZUQwtnZmbgtzAfsOqHMpkMZlCGyXo3NjYWFxdnZ2dhPuaFhYWlpaXZ2VnVTD+7u7vz8/Nw+eDgYHR0FM5VKBKJpqamVldXp6enuVzu2tra8vLy4eGhQCBQvVc5MzNzNHHy/v5+ZGQkHIS4sLAA+yNUWx6dDGlqampubm5lZWV2dnZ5eXl/f1+hUCwtLcEMwRsbG6pRnDweb3R0FKZG5nK5y8vL09PTu7u7AICSkpLq6uqjU2F1d3fDCRgRBEEQ5L0IF06vY1NZnoEdIQiCIKcTChcQBEEQBHkNFC6cEjKZ7I/QBqBUKn9qUmkEQRDk7ELhwu8wOzt7dHjgiWQyGYPB6Ozs/D0ZnScnJ/39/U9M0jw3N/czM26/cYeHh0FBQUdfqUAQBEHeA+99uNDc3AxHBf4G9fX1qtxKs7OzQ0NDr24jkUgMDQ0vXry4tLT0myvp4OBQVFQEANjf3z/6AgWsw29Lv/jy5cvfNofyixcvYF4HBEEQ5L3xHoQL+/v7DAYDvgIwNTUlEokEAsHs7KxQKBweHr5x40ZpaenRtxIgNpu9sLAgEAj4fP7q6urm5ubi4qJAINjc3JydnVUqlZOTk/Pz8zBJw/r6OoVCMTIyWlpagl0GIpGIwWDABFDPnz8/ml8ZALC9vc1gMIRC4eHh4fT0tEKhGB8fPzg4gN8uLCxMTEzMzc3BVzBaW1vd3Ny4XO7u7m56evrDhw8nJycPDw+VSiXcTKFQAADgmw5TU1Pr6+uwHKFQyGAwVC9u7O3tDQwMTE1NCQSC6enpBw8eZGVlwdMCAFhbWxsYGDg8PBSLxVNTU7AohULB4/FmZmbGxsZGRkZUxXp7e9fX16sOZ2Nj49UTiCAIgpwhZz1c2NjY8PPzMzEx8fLyWl5efvjwYXp6+srKytWrVysqKhwdHf/rv/5LQ0Oju7v72A/b2tru3r0bGxsbFRWloaFRUlLi7+9/69YtJyeniIgImUzm6en59ddfNzc3AwDS0tIuX7584cKF0NBQhULBZrOjo6NJJJKLi8vc3FxJScnRcGFxcZFMJpuYmISHh09NTd2+fdvMzOzZs2fR0dECgWBgYIBIJH777bc6OjpwQoqEhARfX18AQENDg5qa2ocffujg4ABfmKRSqV9//XVHRwcAwN/f/8KFC5cvX8bhcLOzs1wuNzIykkQiubu7z8/Pb25uenp6uri4XL58OSsry8fH58MPP7x//z7M8MhgMOzt7YlEYlZW1vj4+HfffXf58uXLly+XlJR0dXV99tlnGhoaBAKhuLgYRjARERERERGqIyosLOzr63vr1xJBEAR5Z856uJCfn6/K6lhWVpaUlASzOjo4OMAMRVgs9mhWg6NsbW2pVCqVSjU1NYV5FL744gsmk6nagEgkqpJAJyUleXl5weXe3t7z589TKJTbt2/n5+fX1NQcDReioqJg6iQbG5u2trbQ0FA9Pb3Dw0MCgTA6Ourr61tWVubu7q7KF6kKFwAAPT09xzJLEonE0tJSAMD4+LiVlZWnpyeZTA4ICJicnDx//ryLi8utW7eysrJYLJarq6uPj09bW9vCwgIAwMTERDX71MDAQF1dnYuLyxdffLG2tubt7e3m5kalUm1sbJaXl/X19cfGxg4ODnR0dOAIjGPhAoIgCHLWnfVwIScnB84Z4ePjU1xcnJSUBG/VFAoFPlhraWmpEhkxmcyWlhbYtg8AiImJoVAorq6uvr6+crl8YGDAxsbmaOFubm7wVg0ASExM9Pb2hsstLS1Pnz5lMplVVVVTU1MVFRUwP/TKygqLxYqJiQkPDwcA2NjYNDc3x8TElJSUAADwePzo6CiTybSwsMjIyFC9B9HY2Oju7g7HGfT19RkbGx+rQ3V1NQBgZmbGzs6ORqO5uLiEhoYODw8/fvyYyWRWVFTALFUDAwP19fVBQUGwi8TQ0FCV/XpqaiogIKC3t1dHR2d9fT0oKMjT09Pb29vOzm59fd3Y2BhGGFpaWjweTywW02g0NAEVgiDI++Sshwtzc3Nubm7Ozs4kEmlxcXFiYsLJyQk+RsPxes+fPzczM4MzO9jY2HzwwQeqFxCmpqasra0dHBxevnwJAKBSqefOnfPy8hIIBAqFgk6nX7x4UU1NraysDADAZDJtbW3pdLpSqVxbW/Pz8/Py8nJxcRkcHLSysvrqq688PDy++eabioqK2dlZOBUFjUYbGxv74YcfdHV1Dw8PMRhMaGiom5ubnp5eYGAgk8lUBS62trZwdgkWi+Xp6UmhULhcrkKhCA8Pv3jx4oMHD5qamsLCwgwNDYOCgmg02u3bt8fGxoKDg728vCgUytjYWGtr65UrV/z9/YlE4ujoKACgrKzM2Ni4qakJANDa2mpvb+/j43PhwgUCgXDv3r3Q0NCgoCAsFpuenm5jY2NkZGRvbw9noGhtbbWwsDh6kktKSlQNFQiCIMhZdNbDBQDA8vJyfn7+9PQ0/Dg5OVlUVFRXV6d6xaCqqgo+Pc/NzfX29qpu0mKxeH5+fnFxkc/nAwB6e3vr6upqamrEYrFSqWxsbKyrq6uqqlJNfj0+Pt7Q0ABbBba2tgoKCuB7Ey9fvqyrqysuLq6pqYF5ncfHxwsKCra2tsRicW1tbUtLi0wmm5iYGBoaCgkJwePx7u7uTk5OqncvR0ZG/Pz8YByztbVVVlZ2rA7j4+MMBoPJZG5sbGxsbDQ2NgqFQjabraoDj8erra0tLCxUpakGANTW1sLppgAAg4ODRUVFTU1NFRUVLS0t29vbm5ubo6OjdXV1ly5dsra2rqqqkslkcrk8ICDgWHAQGBgI5+tCEARBzqj3IFw4XSQSSWxsrKur6/DwsCpwAQCIRKJ3kqZpdHTUzMwsOzsbflQqlUKh8Ng2MpnsaFURBEGQMweFCwiCIAiCvAYKFxAEQRAEeY3THy7weDwrK6ujWYMQBEEQBHmjTn+4IJfLyWSyKjMBgiAIgiBv2ukPFwAACQkJoaGh77oWCIIgCHJWnYlwob6+3tvbG01bgCAIgiBvx5kIFyYmJpydnZeXl991RRAEQRDkTDoT4UJcXBzqjEAQBEGQt+ashAtw4igEQRAEQd6C0x8uCASCe/fuxcbGvuuKIAiCIMhZdfrDBalUOjo6yuVy33VFEARBEOSsOv3hAoIgCIIgbxkKFxAEQRAEeQ0ULiAIgiAI8hooXEAQBEEQ5DVQuIAgCIIgyGugcAFBEARBkNdA4QKCIAiCIK+BwgUEQRAEQV4DhQsIgiAIgrwGChcQBEHOBCUASqXyXdcCOatQuIAgCHIm9E3M0gsq3nUtkLMKhQsIgiBnQm3PgFkQmmwPeUtQuIAgCHImNPcP20Ukv+taIGcVCheQI3p6evb29t51LX4doVD48uXLd12LU2lvby87O3t1dfVdVwR5MzpHJhwiU951LZCz6kyHC1KplEgklpSUqNb09fXp6elFRESo1qyvr+fm5r6R3eXn58/Pz6s+7u/vW1tbNzU1/f6Ss7KyAgMDm5qajIyMbGxs8Hh8eHg4/Kq8vHx0dPTVn2xtbZmbm5NIJD6fr1q5sbFhamo6ODh44l46OjpcXV2HhoasrKzweHxmZuaJw6bkcrlYLD6xBC6XSyKRzMzMCATCixcvfu1hHhwcKBSKn/q2r6/vxDJFIpGXl1dRUdFP/VAikRweHsIFBweHysrKX1ux1zo4OPD09DQzM8Pj8c+fPwcA1NXVmZqaLi4uAgCCgoKMjY1tbW319fVbW1t/z44UCsXBwcHRNY2NjZ2dnb+ttKampkuXLq2trf2eKiF/EFX9zHvkoK8J9n5p+e+6LsiZdKbDBQCAm5ubk5OT6uP29nZaWtqjR49kMplq5Zt6utre3j56bwYAkMlkKpX6+0seGRlRU1MbHBy8fPlyWVlZdXW1i4sL/Gp3d3d/f//Vn4hEosbGxhs3bkxNTR1dj8FgEhMTX93+4ODA29u7rKxMIpHcvXuXTqeHh4dnZWVJpdJjW05PT/v7+59YT4lE0tnZef36dX9//5WVlV97mK6urmw2+6e+FYvFm5ubJ0Ywvb29Dg4OPB7vxB9mZmZWV1cDAJRKJYlEIpFIcP0bHEMuk8n6+voePXpEpVIXFhY6OjqoVGppaambm9vm5mZiYuKtW7f6+/sDAwNzcnJ+z45YLJbqLwrWn8fj/cxJ+3m1tbV2dna/pz7IuzUwMVPZ1l3f2d/QO3ibFEQrqBmaW7z5jJpU0dDYPVDb0dvY0c39if8LBPmVTn+4kJGR4ejoaGdnFxMTAwAIDw8vLS2VSqVubm7Dw8OdnZ2XLl2ytbUtLi6G2+/s7BgaGsK7YFtbm6mpqepxUyaT0el0KysrX19foVB4dC8NDQ1WVlaVlZVlZWVWVlYMBoPFYtnY2Pj6+spkMqFQ6OHh4eXlpWrJ7+zstLe3v337dmho6LEKDwwMeHl5vXz5kkQiLS8vAwCysrIcHR1HRkYAAEKhMDQ01NnZeW5uDn6k0WgmJib379/ncrl4PH5+fr65uXlnZ0epVAYEBDg7O29ubsKSmUymk5NTamqq6kZIIBCYTCZcrqqqsre3//bbb/Pz85VKZWFhIYlEIpPJMFrq6ekxMzODWxKJxJ6eHgAAFotdW1vjcrk0Gs3T03N/f7+rq+vHH3/829/+5uPjA2/P4+Pjjo6O0dHRqsDC2tq6t7cXABASElJSUpKQkJCSkiKXy0NCQkgkko2NTVVVlVgsdnFxGR8fX1hY8PDwGB0ddXV1/ctf/oLD4U5s/MjOzrayshoaGgIAVFZW0un0+vp6V1dXVYhAJpNVl/io2NjYCxcufPfdd3l5eQCAoqIiEokUFhZWUFCguhZtbW1OTk7wITsuLs7U1HRqamp+ft7T07Onp6e7uzslJSU/Px9eGltb28jIyBNDDVdXV9h4gMPhxsfHYbW9vb2HhoZsbGx2dnaamppEIpGHh0dnZ2dOTo65ufn09DQAIDc318rKSnUpMzIyiETizMzM/Pw8vEYODg7r6+tjY2M6OjoffPABmUxmsVgAgKioKHt7e1Wb1uzsrLW1dUhICAAgMTExJycnOzubTqe/WlWosrJSFTwhp44CgITaFuuoVOfEHNeUvEtGDq2MYQDAPddInYB4t+RcUnymT3zq6tb2u64pcjac/nChqKjoiy++KCsr8/PzS0tLS0hIwOPxCoXC1NQ0MjLy5cuXGhoapaWl9vb2sF9gaWnJwMAA3tvm5+dpNJquri4sKiIiIjg4uKioSFdX99jD8fj4+Llz53p6epqbmz/99NPBwUEymVxQUBAWFhYcHCyVSmtra7///vuuri4AwOjo6LNnz0pLSy0sLIKCgo5VeH19/cKFC1paWhUVFfv7+/n5+Xp6emQy+cmTJ0tLSyUlJeHh4c7OzgQCYW9vz8/PLzY2NiMjQ11dncvlPnjw4PHjxx988AFsM2hubr5z505FRQUAYHNz09DQkEwmYzCYsLAwAIBSqTQwMJiYmAAAdHZ22tralpaWampqFhcXDw0NGRoaBgYGmpqadnR0wA1MTU1hDW1tbZubmwEA+vr6y8vLaWlpsbGxjo6ODg4Oc3NzAQEBd+7cqaurE4vFAoGATqfHx8cbGhqqmhzMzMxaWloAAPHx8X/+858zMjKoVGplZaW/v//Dhw/LysqIRGJ7e7uZmVl4eDiHw1FTU6uoqKitrb1y5Up0dPSJjT0DAwMEAsHT0xNei7/97W9kMjkpKcnV1RXeuZ2cnGAvwDEdHR26urrm5uYDAwMAgLKysnPnzuXl5Tk7O7e2tq6vr3/++ec6OjoVFRVcLjc7O9vT07OwsNDe3p7BYOjp6VEoFCqVisVi6+vrU1JSrKysIiIiTExMjvUIQCQSqba2FgCAxWJhlPb8+XM3N7eJiYnPPvvszp07jx49AgAEBQVRqVQajaatrc1ms6uqqkgkUklJCRaLHR0dzcnJwWAwZDJZV1d3bGzszp07Xl5eZWVlDg4OU1NTMTEx165dKy8v5/P5SqWyo6NDXV09KSkJAMDhcGBYHBoaGh0dXVVV9W//9m9xcXG+vr7JyScMfxMKha6uru3t7a9+hZwKx/rtwoqqLlt63nQK0nH2EUkl76ZOyFl2+sOFxcVFExMTAEBDQwORSBwZGbG2tgYA5ObmJiYm1tXV0Wg0AICfn19CQgIAYHt728jISPXzjY0Nc3NzuGxiYgLv94eHh0d7K6CwsLDGxsYXL14kJibu7Ow8efIEAMBkMrFYLNzA3t6+r68PAFBTU2NpaQkAKCoqCggIeLXOlpaWbW1tcJlKpV6/fp1Gozk7O7NYLD6fn5mZSSQSv/nmm93dXX19fXj7JBAIHA7HwMBgaGgoMzNT1d9Mo9FqamoAADMzMxcuXPD09HR0dIQBBADAyMhoYWEBAJCdne3q6goACA4OzsrKgmtIJFJvb69cLgcAdHV1qcIFR0dHeB709PRWV1f39vYSExOtrKxu3LgBABgbG7OxsYFbyuXyiYmJ8PDwp0+fqs6qlZUV7E0fHBwkEAgAgISEhOTk5NbWVng2vL29S0pKMjIy4CASNzc3OFYRg8FwOJyfutCVlZW+vr5wGYfDbW1tra2tqUI9Mpl8YrgADxm2JQAA8vPziUQiACAgICA9PR0AYG5uDgMmWEhZWRkAAIvFjoyMBAcHOzs7e3l5OTo67u7u7u3t+fj4BAcHb2xsnDjGwtXVFcZJurq6k5OTAIC8vDx3d/fh4WFLS8uFhYXCwkK4pa2t7SeffAKXAwMDIyMjVYU4OjreuHGDRqO5urpKJBJnZ2c4NuXx48ccDufoXy+Mk+Lj49PS0gAAq6urmpqa8LSbmJhsbW3Bv8zS0lJV19VRSqWypKTEzc3tp044crqIFIrUpm5Nn2jegehd1wU5k05/uDA7O/vkyZPh4eGYmJjQ0FAmk2lhYTE6OkomkykUSkVFBQ6HGxkZIZFIlZWVXC63qqrq5s2bDAZDIpFwOJzc3Ny7d++Oj48fHh76+PgkJycPDQ2Fh4e/2h88Pj5ubGxsbm6+trbG5/MJBEJ/f392djaFQpHL5ZOTkw8fPkxISNjZ2WEwGLAOLi4uZmZmcJydCpfLvXPnTlpa2s7ODgAgKioKVjs5OZnNZufn58NulFu3bvX19bm4uJSUlLS3t9+4caOxsfHatWsMBgOWo1AoZmZmdHV1AwMDNzY25ufnzc3NmUxmTU1NdXX14eHhyMjIrVu3CgsL9/b2Ghsb7ezsRkdHDQwMQkNDW1pakpKSGhsbLSwsZmdnAQA8Ho9KpdbX1x8eHqqrqycnJ6empiYmJh4eHkZERAQGBvb391+7dm1lZYXJZJqamo6NjclksoODA2dn54KCgpycnIcPH+7t7U1PT6upqcXGxu7u7ubl5ampqYnF4qioKHd39+rqanNz85GRESKR2NbW9vz5c9gN8fTpU3jnNjMzKysrOzFiWF1ddXd3x+Pxy8vLq6ur33333cTExOzs7M2bN/f39ycmJohEImyff1VMTIyPjw/s9/H19TU0NJTJZJ6enr6+vvv7+3fu3MnIyICXOzIyMjQ0dGhoyMjIaGZmZmRkxMrKys7OLj4+XiwWh4WFtbW1JSYmUqnUY9dULpdPT09ra2vT6fTNzc3a2tqAgID29nY3N7f5+fmcnJxHjx7Nzc2lpqZWV1e/ePHC3Nw8KCjIz89PIBDk5OS4ubkNDg5GRUWtrq6Gh4dHREQwmczU1NT9/X0HB4ekpKSRkRE8Hr+/v7++vo7H4wcGBsRisVKpXFhYgANaV1ZWdnZ2jI2Nh4aG0tPTfXx8Wlparl27xufz8/PzcTjcic0hdXV19vb2v+S/DDkV2gdHiVHozQjkLTn94cLm5uZXX32FxWI9PDwEAgEAoKysDIPBYLHYZ8+edXV1GRkZ6enpxcXFKRSK3t5eDAajp6dHIBC2trZaW1u1tbX19PQsLS05HI5AIHB2dtbW1q6trYXP3EfB/v7S0lL4cXBwUE9Pz87ODv7Q3t5eV1dXU1OzqqoKAFBaWorBYDAYjJGR0fb2/9d32NfXp6GhoampCcf5i0QiGo329OnToqIiuVy+tbXl5eVlaGiorq6elpYGW5j19fVxOJyxsfGTJ09UDcsSicTV1VVbW1tTUzMzMxMA0NTUpKWl5eLisrOzw2KxTExM9PT0dHR02tvblUplamoqBoPR1dV1d3evr69/+vQpgUDIz88Xif7fs0hDQ4Ozs/PQ0JCurq6WllZsbCw8CTMzMxQKBY/HP378GI4PKC0tNTEx2d/fVyqV7e3tlpaWBgYGGAymo6PDxcVFW1tbW1u7oaEhLCzs/v37c3NzfX19VlZWz58/v3TpkqGhYXx8vFwul0ql4eHhGAxGS0sLDt9bXFw0MDA48a3IhIQEDQ0NbW3tyMjImpqa27dv5+XlCYVCAwODuro6Op0Oz8CJRCKRq6trZGSkXC63t7fX0tJisVg1NTX29vYdHR3a2toaGhqwE0EoFHp5eT19+rShoQEAIBaLMzIysrOz4XAKPz+/p0+f2traMhiMY2MXDg4OKBSKjo6OhoYGHMxYXFyMwWBgl4Snp6empqapqamGhsaLFy/IZDKBQBgeHtbR0RkdHT08PAwPD3/8+HF6erpUKhWJRD4+PhoaGvCNHltb25s3b+Lx+O7ubtVl0tfXX19fBwD4+/traWlpamrCgTs9PT06OjpkMpnP50dGRt65c4fBYExPT+vq6sJGpmMaGhouX76sGvuCnHYNfUPWYScMZEaQN+H0hwtBQUF//etf4dC899kbGeff0NDwU8/ov5NCocBisZcvX97Y2HizJfP5/Orq6redKv+dpOIfHx//+OOPHR0dT/z2WJV+Qw1ZLBadTj8xkkBOozbGkGsUCheQt+T0hwtTU1M9PT3HnuCRPxq5XD48PNzf3w9bgJBfYnd3t6enB75kgSA/TwmA4OBgm8NBc0whb8fpDxcQBEEQBHnLULiAHLG8vCwSiZaWliQS9CIWgiAIooLChXeBx+MVFRUdG13/RkgkkuDg4K6uLi6X6+HhAd/PhK93vtbIyIiDgwOHwykoKAgKCnonvfUIgiDIHxIKF37a3t5eVFTUWyp8cHDw1dQOb4S7u7udnd3BwUF2dvYXX3xBo9GOzmShkpiYuLW1pfook8n8/f1hwh+BQIDFYk/8FYIgCPJeeg/CheHhYTqdDl9qBwC0t7eHhIQwmUyBQADTJMzMzGRlZU1MTGRmZi4uLsbGxnI4nOXlZQqFcu7cuaioqN3dXQCARCJJSkpKS0tTKpUKhSIjI2NsbKysrOzVeY8KCwvDwsIiIiLCwsJenf9pZmYmPDwcZgve3t5OTk5eXFxMSko68fZcXl7e0tLS0dGRkZEBAJDJZElJSampqbBlYmdnJzIyMj///80os7KyEhsba2lpSSaT4RpjY2P4xl16evrU1FRRUVF3d7dCoUhNTb1w4YKtrS3MPA0AgDNLqd7OLyoq8vLyUlWDyWT+wiYKBEEQ5Cw66+HC0NAQkUiMjIxUU1Orq6vr7e11dHQMCwujUChDQ0NqamolJSULCwuXL19uaGi4du3ao0eP6HS6r68vg8GgUCiff/55SEjI7u6uUqkMCQmxtbW1srKCDfVkMvnDDz/08fGpq6s7ttPy8vK4uLj4+PjY2FjVlA0qMzMzJBLp7t27Mplsf3//1q1b165dCw8Pp1AoS0tLxzbOyMj413/9VxKJlJOTc3h4GBwcDOsQGhoqEAiCg4P9/f1NTU2zs7M5HI6bm1tYWBgOh6NQKOB/kkBPTU0pFAobG5uPP/44LCwMJj9OSUn5+uuvra2tYWpkAEBnZydMjgnBtASqj6OjozDPI4IgCPJeOuvhQlZWlrOzMwBALpdLJJKAgAA44w6RSGxubo6IiICzVz979mx6etrb2zslJQUAoK2tvbGxwWKxDA0NYTlyufzmzZvGxsbW1tZw5oKOjg5V+udjOjs7S0tLq6urS0tLX40AAABCoVA1zVVISIi3tzcAAI/HvzoT8c7Ozv379+HMVRKJ5OrVqyYmJtbW1j4+PjKZbHR0NCUlRVtb29raem5uDta2qakJ5jmGZcJJjOrr6w0MDAAAqmO0sLCAs1hBHR0dR8OF2tpaW1vbX3OmEQRBkDPsrIcLJSUljo6OAoGgurp6ZmYmKSmJRqPx+XyY0S8iIiIxMZHH48HUhzY2NnCm4ydPnkxMTKyurmKxWBaLpVAoZDKZgYFBf38/bNIHAOTl5VlZWYlEoleHBMbFxdnb27u4uNjb27+aPwqmZ/7xxx/h1ANOTk5wRmk9Pb2urq6SkhIqlaoqc2Rk5PHjx3t7ewqFQiQSYTCYgYGB6enp8vIQ31/IAAAgAElEQVRyOOV0SUnJixcvjIyMpqenTUxMuFxuWlqaqampQqHY3d198uRJZ2enQqFIT0+HrQUUCiU8PBwAYGlp2djYqHoDYmdnh0KhwCYEhUJBpVLhqYDkcvlbGmmBIAiCnAZnPVzg8XhRUVG6uroeHh67u7tcLtfX11dXVzc6OlokErHZbBKJhMFgvv/++6dPn167ds3W1lahUBgZGQUGBspksrKyMh0dHTg7ZX9/Pw6Hw+Fwvb29CoXC3Nz86tWrTk5OqiTKv1BPT8+TJ0+uXLkCM/veu3cPi8VKpVIikejv7+/j43P9+nXVDEbBwcGXL1/G4XArKytKpRLWAYvFdnV1SaXSqqoqIyOjJ0+efP/998PDw1VVVXp6empqampqaj09Pebm5t99992TJ09gJPTDDz9sbGykp6erq6sfHBzMzc3p6uqqcloDAAoKCohEolgs7u/vNzAwEIvFqq+eP3/+9kZ9IgiCIH94Zz1cAABIpdLV1VXVze/g4GB1dVX1EiOfz9/Y2OByuSwWi8PhcLlcAIBIJIILAIDNzU3Vxtvb23BeKKVSub+/z+FwWCzWr33h8ODgYGtri8vlbm9vi0Sivb29vb09pVIpFov39/elUunR2YB4PN7e3t7W1tbROhzN07y5ubmzs7O3twc32NjYYLPZ+/v7BwcHLBZrf39/e3tbKBTyeDwOhwNn2uRwODAcYbPZfD5fVZRCocjNzWWz2ZWVlccyCXZ1dcF5LxEEQZD30nsQLiAIgiAI8vugcAFBEARBkNdA4QLyW7HZbNi18a4rgiAIgrxt71+4IBQKe3p6VGMJ/4DW19cHBwffRsl7e3ulpaUrKys1NTXl5eVCofA3F9XQ0BAZGcnj8fz8/F7NLYEgCIKcLe9BuNDQ0DA7O6v6qFQqa2tr5XL5ry2HxWKVlZW90aqdbHt7u7m5+W2ULJFIbt68mZmZicFgbt269ZvnklYoFAYGBsPDwwCAgoICEon0RquJIAiC/NGc6XBBLpe/fPny3r179vb2TCZTqVSur6+Xl5cvLi4CAPh8fmtra2tra1NTE5vNhj/p6ek5+tj98uXL8vLyycnJxcVFX1/fK1euNDY2wpcsxGJxZWVlR0cHAGBsbKypqampqWloaAgAwGAwmpuby8vLx8bGjlXp4OCgoaGhqqqqurq6uroa5l86amJiorq6emdnR6lULi8v9/b2cjicFy9evDoflVwub2trY7FYvb29cL9cLresrEyVqHFzc7O4uHhiYgJ+XFxcrK6uxuFw5eXleXl5MPuCyvDwcHFxMZfL5XK5HR0dPB7vxYsXPB4Pftva2trQ0NDX1wdfA8nLy6PT6TDNFJ/PJ5PJR+ObsbExmDYbQRAEOSvOdLgglUoDAgI+++yzmzdvlpSUAAAGBgY0NDTU1dUVCgWLxbp+/fqlS5cuXrzo5+fH5XJfvnxpbW1tYWHh5+cnEAgKCwstLS0tLCyePn3a1NSkoaHx0Ucfubu783i8g4OD8PBwGxsbS0vL5ubmmJiYTz755OLFi9ra2kNDQ1Qq9ZNPPnn27JmdnV1/f//RKnG5XD8/PwqF4urq6urqury8fKzOFRUVV69ehc/rPT09586dMzc3t7S0TEhIOBYxHB4empiYXLlyxcHBITs7m8fjBQUFmZmZWVlZtba2wpzQZmZmdnZ2Y2Njm5ubTk5O1tbWX375ZU1NTUZGRlBQkKqorq6uZ8+eGRkZhYSEjIyMfP3114aGhjY2NqGhoUKhMC8vj0wmf/LJJ7a2tjBcCAwMTEhIUP2cTCZnZ2erPhYWFh5tzkEQBEFOvzMdLkBubm4wZwC81XE4HH19fXjrpdPpXl5efn5+1tbWY2NjJBLp5s2btra2Ghoa+/v7Q0ND5ubmaWlpsG9+eHjYysoKlikWixkMRmZm5vXr101NTdfX152cnPz8/KhUanBw8MjICEyhmJ6e7ubmdrQyh4eHTCZzeHh4ZGRkZGTkxNEDLS0tdnZ2cBmDwWRmZkqlUnV1ddWzvkpjY+Pdu3fhU/7c3Nz58+dtbGzU1dVjYmJEIlF7e3tYWNj58+dTUlJqampgMmw/P7+ioqLMzMzg4GBVOUQiMScnBwBgaGg4Ozvr7OwMgwkcDre0tOTh4VFZWUkkElUjKgICAmAmSohMJmdlZf3W64MgCIL88b0H4YKjo2NhYSH4n3BheXkZg8HAlMYBAQEUCoVKpVpbW4+Pj1MolNTU1KWlpaKiIoFA0N/fz2QyExISUlNTFQpFV1cXgUCAZYrF4oSEhLy8vKKiIhsbm7m5OWtrayqV6uLiEh4ezmAwbGxsAABJSUlH53UEAHA4HFtbW0NDQyMjIwKBcHTWBpXq6mrVfA0EAmFmZmZvb09bW5vP5xcWFh6d0aqkpMTJyQkuT0xMaGpqLi4utre3d3R07O/v+/r6NjU1+fr6JiQk1NbWwmkq3d3dCwsL09PTAwICAADd3d1sNptKpaalpQEA8Hj81NQUmUyGs1dgMJj19fXm5mYjI6OjOaEbGhp8fHxgOsutrS0nJ6e3NDYTQRAE+WN4D8KF4eFhDAaTlJQEAOju7lZXVz9//ry5uXlvb++9e/ciIiIiIyOfPXtGoVCYTOazZ8/09fWjo6PFYrGlpeWDBw+srKzS0tIUCoVAIPD39zc2Noa5FxMTEy0tLbW1tS9fvvzo0SM7O7vIyMjo6OiHDx/W1dVdv34dj8fb2dnBGZ5+uYKCgmvXrl24cMHHx6e9vf2///u/aTSaRCK5fv16fn7+rVu39PT04JaHh4dGRkYff/yxi4uLWCwWi8VxcXFYLNbKyorBYOzv73t7e5uZmd26devevXuzs7Pe3t4YDObq1av379+/e/futWvXjI2NL1y4MDAwMD8/b21tra6unpCQMDY29umnn8J2FA0NjZiYGBwOZ2ho6O3tPTg4qEphaWpq2tTUpFQq4+Li4BRZKjExMa9O240gCIKcZu9BuAAAmJubW15eViqVe3t7IyMjc3Nz4+PjHA5nfn5eIBAIBAI2m72wsAAAWFhYGBgYgG0PbDZ7eHj46J1PKBSOjIzAjgylUjkyMsJkMufm5kZGRnZ3dwUCgVAonJ+f9/Pz+/jjj8vLy9fX139tVdfX18fGxmZmZmZmZnZ3d6empuCMFSsrK1tbWzs7O6pRmQqFYmFhYWpqanJyEr7oIZFIGAyGag5MgUAwODg4NTU1OzsLs1YPDAzMzs5OTU1NTU3NzMwMDw/Pzs7Cw1ldXe3v75dKpWKxeHJyEp6Nzc3N9fV1Pz8/CwsLIpHo5eWlyqU9Pj4eHx/P5XIjIyO3t7ePHkJAQACDwfi1B44gCIL8gb0f4cL/soyMDE9PT3jHPQMkEklMTIyfn9/GxsbR9QqFQqlU/pEzWCAIgiBvCAoXEARBEAR5jdMfLqAHXARBEAR5y05/uMDn8zU0NIqLi991RRAEQRDkrDr94YJCofD29vbz83vXFUEQBEGQs+r0hwsAgNjY2NDQ0HddCwRBEAQ5q85EuNDZ2UmlUre2tt51RRAEQRDkTDoT4cLIyIibmxvMT4AgCIIgyJt2JsKF6OhoOp3+rmuBIAiCIGfVmQgXwsPD/f3933UtEARBEOSsOv3hAo/He/DgQWZm5ruuCIIgCIKcVac/XJDL5Ww2G058gCAIgiDIW3D6wwUEQRAEQd4yFC4gCIIgCPIaKFxAEARBEOQ1ULiAIAiCIMhroHABQRAEQZDXQOECgiAIgiCvgcIFBEEQBEFeA4ULCIIgCIK8BgoXEARBEAR5DRQuIAiCIAjyGihcQBAEQRDkNVC4gCAIgiDIa6BwAUEQBEGQ1zjT4YJSqZTL5UfXyOVyiURybBuZTPYLC5TL5ccK/KNRKBQKheJnNujo6BgeHj665tgRKRQKpVL5U9+qVv78XqBjJ1ahUEil0p/ZXqFQiMXi1xb7e7z27+EXkkqlZWVlQqHw57eJiopqbGz8DeUjCIL8wZzpcEEikZiYmKSmpqrWdHZ2Pn361N3dXbVmbW3t6AY/r66urqGh4cSvRCIRj8f7PbX9nXZ2drBY7NOnT+/fv5+SknLiNrOzs+bm5kNDQ0ZGRgYGBi0tLffv33dycjp6Xx8bG8PhcOXl5aWlpV5eXnQ6/dVyGhoampub4bJYLOZyua9uo1QqHR0dQ0JCVGuYTKaWlpa1tfWJd2iBQEAmk/X09DQ0NFZXV3/Vsf9CIpHIyMgoNzdXtaa7u1tdXf3o38MvpFAooqOjg4ODf2abtbW1S5cudXR0/Ja6IgiC/LGc6XABABAZGWlvb6/6KBQKW1pa1NXVDw8P4ZrDw8O9vb1fWBqfzxcIBCd+lZubGxoa+jtr+3usra1FRETg8XgXF5f8/PxXN1AoFPHx8cnJyQAAGo32z//8z0lJSf/0T/9UWlp6bDNTU1NXV1d3d3cCgdDf3/9qUQKBQHUeKisrfXx8TqxSfn6+vr6+6qNYLO7v7799+/bOzs6xLdlstqenZ3V19erqqr+//9zc3K859F8hKCjIyclJ9VEoFLa2tj558uQ3tDFsbm7a2NgsLCz81AbLy8t4PP6XNMMgCIL84Z3+cCEmJkZPT8/Y2Njf318qlXp5eSUkJIjFYjMzs/b29s7Ozs8//9zS0jItLQ0+Q29sbBgaGsJW8YaGBhwOl5iYCIsSCoUeHh54PN7U1PTVGIJOp+vr63d3dwMAUlNTKRRKVlYWkUgUCoW5ubmXLl06f/48nU5/tfVeJpPl5eWZmJhoaWn19fXJ5fK4uDgCgfDixYutrS0CgYDD4TAYTG9v79zcHA6Hw+PxxsbGAwMDAIDV1VVHR0cikbi4uAgAoFKpkZGR4eHhdDpdqVROTU05Ojr6+PioamtnZ9fV1QUAUCgUNTU1BAIhKioKHiyXy8VisfBWnZmZ+R//8R8pKSl/+tOfXrx4YWJi4u3tzWAwtLW1ExISQkNDfX19fXx8yGTy1tZWbGwsjUZLTEz08vJSKBR0Oh2Hw8Hq5efn//DDDx999JGvr69UKpXJZHV1ddbW1hEREVKpdHR09Pz582ZmZqo68Hg8HR0dWAepVJqZmeng4PDy5cumpiZra+ujJ43P57u4uBAIhOnp6b6+PiwWi8PhTExMtre36+rqdHV1jYyMHBwcWCyWQqHo7e21tLT08/MTCoU8Hs/CwiI3N5dEIlVWVkql0qKiomfPnqWkpBweHlZXV3/22WeWlpbp6enw74HFYhkYGMBOEIlEEhUV5eDg0NPTc+w6NjQ02NjY1NTUVFdXUygU2ETh6+sbHx//U3+ZIyMj1tbWb7t7BUEQ5H/F6Q8Xamtrv/vuu76+vsjIyNjY2Pz8fENDQ9gSHhYW1traqq+vPzAw4OTkVFlZCQBYWloyMDCAd6/t7e3k5GQdHR1YlL+/f1xcXE9Pj5OT08bGxrEdzc7OmpiYhIWFAQCGh4f/9Kc/hYWF5ebmenp6rqysODs7GxsbT05OHu34h168eGFvbz84OEij0To6OsrLy93c3BgMhq2tbWdnp6Ojo6ampo6OjqOj48jIiIaGRmBgYG9vr7m5+ebmZk5OTk5Ojp2dHXxMr6io+D//5/+kpaXNzc1xuVxtbW0SiYTD4VRPzM+ePWtrawMADAwMmJub9/f3e3t7w74JGC6wWCwAQGJioqmpqY+Pj4mJSXNzc1BQEJVKnZ6e1tTU7OvrI5FI5ubmNBrtwYMHbDa7v7//X/7lXyIjIycmJpRK5czMjLGxcUxMDABgeXnZx8cHg8GMj48rlcrNzc3o6Ojs7GxNTc2kpKTh4WENDQ0Gg+Hp6ZmRkQEAYLPZ2traMFzIzc398ccfaTSaurp6cHCwi4vL0ZPm6emZmJjY3d1tbW09NTWlqampp6eHxWKpVOr4+PiVK1eqq6uLi4uJRCKHw4mPj8/JycFisZ6engqFwsPD4+9//3tdXR2LxZqZmYmLi0tPT3/w4EF5eXl1dbWhoeHAwACZTC4rKwMArK6u6uvrw5t6YmKipqaml5fXnTt3pqamjtZnc3NTS0vL2dmZQqE8efJkfHwcAECj0eLi4n7qLzMmJiY7O/vVvwcEQZBT6PSHC3Nzc8bGxgCAuro6JyenwcFBKysrAEBOTk5SUlJ9fT1sKvf19U1KSgIAsFgsIyMj1c9XV1ctLCzgsqmpaWdnJwDg8PDwxPGPiYmJ8Glyf38f3r/7+/vNzc0BAOnp6f7+/ifWMC0tzc3NDS4fHh7S6fSoqCgAgK2tbVNTU15eHpVKpdFoNjY2U1NT7u7usLdbU1NzeXl5fX09JibG19f37t27AIDp6WlVbVms/9veeX+1eaV5/G/Ys7s/zNkze3azk0xmJnHcY8Z27MQ7SVw2GIzpEi0UFSSEEE3CFMkYi24wNtU2xfRqig1Y9CaJXixEESCaUAEECIHK3R/uOe/hUOzUScD385OE3vfVfa+E7vc+97nfR2ZiYsLlcrlcbnFxMfwjjUaD0YXa2lpXV1cAQHp6enBwMABgbW3NyclJKpXC1vr7+wcFBfn6+jY3NwMAWCxWQEAATOMoLCw0MzPz9/d3dnY2GAyLi4uwhzFSU1Ox9IjCwkLs7nQ6XVNTU3x8vKura0RERE9PD5VKhf3G4XAAABqNxtbWdmNjAwAQFRV19erVR48excXF5ebmwiMBAJubm3q93sHBobu7G/bD/Pw8h8Nhs9lsNptEIikUiu+//16v1y8uLpqZmel0uu7u7ri4OBqNRiAQAAD5+flYVoFWq62rq3vw4IGVlVVmZmZ5eTn8mMLDwx8+fAgAUCgUTk5O8OCgoCArK6uHDx9GREQoFIpdnyOLxWIymSwWy8vLCy5esNnstyS+jI2NOTk5aTSagw5AIBCIw8PhlwuTk5PXr1+vra3lcrkpKSkikYhCofB4PDc3NxKJVF5ebmpq2tjY6OPjU1tbq1AoMjIyzp07V1FRsbGxMTc3FxcXd/HixdevX29tbcXHx8fExLx69YrD4SwuLu56o97eXrhSMDo62tHRceLEiYmJCT6ff/nyZaVSWVVVRaVSOzo69s4m6+vraTRaQ0MDHEFramr8/f15PB6NRmtvbycSib6+vv7+/jgcrri4mMVihYaGvnr1ytPTUy6XP3z4kMPh1NTUnD59WiwWw+B/Y2OjVqtVKBRUKrWxsbGkpCQ/Px8AIJfLv/zySyho+vr6iETi69evg4KCsrOzYUuys7Pv378PACCRSBQKxc/Pz83NDY6sDQ0NDg4OcrkcAKBWq52dnT08PGAOREVFhYmJSXV1tVqtBgD09PTAdYH+/n4AAI/HI5PJLS0tUFgQCISysrKwsDA7O7vGxsZvvvmGx+OxWKz8/Py1tbW8vLyTJ0/m5OSo1erc3NzQ0NDu7u7Hjx+PjIw8fvz44cOH9fX1oaGhCwsLsbGxcXFxNTU13t7e/f39t2/fZrFYgYGBZmZmQqEQh8Pl5eU9e/aMxWKtrKzAhaHExMQvv/xSqVT6+PjY2NhAtTE6Ouru7l5fX0+hUCgUSn5+vpmZWWNjI4PBqKmpUSqV8Pvw4sULjUaTkZERFRXF5/MTExP3pls2NTURCAQymVxQUAAAmJiYcHd336sqdn4zHR0dUXQBgUAcCQ6/XBCLxSdOnPD09IyNjYU/zc3NzSQSiUwms1gsoVBIp9OJRGJeXh4AQCgUEolET09PCoUik8na2trgUwaDoVQqAQDh4eEEAqG7u3tvhlpCQgKJRCKRSNnZ2VVVVe7u7nV1dSsrKxQKBeYDPn36lMPh7JvaVlZW5u7unpWVBYMWT58+dXd3b2xsXFxcpNPpPB6vrq7u6dOnGRkZnp6eN27c8PLyGh4eBgCoVCo2m00mk0kkUk1NTXp6OpFI9Pf3h60dHx8nkUhMJhPmLvT09Hh4eMTGxsI3bWhocHd337lLQiqVUqnU1tZWJpNZU1NTW1tbWFgYHBy8sbGRnJwMoy8AgPX19cLCwrKyMjjiwjelUChwgSY+Ph72A5bzUVJSwmKxtra2DAaDQCDw8vIik8kMBkMoFDKZTCKRCKfgYrGYTCZTKBQSiTQ6OgoAyMzM9PDwKC8vh9eJiory8PBoaGgwGAzb29tsNptAIExPT3d2djKZzObmZh6Pd//+/dLS0v/7v/9zdnZmsVirq6sGg2F0dJROp8OLd3Z2stlsIpEIvw86nY7H41GpVDKZHBwcLBAIaDQakUiEQ353dzeBQIDfBxh3efDggYeHR1tb294cFKVSWVJSUlZWNjU1pdfruVzuQTtQIPPz82fOnKmqqnrLMQgEAnFIOPxy4e7du8ePH983gf/QIRaLjx8/7ufn9+u9hUgk2pXMv7i4aGtr++WXX/62G0F/OCUlJX/729+eP3/+G7ZBp9O1t7e/3YRDr9dXVVVByYVAIBCHnMMvF5aWlubm5mCc/LAD10dgNuI/je3t7YmJCbgMcShYXl6em5uD8RUEAoFA/FM4/HIBgUAgEAjErwySCwgEAoFAIN7BeyAXNBpNdnb2QasVW1tbB+WuG41GrMZBeXl5QEAA3AGI8eLFi131FyCxsbHu7u5dXV1hYWE0Gm2XiWFPT4+Dg0NCQsJPuZm3otPpoFul0Whks9lZWVk7X93c3MzJyfn5CQrx8fFOTk5wWwQCgUAg3g/eA7kAAJBIJAcVNwoJCTlo2X5paSkkJAQ+HhwcvHjx4sLCws4DZDLZvufGxsZeuHBhZWWFwWDcvHlzl6/fwsJCcnLy1atXf3G/v8rKyszMTKwNdnZ2uw54Sz/8cPh8PjQnwP6C6S20aRCBQCCOKEddLkxOTvr4+Dx58gQAoNFoOBxOS0sLl8ttaGhQq9WBgYEffPCBk5NTT0/PrhNhDOCDDz4IDAyE4QEikfj8+fOQkJCNjQ2DwRAbGxsaGjo/Pw+PHxwcDA0NpdPpTU1NSqWSzWZ3dnbGxsZC06Sqqipvb2+sPBV0edre3p6fnw8KCpqZmYGnw1pNaWlpTCYTuj7vpKGhgUajsVgsb29vTBZg5ObmXrhw4eTJk3DXIp/PJ5PJ6enpGRkZAICpqSlvb+8nT57AZH6DwVBaWhoYGBgcHLzLv3JsbMzPz+/p06ctLS10Or2iokKj0XC5XDabjeVgJiUlQbmQl5cHt1M+ePAA1p4QiUQBAQHPnj2DRxoMhsLCwn9y8iYCgUAgfmmOulyQyWTJycmXL19WqVQ6ne7777//5JNPsrKyGAxGc3NzUVHR+fPnIyMjJRLJrhMlEgmXyz1//nxeXh4M4F+9epVMJiclJYWEhOj1+pqamitXrhQWFsJ3oVKpTCbTz88vIiICABAXF0elUmF1q97e3vDw8LCwMCsrKx6PBwCQSqX29vZbW1vLy8umpqY5OTmzs7Pnzp0bHBxMT093cHBgMBh2dna7LIDGx8crKipevnxZUVGxd3teW1ubg4ODubl5Q0MDAKCnp+evf/3ro0ePmExmaWmpQqFITk6+cuUKHLmbm5sdHR3Dw8PxeDx0ddzZYydPnnz48OH09PRf/vIXGLGIj4/39vb28vKCEZGYmBhofgw7wWAwREVFOTo6Li0t4fF4BoNhY2MD3aKMRmNXV9dh2aKJQCAQiAM46nIB4ujoCI2MUlNTg4KCAAAMBuPly5cAADwef9BixPT0tIODA3xsMBhsbW0lEsnCwgJWYyIsLAy6L+v1+ra2NiqVmpubCwfUyMhIBoMBjY03Nzfr6+vZbPaZM2dgaSK5XO7g4AAn+uHh4XAuTiaTR0ZGyGTyt99+Cx0Md1W/FAqFMTExjx49io2N3df8Jz09HauK2dHRgcfjAQBpaWl3796Ff/z+++/h/kOtVpuRkeHj48Pn87HinBjZ2dlZWVmDg4N37tzZ3NyUyWSpqanu7u5fffUVND9OSEiAlS1XV1fhksfAwACDwZiamvrLX/7CZDLJZHJZWdkP/nwQCAQC8TvnqMuFjY0NPp9/5cqVlpaWtbU1X19fOp1uNBo9PT2hiaGbm1tlZeXy8vLec8fHx/F4/NDQkE6nW1hY+Oqrr4aGhiYmJr799lu5XA4jBBEREUtLS7Ozs1wut7+/38/Pr6ioCAAgFoudnJzgoD4wMEAkEqGe4HA4arWax+P94x//6O3t1Wq18fHxUVFRIpHo6tWrdXV1HA4nLS1tdHQ0LS0Nrk1gCAQCOK2PiYmprKzc22BYIXNqagoAkJuba2pqqtVqExMTqVSqWq0WCoVff/11Y2OjRqN5+fLlkydPeDwekUicm5srKCgwNzfHskHX1tYIBIKLiwssyhUXF8flcnt6eq5cuTIxMTE/P+/l5eXn5wfND5ycnIaHhzMzMy0tLQcHB2ENyZqamurqang1tVr9djsjBAKBQPzuOepyYWRkBIfDmZub43C4jo4OIpFobW29trb29OlTWI5oYmLCzs4OrhHswmg01tbW2tjYKBSK6urqixcvPnnyRKPR2NnZVVZW3rt37+bNm6amptnZ2XCSbWVlFRwcPDs7C09PSEiAqwmrq6upqamwGT4+Ps3NzTY2Nrdu3cLj8ZOTkxsbG8HBwTY2Njdu3IiMjFxZWfHz87OwsHjx4sWPHWU1Gk1ERASLxTIajXfu3Pnmm29GR0fb29vxeHxbW5uzs7O5ubmVldWbN2+ampquXr2Kx+MzMzO3t7efPXt2/fr1nUsGPB4vKSkJxhKGh4cZDAYOh7t27VpZWdnDhw9NTU1v3rwJi3O2t7fDAtympqaDg4PNzc1mZmZYSU+dTufh4SESiX7i54dAIBCI3wVHXS7s5C0J/G9J6X/LNst3XnYnWC2JnccfdO7P2WKw89x9r4893re8xTsvu7f9b2m8wWAoKys7RJaRCAQCgdiP90kuIBAIBAKB+EkguYBAIBAIBOIdILlw5Njc3JyZmcGeqtVqzBzi94xUKtVoNAe9OjU19aOWThAIBALxi/IeyAWtVltRUbG+vv5zLsLj8VJSUnXdMG0AAB2mSURBVH6gJeLz58+joqJ6e3vT09Pj4uJ22SeMjIyEhISUl5f/nPYchF6vj4yMxIo7r6+vBwUF1dXVzc/P3717Nz4+nsPhjI6OvuUK4+PjSUlJw8PDg4ODFRUV0HxpF3w+f6+x1S6MRmN6enp9fT32F4lEEhYW9vz5831TOIuKisLDww/q4ZiYGMz66Uchk8k4HE56evrPt7NEIBCI95j3QC4AALq6ug6auT569GjXfkWM5eVl6DUEAGhra/v88893mUDvpK2tDVMAd+/ePXPmzNzcnLu7+9dff72rXIVEImGz2deuXYP7Dn5ZRkZGnJycMCuFpqYmDw8PAIBMJouLizt+/HhERIRUKt17YnJyMrR5mJ+fv379ekhISGhoqI2NDTSK2MXU1BSmOXp7ewsKCvYeYzQaQ0NDMeMKeOWoqKgLFy5AD4xd6HQ6R0fHg1SIRCJxcHD4CXZPSqUyKSnp73//+86ICwKBQCB+JEddLszPz6empkKjw83Nzdzc3KmpqaKiouHhYa1Wm5aWduzYsbCwsLGxsV0njo+Ph4aGHjt2LD09HeoJMpnM4/FycnJgVHx5eTktLQ1KhPb2disrq2+++ebly5dGo3F8fPzOnTuzs7NJSUkvXrwAAPT29iYnJ/f19cGLr6ys4HC4ra0thUKRmZmpUCgmJydzc3NhCKSmpiY9PX3vmAovkpqampycjPlJ7yIwMBBzcDIajSQSqaurC3vq4uKyubmp0+lyc3Onp6fz8/PFYvHm5mZ6evqJEyc4HM7ExAQAICwsDMoFOp0uk8lev37d2dkpFAqLioqMRmNVVVVOTg4MmXR2drq4uFy6dKmiokKn0wEAZmdnU1JSYFChr6/vypUr6enpLS0tsA1bW1vW1taYJzSfz09NTcU6v6GhgU6nY/dSWlqanJwMLTGMRmNKSkpsbOzeW25ra8vMzOzr6+PxeM+ePZubm1MoFCkpKTu7yMHBYXJyUq/X5+XlicXi5eXlzMxMKP46OztTU1PHx8fhkTKZrLGxcd++RSAQiPeYoy4XpqenmUzmhQsXVldXtVqtpaXl6dOno6KimExmV1dXdHT0sWPHvLy8BgcHd504ODhIpVKPHTsWHh4Oh8br1687OzsHBwcnJyevrq5GRUWx2WwikZiXl1dbW/vdd9999dVXmJiIi4uj0Wje3t4AgP7+/sDAQC6XSyAQ4OANLZ62t7dVKtUXX3xRWFg4NTX12WefDQ0NVVRUEAgEf39/BoOxSzFAm6b4+PjY2Nh9bZoAAB4eHpipM3SixMIAKysreDx+aWlJo9FYWFicOXMmMjIS9kNUVNTx48dpNNrw8DAAgE6nBwQEsNlsZ2fnhYWFnJycP/7xjz4+Pk+fPjUYDPn5+ZcvX4aVKWpra62srM6fP5+RkaHT6WQyWWhoaEREhIeHR11dXX9///nz57lcrre3NxyD5XK5paUlrMHR2NhIJBJDQ0Pd3NzevHkDAOjr63NycoKtzc3N9fHx4XA4YWFhsB+ysrKYTObeW37+/Pkf//jHnp6emJiYv/3tbz09PVwuNyIiws3NDSqn7e1te3t7iUSi1+vt7OyCgoJWV1cvXbpUXFzc3d3t4eERGhrq7u4OvwOzs7PQnAqBQCAQOzjqcgECh0kAQHJyMnRn8vX1hbaDDg4Ou2osYUxNTWGxdL1eb2Zm1tXVtbCwYG1tvbW11d/fn5qaamFh4ejoCADIysq6d+8edu79+/cZDIanp6fRaFSpVM3Nzffu3Tt9+jSM7S8sLOBwOLgYce/ePVgBi0AgDA0NUSiUa9eu0el0Z2fnXbH3ycnJqqqqurq6qqqqfQtnAwBcXV1hUSsAgMFgsLa2xubN6+vrjo6OcGaflpYGFyk8PT2hGbazszNWaPvu3bvfffddUFDQP/7xj83NTYVCcf369cXFRexdHj16BGtGAADKyspYLBZ8rNFourq6EhISvv32Wzab3d3dTaFQ4PHQiHp5ednKygoO/3FxcWfPng0ICLh9+/bIyAgAYGBgABpXAwAcHR35fD4A4Pbt2zD8kJOTExAQsPeWV1dX6XT6/Px8dXV1TEyMXq8XCASwDdDw22Aw4HA4aHb5/PlzeJHo6OjS0tLs7GzYBgsLi4GBgX27FIFAIBBHXy7o9frZ2VlTU1OxWAwA4HA4cNyiUCiwOhQOhxMKhTCQvguRSGRrawuD4Wtra+bm5nNzc2NjY7du3VpdXeVyucXFxVVVVba2tgCAp0+fBgYGYjWpOzo6XF1doTgQiUTe3t4ikcjPz+/BgwcAgOHhYTMzMzgAh4eHP378WKPRWFpaCgSCwMDAZ8+eLS4uYqWtMOrq6ggEgo+PD4FASEtL2/d+c3NzIyMj4WOj0ZiYmAi9rvV6vVQqNTc3h/0QHh4O+8HNzQ2WvXB0dOzt7YX9IJPJHB0dyWQyrGbZ399vZWWlVqth4ESr1YaGhnK5XJg8WFRU5OXlBVNDlEqlv79/Q0NDRkZGQEBAV1cXDofb3NyMjo6Oj48HAEgkkmvXrkEFEx8fHxISolAoioqK4FgeFxcHlRMAgEQiVVVVra2t2drazs7OarVaFouFLRNERUXtTKqorq6mUCgkEkkuly8vLzOZTNgGGo0G5drNmzehwMrJyfH19dVqtX5+fjk5OVlZWWFhYQqForCwELbKaDSiLRgIBAKxh6MuF0ZGRqysrM6dO2dpadnV1WVra/v111+vrq5GR0fDiWx3d7eVldXOBH4MrVZbUFBgY2Mjl8urqqpOnTqVkpKysrJy5cqV6urquro6V1dXMzMzExMTgUCgVCpZLJafnx+W9h8QEADjFgsLC1wu183N7fLly66urq2trebm5iYmJjY2NrBmla+vr729/blz5+7evSuVSr28vOzs7HJycjDx8cNZXl7G4/FwTQEAMDk5aWtrOzc3Nz4+bmlpaWJicvv27ba2Nmtr62vXrq2vr3M4HBhB6erqsrS0hGbYKysrYWFhERERMJjP5XLPnj1rb28/PT0NAAgPD798+fKVK1egCfTy8nJERASFQtna2lpbW3v27Jmrq+u1a9euX79eX19/7do1e3t7JpMpk8lEIpGlpeXnn39uYWEhEongygUOh4uMjFQqlePj4zY2Nlhag1gsdnNzs7a2Li8vh/U/YVgI8r//+79kMhl7urq6evfu3by8PKPRuL6+npWVBdvw9ddfd3V1ubu7m5iY3Lx5s62tTaVScblcPB5/6dIluNQSFhaGw+GioqKg9WR/f7+/v/+P7XYEAoE46hx1uQBNCGBFqLW1NblcLpPJ9Hq9VqvFoutSqXTX5gUMo9E4PT2t0+nUavXi4iKMoisUCriJYHp6enZ2ViaTwadqtXrnuoZGo8HmqRqNZmJiYnFxUaFQqNVqqVQql8tnZmbgeoRKpZJIJEtLSzBJQi6X7y2o/cPp7OyEAQNIbW1tfX29TqeD/TAzM6NWq7F+2NzcXFxchLbNsIvgXW9ubm5ubm5vbxuNRqVSKZPJZmZm4NOFhYWFhYX5+XlsaNdoNFKpFN6swWCQSCTz8/NLS0ubm5tKpXJychLmimo0mpmZGYVCMTMzA6MRarV6fHwcRikqKipaW1t33ohMJsP6ITMzE8ZFIGq1emNjY+fBO3vbaDTCNsjl8vX19dnZWezG4ZGTk5OLi4tw8WVnGwAAExMTsNgmAoFAIHZw1OUCAoFAIBCInw2SCwgEAoFAIN4Bkgu/KEaj8SDTJ8TvmY2NjV2rG4jfFTDj+KCnCATi1wfJhV8OvV6fk5OTm5u78486ne7ly5fQ/ghDo9EIBIK9Xsjz8/Pl5eWdnZ1isbi0tFQoFO46oKGhoaio6OfUgx4fH397YsTCwkJ1dfUP9Mzu7e0tKSkZHR3l8/llZWW7tqSurq4WFhY2NDTsu/Hknbx+/fr58+cHpZXsQiqVYhtBfyxyuZzNZu/y3pidna2qqtrVDxMTE9AiYhf9/f0lJSUikaizs3NvP6ysrBQUFPzkfjiIwcHBxsbGH1Lr3GAwNDY2vnjxYmpqisfj1dTU7OrVycnJnJwczEbsR7G1tVVUVHSQEYhcLs/KysI29/4otFotlrCSmppaWlqKvfTgwYPXr1//hGsiEIifynsvF0pLS3+paeXi4qKlpSVMV+zo6IB+xjqdztLScleyvdForKio2FvFYGxs7L/+679YLJZAIPj3f/93zNsAOys5ORkaTf60Fo6NjXl4eOxrtFxWVgY3YojF4s8++6y9vf2gi8B9IvBxZmbmv/7rv7a3t0dERPzHf/wHtE/AWFxc9PHxOX369E/I3MzPzycQCF5eXhEREe9UDBKJ5Pjx4weNWO8kMzMT+4BKS0vhoD48PPzZZ59hfpSQ4eHhpqamvVd48uQJ7Id79+7953/+p0gk2vnq/Py8t7f3qVOnJicnf1oLMTY2NsrKyrCmnjlz5i11uXp6egQCAQDAYDCQyeSPP/5YJBKZmppeunRp1+ycz+ffvn3bzMzsx24i1ev10dHRJBLJ09MzMzNz16symSwkJIRMJpNIJOis+qOgUCg2Njbw8eTkpJWVFfav2tvb6+zs/GMviEAgfgZHXS4olcrOzs719XUejwcn5ZOTk5WVlUtLS3Deb2JikpKSsrS0pFKp2tvbdTrd1NQUnNYPDg5OTU1JJBI+nz8xMTEyMiKXy9/yqxceHl5QUGA0Gru7u62trZ2dneGEtaioKCQkpKenB9oNLS4uvnz5cmcJg6GhoZcvX8I3jYyMLCkpUalUFAoFbsRoa2t7/fo1ForgcrnQw+DNmzdDQ0MAAIFAAMdjtVpdU1NzkN2QWCym0+l7/Z3UanVdXd2FCxfS09OhLzKDwaiurm5oaIAbJbA2AACkUun9+/e/+uqrlpYWrVar0Wi8vLzkcnltbW1YWBi8WnV1dX9/P3Z9PB4/MjJiNBo7Ojqgp2RbWxu88vj4eFVVFbbDYicsFgveiJmZ2c49EfuiUqlMTU13zj53IpPJBgYG9q1rBQBYWlqiUqlw30RVVdXf//73Z8+ewSYxGIzS0tKGhgY4JA8MDDQ1NWF9YjQam5ubX716JZFIVCoVlUpVKpX19fUcDgcAsLy8XF1dDT8gCA6HGxoaMhgM7e3tcMtGW1sbtNYYGxurrKxUqVRarba+vr6urq62tra9vX1+fr6urq6+vv7Vq1d8Pn9ubi4lJeX8+fN1dXUbGxvb29uurq6wVfAtNBrNy5cvu7u7YWudnZ1xOBz8xPv7+319fVdWVqKjo/Pz8wEA09PTL168wAqIQKdRnU63urra1tam1Wrn5ub4fD4UTwKBoLa2dm+VE41GQ6PRDAaDVCq9efPmrlBHV1cX3K5cWFi47/ZUqVS6S2LuJCkpyd7eHj7W6XSpqanQtgQAsLW1xeVydwqUycnJQ1F5FYE4tBx1uSAWi01MTHA4HJlMHh4eFolEvr6+zs7OcPym0Wj/8z//Y2lp2dfXNz4+furUqd7eXh6Pd+rUKZVK9fjx42PHjlGp1JiYmOrq6mPHjtFoNFdXV6gJ9r6Xo6Mj9HiOj48/ceLE2bNnoc1RZWXlF1984ePj4+3tPTU11dfXZ2ZmduvWLTiAtbW1EYlEMpl89uxZkUi0srJCp9MDAwOzs7MBAAUFBSQSiUAgpKenwx9uDoeTkJAAAEhOTr5y5YrRaPTy8vLw8FhfX4+JiXFzc/P09IT2CTsZGxujUCj7RpulUimFQvnoo4+srKygkaKXl5elpSWJRIqLi9vY2MjLyyOTyWQyOT8/v6Gh4caNG3/+85+ZTCbM0igoKAgMDPTx8Zmbm1Or1Ww228PDg0KhwPiEXq/H4XCjo6NGo/HWrVscDmd5ednExOTVq1eTk5M+Pj4uLi6BgYGzs7O7WgVHpsbGRiaTuWsqzOPxmExmcHAwi8WCvQQAYDKZ+1a6AgDcv3//X/7lX5RK5b6vTk1NwSnszMwMkUj88MMPra2tYUdh/ZCYmKjRaJ48eXLixAlYt2J7ezs5OZlKpVpbW8MhrbS0lMlkQuWxurrKZrPd3d29vLxgfMJoNNrb24tEIr1eb2Fhcf/+faVSefr06crKSolEAk08w8LChEKhn58fg8Gg0+lcLlcgEDAYDD8/PxqNlpiY2NbWdvv27Q8//JBKpcLtr6ampm5ubm5ubjBIFhMTQyKRKBRKY2PjkydPzp49e+rUqYcPH8I7DQ8PDwsL8/f31+l0YrEYdr6/vz/UmiKRCIfDGY3GmZmZU6dONTQ0dHV1nTx5cnp6urW1lUKhEInE2NjYXaszcM8tACAtLS0xMXFX3wqFQhcXFwBAbm5ucHDw3s4nEol//vOfD1JyPT0933//Pfa0oqICmoRCkpKSdl6zpqamo6Nj3+sgEIhfgqMuFwAAfn5+Pj4+8HFCQsLJkye9vb2/+eYbOOtycHCA7kMAADqdDh2R7ezsJBKJXC6/cOECZnl048aNmpqaubm527dv7/sD5+jo2NnZCR9HRkYmJyfDxyUlJdevX9/e3o6IiIC/3SqVys7ODs5Zx8bGqFRqREQEn89Xq9UrKysEAoFKpcJ6zb29vWVlZTY2NiYmJnDx4u7du/B3WSaTWVtbG43G/v5+Ly8vqVR64sQJCoVy8+bN6OjoXW2bm5sLCAjY140K4uzsjE3OCARCeHg41g9DQ0NlZWX29vYXL14EAAwMDOy0SMrLy6PRaEQicWlpaWNjo7m5OSUl5dy5c76+vgAAg8GAx+Phej82xWSz2ZWVlc+ePdv1Weyip6fHxcVl7zAvFAqxUlvw8wIA+Pr6FhUV7XtrExMTtbW1WJXOXUC5gOk/R0dHrOA4gUCIiIgAAFhbW0PfybS0tJCQEACAXq+vrKx0c3MrLCyE35Di4mKoJufn59fW1lpbW5OTk8+ePYt99+zt7eGRJSUl0Ij6zp070Ij6+PHjdDr922+/7ejoGBkZGR4eHhoaGhsbW15eHh4ehk9hiGV6ehoOwACAzc3Nq1ev8ng8qVRqY2OzsbHR2dmZnZ196dIlaL2VnJwMlSUkODjYz88Pjrizs7M8Hi8sLOzDDz+Eqxujo6M4HA5+sQMDA2EKjouLi0gkolAoV69e9fT0vH379r7VRHNycphM5t6FDEwu5OXl3blzZ++JQ0NDTU1NB6VfdHR07JQLL1688PT0xJ4+evRo32siEIhfh/dALvj6+mJr7dHR0TQabWJiorS0dHZ21mAwWFpaYhURSSQSHFBtbGxmZmYkEglWwmB7e9vBwWF5eVksFtvZ2e37A5eQkJCeng5fCg0NxQKnOTk5oaGhAICQkBBoAbS4uGhnZwcHMJFIJBQK8/Pzo6KilpeX19bW7t275+XlBZVHTU1NVFRUa2urmZkZlBccDgfKBalUamFhAQDo7u728vIaHx+/deuWWCxubGzcd319cXHR19d3b+ABAGAwGKDFJHxKoVDgRM3Ozm5+fr6+vj46Orqzs9PCwsJgMHR2du78ERcKhTQajcPhrKysqNXq2NjY8vLyxMTEwMBAeICdnR0c6rKzs6FcCAkJqa6uTklJ8fHxgZ/FvtWl+/r6nj9/vv+HugcfH5+D5MLo6Gh5efneTBGISqViMBhw9WRjY8PKygqTTRQKBdbrsrOzg/GPR48esdlsAIBOp+vo6BgaGoqMjIQlqXp6euh0OpvNVqlUarU6JiamvLw8Pj4ekwu2trYwpyEvLw/KBSaTWV5e/vTpU29v74mJiaqqqtbWVnd3dzweb2dnx2Awmpub8Xi8g4ODjY0Ng8EwGo2jo6PYcv7a2hoej9fr9W/evMHj8VtbW2lpabm5uZmZme7u7gCAuLi4qKgo7E7LysrIZDI0BZ+bmwsJCWlpaSGRSNANfXx8HIv80+l0+EcnJyeRSOTl5ZWVlTU2NlZcXLxvDmxxcfGuJA8In8+H/0G5ubnY92Envb29mODbS2dnJ5agsL29HRcXBzU0AECj0bDZbCyNA4FA/PocdbkgFovPnj178eJFrHxDQEAAHo9nsVgwfb20tNTKygqOr+3t7e7u7k5OTn/6058yMjLS0tI++OADNzc3lUpVU1Pzhz/8IS0tTalUnjx5ct+sOpVKZWlpCaehQ0NDzs7O8fHxRqMRh8OdPHlSJpMlJiaam5u3t7dbW1t/+umn0IQ4KSnpiy++IJPJHA4H5va/fv0aK71YXFxMIpHc3Nw++ugjWND5zJkzn3/+eVJS0tbWVkZGhouLi7m5+fHjx4VCYXp6Oqz1sO9vNwBALpdTqdR90xiLi4utrKwEAsHU1NTHH39MIpEAAGZmZnFxcdXV1WQy2cPD409/+lNRURG0jvbw8MAmmsHBwXDIXFlZCQ8PJ5PJ33333cWLFwUCAY1G++STT0xNTTs6OhYXF5lMJh6P//zzz2HIAT4NCgrad9V5dHQUlv9+J5OTk8eOHcPhcPuGEKKiov7t3/5t32kxBJa92NraMhgMBQUF2OLURx99RKPRAADXr19//Phxbm6uiYnJ6dOnuVyuVqv97rvv7OzsSCQSTAUAAISEhMAMD5VKFR4eTiKRbty48cUXX/D5fCqV+umnn5qamra3t8tkMn9/f0dHx9OnTzs6OorF4oCAABwOd+fOHZg78hY2Njaio6MdHByUSmV1dfUf/vCHzMxMmUx25syZurq6tLQ0GAP45JNPhoeHp6amCAQCzCmBeHh4wFiaWCz29fUlEonnzp1zdXVtbm62sLD49NNPXV1dFxcX+/v7SSSSo6Pjxx9/zOVyhUKhp6enq6srXJTZ2yoej4fVSd8JdFu3tLQkEAj7LoR5enr+9a9/PSi/ksFg/Pd//zeWe2Fra4tF9Zqbm93c3HYeXFhYuK8URiAQvxBHXS6srq4ODQ0JhUJs6jw3N9fS0oIFnAEA3d3dWLYd3As3ODgolUqlUunAwIBAINja2lpYWOjt7YU/tW/evNl3eDMYDFVVVdhGyomJCZFIZDQaRSLRwMDAxsaGWq0eGRlZWloSCAQjIyMCgUCj0aytrXV3d3d0dGBZ3xqNZmfzBgYG+Hz+0NDQ/Pz82NhYf39/b28vnK8bDAY+n9/T0zM4OLi2tra1tdXa2ooFS/ZFoVActA9TKBQqlcq1tbX+/n5Y9np6ehom8w8ODvL5/MHBQTjJVqvVsFvgiUqlEpt0ajSazs7Ovr6+kZERhULR29s7MjLC5/OhEpLL5e3t7YODgzDBDX4WBw3kq6ur+0Yd9qJWq/v7+9+8ebPvIpFKpZqYmHhLzv/6+npcXByWnikQCJaXl9VqdV9fH+zMqamp6elpiUTS29vb398P1xSkUmlHR8fOUVCpVGKj6cbGBnz1zZs3crm8u7t7Zz/IZDLYD3CZBvbDD/QSgGU/oYv5zu+kQqEwGAxdXV3w+wCvNj09vXOD6NLSEqaolpaW2tvbBwYGxsbGZDLZzu8kAGB8fLyjo2NwcBB+AUZGRjo6Og7aCAo9vw9qbWtrK1YWdRdLS0tQXu+LWCzu6+uDX4/U1NSdWcYPHz6EGZ0Yjx49QsEGBOLX5KjLhX8+B62RI37PGI3GX9YUAfHLsuvfCv2XIRD/dJBcQCAQCAQC8Q4Ov1z4Ia52CAQCgUAgfgaHXy6o1Wpra+uDLHoQCAQCgUD8bA6/XDAYDEFBQdBKD4FAIBAIxK/A4ZcLAICkpKSd+8sRCAQCgUD8ohwJudDY2BgcHLxv6QEEAoFAIBA/myMhFwYHBwMDA9+ygRuBQCAQCMTP4EjIhYSEBLQYgUAgEAjEr8aRkAsPHjyAJZEQCAQCgUD8Chx+uaBWq69evQpLRSMQCAQCgfgVOPxyQa/Xz83NabXa37ohCAQCgUAcVQ6/XEAgEAgEAvErg+QCAoFAIBCId3BI5EJkZGRKSspv3QoEAoFAIN5PDolcSE1NvXXr1m/dCgQCgUAg3k8OiVxob293cXH5rVuBQCAQCMT7ySGRC0NDQ1QqdWFh4bduCAKBQCAQ7yGHRC4sLS2FhIQ0NTX91g1BIBAIBOI95JDIhZaWFrQYgUAgEAjEb8QhkQttbW1OTk6/dSsQCAQCgXg/OSRygUaj2djY/NatQCAQCATi/eSQyAWhUDg2NvZbtwKBQCAQiPeTQyIXEAgEAoFA/HYguYBAIBAIBOIdILmAQCAQCATiHRiNwPj/e1T8JlH85NkAAAAASUVORK5CYII=" 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  比较器RawComparator,官方文档说明如下:

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" alt="" />

6、注意NullWritable类型

 package org.apache.hadoop.io;

 import java.io.*;

 /** Singleton Writable with no data. */
public class NullWritable implements WritableComparable { private static final NullWritable THIS = new NullWritable(); private NullWritable() {} // no public ctor /** Returns the single instance of this class. */
public static NullWritable get() { return THIS; } public String toString() {
return "(null)";
} public int hashCode() { return 0; }
public int compareTo(Object other) {
if (!(other instanceof NullWritable)) {
throw new ClassCastException("can't compare " + other.getClass().getName()
+ " to NullWritable");
}
return 0;
}
public boolean equals(Object other) { return other instanceof NullWritable; }
public void readFields(DataInput in) throws IOException {}
public void write(DataOutput out) throws IOException {} /** A Comparator &quot;optimized&quot; for NullWritable. */
public static class Comparator extends WritableComparator {
public Comparator() {
super(NullWritable.class);
} /**
* Compare the buffers in serialized form.
*/
public int compare(byte[] b1, int s1, int l1,
byte[] b2, int s2, int l2) {
assert 0 == l1;
assert 0 == l2;
return 0;
}
} static { // register this comparator
WritableComparator.define(NullWritable.class, new Comparator());
}
}

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