This blog talks about building a BigInsights Application to get the real-time Twitter Feeds.
Step 1: Register the application in Twitter and generate the OAuth Keys
a) Login to https://apps.twitter.com/app/new and create an Application
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)
b) Open the "Keys and Access Tokens" Tab and get the Consumer Key and Consumer Secret
![](data:image/png;base64,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)
c) In the same page, click the button "Create my access token" to generate the access token
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)
We will be using the Consumer Key / Consumer Secret and Access Token / Access Token Secret in our BigInsights Applications to get the feeds from Twitter.
Step 2: Building a BigInsights Application to get the Feeds from Twitter.
a) Create a BigInsights Project - TwitterSearchApp.
Refer http://big-analytics.blogspot.com.au/2015/07/building-web-crawler-in-ibm-biginsights.html to install Text Analytics Plugin in Eclipse.
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)
b) I am using twitter4j API to connect to Twitter. Download twitter4j-core-*.jar from http://twitter4j.org
Put the twitter4j-core-*.jar under /TwitterSearchApp/BIApp/workflow/lib/twitter4j-core-4.0.4.jar
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)
c) Create a java file TweetReader.java under src folder in package com.test.reader.
Content of TweetReader.java
package com.test.reader;
import java.io.OutputStream;
import java.util.ArrayList;
import java.util.HashSet;
import java.util.List;
import java.util.Set;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.FSDataOutputStream;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.Path;
import twitter4j.JSONObject;
import twitter4j.Query;
import twitter4j.QueryResult;
import twitter4j.Status;
import twitter4j.Twitter;
import twitter4j.TwitterFactory;
import twitter4j.conf.ConfigurationBuilder;
public class TweetReader {
Twitter twitter;
/**
* Get the Twitter Instance
*/
public Twitter getConnection(String consumerKey, String consumerSecret,
String accessToken, String accessTokenSecret, String httpProxyHost,
int httpProxyPort) throws Exception {
if (twitter == null) {
ConfigurationBuilder cb = new ConfigurationBuilder();
cb.setDebugEnabled(true).setOAuthConsumerKey(consumerKey)
.setOAuthConsumerSecret(consumerSecret)
.setOAuthAccessToken(accessToken)
.setOAuthAccessTokenSecret(accessTokenSecret)
.setHttpProxyHost(httpProxyHost)
.setHttpProxyPort(httpProxyPort);
TwitterFactory tf = new TwitterFactory(cb.build());
twitter = tf.getInstance();
}
return twitter;
}
// Get the Tweets based on the search Term
private List<Status> getTweets(String keyword) throws Exception {
List<Status> tweets = new ArrayList<Status>();
List<Status> temp = null;
QueryResult result = null;
Query query = new Query(keyword);
query.setLang("en");
int i = 2;
do {
result = this.twitter.search(query);
temp = result.getTweets();
tweets.addAll(temp);
i++;
} while ((query = result.nextQuery()) != null && i < 5);
return tweets;
}
// Convert the Tweet Object to JSON Array
public String getTweets(String[] keywordArray) throws Exception {
StringBuffer buff = new StringBuffer();
buff.append("[");
int start = 0;
for (String keyword : keywordArray) {
Thread.sleep(1L);
List<Status> actTemp = getTweets(keyword);
// Remove the duplicate tweets
Set<Status> temp = new HashSet<Status>();
for (Status tweet : actTemp) {
temp.add(tweet);
}
for (Status tweet : temp) {
String text = tweet.getText();
if (start != 0) {
buff.append(",\n");
}
++start;
JSONObject obj = new JSONObject();
obj.put("CreatedAt", tweet.getCreatedAt().toString());
obj.put("User", tweet.getUser().getScreenName());
obj.put("Text", text);
obj.put("RetweetCount", tweet.getRetweetCount());
obj.put("FriendsCount", tweet.getUser().getFriendsCount());
obj.put("FollowersCount", tweet.getUser().getFollowersCount());
obj.put("Id", new Long(tweet.getId()));
obj.put("InfluencerScore",
(tweet.getUser().getFollowersCount() / tweet.getUser()
.getFriendsCount()));
String rec = obj.toString();
buff.append(rec);
}
}
buff.append("]");
return buff.toString();
}
// Write the file to HDFS
private void writeOutput(Configuration conf, String hdfsPath, String content)
throws Exception {
FileSystem fs = FileSystem.get(conf);
FSDataOutputStream fos = fs.create(new Path(hdfsPath));
OutputStream out = fos.getWrappedStream();
out.write(content.getBytes());
fos.close();
}
public static void main(String[] args) throws Exception {
Configuration conf = new Configuration();
String[] keywordArray = args[0].split("\n");
String hdfsPath = args[1];
String consumerKey = args[2];
String consumerSecret = args[3];
String accessToken = args[4];
String accessTokenSecret = args[5];
String proxyIP = args[6];
String proxyPort = args[7];
TweetReader reader = new TweetReader();
reader.getConnection(consumerKey, consumerSecret, accessToken,
accessTokenSecret, proxyIP, Integer.parseInt(proxyPort));
String content = reader.getTweets(keywordArray);
reader.writeOutput(conf, hdfsPath, content);
}
}
d) Edit the /TwitterSearchApp/BIApp/application/application.xml
<application-template xmlns="http://biginsights.ibm.com/application" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<name>TwitterSearch</name>
<properties>
<property isInputPath="false" isOutputPath="false" isRequired="true" label="Search" name="keywordArray" paramtype="STRING" uitype="textfield"/>
<property isInputPath="false" isOutputPath="false" isRequired="true" label="Output Directory" name="hdfsPath" paramtype="STRING" uitype="textfield"/>
<property isInputPath="false" isOutputPath="false" isRequired="true" label="consumerKey" name="consumerKey" paramtype="STRING" uitype="textfield"/>
<property isInputPath="false" isOutputPath="false" isRequired="true" label="consumerSecret" name="consumerSecret" paramtype="STRING" uitype="textfield"/>
<property isInputPath="false" isOutputPath="false" isRequired="true" label="accessToken" name="accessToken" paramtype="STRING" uitype="textfield"/>
<property isInputPath="false" isOutputPath="false" isRequired="true" label="accessTokenSecret" name="accessTokenSecret" paramtype="STRING" uitype="textfield"/>
<property isInputPath="false" isOutputPath="false" isRequired="false" label="proxyIP" name="proxyIP" paramtype="STRING" uitype="textfield"/>
<property isInputPath="false" isOutputPath="false" isRequired="false" label="proxyPort" name="proxyPort" paramtype="STRING" uitype="textfield"/>
</properties>
<assets>
<asset id="TwitterSearch" type="WORKFLOW"/>
</assets>
<imagePath>n-mark-icon.jpg</imagePath>
</application-template>
e) Update the file /TwitterSearchApp/BIApp/workflow/config-default.xml with below details
<configuration>
<property>
<name>keywordArray</name>
<value>null</value>
</property>
<property>
<name>hdfsPath</name>
<value>null</value>
</property>
<property>
<name>consumerKey</name>
<value>null</value>
</property>
<property>
<name>consumerSecret</name>
<value>null</value>
</property>
<property>
<name>accessToken</name>
<value>null</value>
</property>
<property>
<name>accessTokenSecret</name>
<value>null</value>
</property>
<property>
<name>proxyIP</name>
<value>null</value>
</property>
<property>
<name>proxyPort</name>
<value>null</value>
</property>
</configuration>
f) Update the /TwitterSearchApp/BIApp/workflow/workflow.xml
<workflow-app name="wfapp" xmlns="uri:oozie:workflow:0.2">
<start to="tweetSearch"/>
<!-- add actions here -->
<action name='tweetSearch'>
<java>
<job-tracker>${jobTracker}</job-tracker>
<name-node>${nameNode}</name-node>
<configuration>
<property>
<name>mapred.job.queue.name</name>
<value>default</value>
</property>
</configuration>
<main-class>com.test.reader.TweetReader</main-class>
<arg>${keywordArray}</arg>
<arg>${hdfsPath}</arg>
<arg>${consumerKey}</arg>
<arg>${consumerSecret}</arg>
<arg>${accessToken}</arg>
<arg>${accessTokenSecret}</arg>
<arg>${proxyIP}</arg>
<arg>${proxyPort}</arg>
</java>
<ok to="end"/>
<error to="kill"/>
</action>
<kill name="kill">
<message>error message[${wf:errorMessage(wf:lastErrorNode())}]</message>
</kill>
<end name="end"/>
</workflow-app>
e) Publish the Applications to BigInsights Cluster. Refer http://big-analytics.blogspot.com.au/2015/07/building-web-crawler-in-ibm-biginsights.html to publish the Application.
Step 3: Running the Twitter Application from BigInsights Cluster
a) Deploy the published Application in the Cluster
The Search Parameter is used to define the keywords to be searched in Twitter.
Provide Consumer Key / Consumer Secret and Access Token / Access Token Secret.
Provide the ProxyIP & ProxyPort details to connect to Internet from your Cluster.
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABHQAAAIrCAIAAAABZln5AAAgAElEQVR4nOzdZ3gcV3on+reqGmgkaiRN0Nie8Xg141l6ZWtn5XvvyL6+47F3dsde2XPtZz1zd5xWIxIZIAGQIIhAgiQySeTUAEhFaiRSjMg555xjAyCYJDEToUNVnfPeD43QALuZ0NRImvf3vB+I7tNVpw77Q/+fc+oUICGEEEIIIYSQTYPfdAcIIYQQQggh5MuAwhUhhBBCCCGEOACFK0IIIYQQQghxABvhampq6uzZszk5OQcIIYQQQgghhDyadeHKaDSeP38+LS1tYGDg008//awCHiGEEEIIIYR84a0LV+fPnz99+rTZbP5N9YYQQgghhBBCvqDWwtXU1FRaWholK0IIIYQQQgh5Amvh6uzZswMDA7/BrhBCCCGEEELIF9dauMrJyXHAfVbyPUVRjIgGFc1Gg2JalBn7VMUT47f2Vgz9y1vt/yOz/f850vzDxOY/iW38/oH67x1ofzG6/Q/2tXwnsvmbu2ss9cLumhf2ND4bVL0lsOKZHZUeAeXLFVjutqNM8j4P284K3hfA6wJ4FYF3EXiXwPZC2+VZtFb22qxrXyj4FDn5l7gFFD8fXPZ7e6v/8GDTf0lo+Wly3a/e6Q4735NWN1A8dm1kXvmY4y2GCpM5MyMzo2pAxciZzDiaOZoQFUREhsyMzIDchFxBjpxzZAoyM2fsY4Mc82HbfztU/Orhjj9KHv+z5M6fxJ3/+/Tqv8zo+vPckf+uG/qnvN5/yO/++du9//x+3y9P9P77yb7XP+r3PDfgXzRw4GxH/IX2wyWdyeVdGdW92XUDBU2jb7aOv985dbpvtmT0Ws3UjZa5Oz0fL4zeUfSLOCvjDcR7HM2cmc2LqC4y8zxXjWZEA6IJkaGCuIi4sNkvACGEEEIIIb+t1sLVgQMHNn84xlRFkZmqMo7zZnXOhBm1U38a/M7Xf5X/3K+Ofc3r3S3b3nXf/msXz5Nar9Na77PSttPStjOabWc1289qtq2V8MYZcfs5yfO85Hle3H7OUsL2c7DtHGw/D56FglcReBaB10o5JFx5FoJPCXgVged5YdtZaftHTttOard9qN32obPXOc320+K/v7fljXee+bec39uu+78iTvl+2PtW99yoEe8yVBUzM88rxgUZ0YCoIDJEjojIkXNEzhEZooqITEVmRqbMqzixoHjrqr75r2laz9Nu2z/weOOYx/Z3tF4nNZ6nXbedfOZX727Z9t4Wz/e3bD/h9qt3t3i+77HthMe29zy2/1q7/Yx2+1nt9jPa7Wect5/Vbj/r6nnWzfOsq9c5V88zrttPub7xgfsbJ7ZsO/Hstve+tu2tl/wL/i72bFxRX9u1xRsc7ylMZgpTTRyZiqggcmSIJkTT5r8DhBBCCCGE/HZycLiaVzlHxs2LZlVtunz7/9x7xvmN004+Va4+5508z2i8zkpe5yWfQtG7SPAuBu9ieOMsvHFO2H5e8LwgehauldcFybtQ9LoA286KXhcsJXhdEHxKBZ9ywbsMPIvBs8SSmgTrlLWpKgavUvAqE7xLJe8Sjed5zfazTts+kradAc9K8G+AgHrwrQbfCvAqFn1Lnb0Lt3h+9G2f97zf6qycvHGD4RJHI0cZEVFFVDmigmhGNCMqiAqijMi5ZTrLrHJ+Q8ZLDPe82/z8v+e5+5wDzyLwrQDvIsHrvOR5TuN1QfQ6L3lfkLwLNT6FotcFwfO84Hle9C4CnyrwrVku7yrwqQbfWvCrA5+alaoCn0rwKRe8SySvIq33BVefc+5vnPjGr3S/zKhqujZ/XWEmzpGbkZsRGUfkiNySBwkhhBBCCCGPz8HhapGhzJhRMRf1XXzRUydtOwe+DWJAixhQC95lsL0IfMvApxR8SsC7BLyLwasYvIrBuwS8S9bNMnldELwLN5ZXEXhXgneF4FUueFeAZ4ngWSR4FomeF8AS1e4v6+xkr81alYB3BXiVg2ep4FkseBaKnoWSZ6HG84KTb7HofUH0LhR8CsGnRPAqAq8iwafY2fMjF+8L0q9Oe2w/9aP46g+HP7lm5CZ5ZSkgchVRRpQRVUSGKCMyzpGZkRll44LK2SLH24h7f93xzOtvQmADBLRAYJXG97zofR68K8C3HLxLwKsYvErAtwy8S8GrBLyKNV7nnDzPOHme1mw/rfU+6+x11snzjMbzjOh5TvQ87+R9wdn7vGb7R1rPj9x8znr4XwCfCvCpkQIbhF+d3bL9xPe8co53XryiIucKMhMymfPl7PcZORfw4qMIOPe4Bx5I/ekTf9ZhTHPt78S//rNXX9663JeXXvnzn/mnFg5/flddrv6H/DSVbrwkhBBCCHlCDg5XBpNhQeUtVxe/56Vz9joPvjWCb5nW6yz4lq1UieBTLPgUiz5Fok8R+JZavbVapYJPseBTdF8VC95l4Fkq+VYIXsWid5noXWIp8HVIlYJPhaUE73LBp0z0LhO9SzXeRe6eJ929PnT1OuXi9ZGz9xmN93nJu1DyLnTxOiN6l4BvPfjVO/mUfPX1Y/+UdK7t2vyC0agwWWGKyhlDhXMZuQm5WbWsFeQqchNyI3IZkTHkN1T8X2mVWp/z4F8DfsVOPqc03mctvRJ87q9SewW+FeBbCb4V4FsOvuWCb6ngW2r5FPiVg18N+NUIviXunu//3rbcww0z8xxVlaFiQsZkROPmvwGP6LMPV6a52tSot+8LDgvDJ4MSizdxJfe5VhH+V1vtXM9L/5DZ+/lceUnhihBCCCFk8xwcrkzmhasq/jDqrOR9AXxrRJ9Sd68Pn93+nsanUPApFn2KRZ8iybtQ433ByfuCxvuCnXBVZjP8CL7Fos8FjU+R6Hle8ilczgz22z9R2eiM4FMq+hSJPsWiT7HgY3mxHPwqwa8K/KrBt1LwKZN8Ct38CzX/+4Sb16kXAk5lVQ9cZXiXocI5ciPyJeRLyI0rq+5U5ApyebVURZ1cxB+Gn3Lb9p7ke1byOaPxOSv6XBB9CiWfog0l+hSDXwX4Vdoo/2rwrwH/WkuOAr9q8K8CvwonnzMan3OCbwn4VYBvuehTpPU69ey2t08NfHqbIWcykw0KomHz34BH9JmGK9Ncbeq/vbp1Y3BYGD65+7+/5OA5rlvnAn7wwEt6Jbzq8xivKFwRQgghhGyeg8PVgiwfrRzSep2FgCbRr8zN5yNX7zOSb5nkWyKulORbKvmWWF4Bv1Lb5W+jBP8Src8pF5+PnHxPa3zPi35F4F8K/uXgX2Gz/ZOUXwn4lYB/yfrXyyCgBvzrwL8O/GvWVUA9+FdpfAtdfU67ep92CSwDv0rwr31+29v/ktcyZmY3TDLnMnIDR7OM7L4BY8tBS+ELMiseufKij87Z9wwElIN/uehXJPqWiL6lG0ryLZV8CyXfC3aqUPItspTot1qFol+h6Fcs+JVIgZXgVQwBFaL3+T8Kem/MzJYUMyr3GLLPLlytt5aInspPe9vB4aksILxY8PPlg259LaKw65MFRETTrYmq1F++svLGGx/cctj5HIbCFSGEEELI5jk4XF1n+Eroe+LOBghodvU985z3CdG/GoJHwL9G8K8A/wrwrwT/KvCvgYAaCKixRKb7ajUyrSvRv/SPE5tfim9w9zspep8S/YsgoBQCKyGwGgLKHFKCfzEEWKoEAksgsAQCyiCwfGVGqErwL5f8SjV+xU6+Rc6+hU6+xRo/S2+rwadC2lkjeBc776yBwDpXr49+GnvmolkxIWcoGxGXljfl49yy3wXi8ipBRMUkL8wv3uPo906z1u8MBLXAzgbRv3RluO6rgNL7S1gezFKrKyqHgAoIqITAWgisgYBy0b9Y8C2EwAoxuF7YUav1/CDs3OASMlTucDRTuNqstYN6nV4/QXXrxOvL7/wgvMph53MYCleEEEIIIZvn4HD19sj1b3i/rQ2sgoBa0b/M2e+C6F8OgXUQULH8c9+SlAJW6zGSj5Nf4b/oOrruqX+y55jrzhKNf6XwRpFzWDsEFjv5ndP4FUJAOQRWQ2ANBFSK/sUav0JYlzQepSxBxeZb5RBQJviXWTKM6F8i+ZVIfpYws5JhAsohoEz0L3H2PicE1oFv9V+ldl5WOTPPm013DSrHlV35ENf+yVFF9bZiVmSOM4v4/YA82FEJO1u1nhcEWyET/B993MpXxrkKAiogoNzq6iogoMI5sPSbu09OqchNBs6NS5v/BjyR+8PVWhR5/cQtG+3WBZSq8B+sfnpDZFr708pPU1NtrUpcy1gLwyejfvGXlu0otr786n17Uawe9aepDRVRr7281dIu5Owdq5mrV/8tobD/1kOXAJrmanX+P3vlpRdffPHFF1965Se/iHqnfW7jpxaGT0b94ifLjZb3x9DVWjWz36OVs7S/s3aErS+/uuHz1uGq16pHW1/+y19EnR77PC5kJIQQQgj5/HFwuNpVNfIVz3edd1ZCQA34V4n+pZJfCfiXO2RaSfIv/mVe73XEztvG70ec8fAvFX1qwbdGDC6S/C+I/iUQUA6BVRBQDQGVon+J5F9sPyk9xRICSl28z0BgAwS2u3id8S+oXVBVRGXBYFhNVquWwxXeZpwzhkaO4ed6nYIKIbDJza9C8H+6XdUElrkEfvjRyHVUVIamz0+4WktXWwPOrfy0X0tcL774ZzHNK59ujvmztQ9vOlyZegtWV/BZ2fpq0Llr9/X3B6+8srx3xdaXXzvSbEKcKvj5ut0str786s9ej0w91TRhK2fZ2fxi/b4Xpt7U12zukPFKUPGth/cI0dSb+Q8v2fj81tdSV0+zGq7WDmDdMJOmswghhBBCHs7B4eofC9qf8/vQOagS/KsgoFoKKBOXV+6Vb77EgLL/9/jUIqrzxhsdi/j94I/cd9RCYL0YeAZ2VMKOKgisEALLhcBSIbAMAiscdd7HrzJtYLngXwk+lRq/whfe0OU1j93hKKvmjdFqGUM0qRwVGVWGgwb8WuAJIbBK8q+FwIqn2lUxsELceWbf+R6mcobmz1G4spGuTOcCrH72r7Zcl61sLvZ7jGWBpuaYHy0nl1/qWm+Z0DRXG7Mcbba+fuLaxo+++OIrAafXTzRdOxdgI5xZ0s7uk9YzYNdOvL585L8Kv6BfQFwYfueN5c/+KKZ5+ahTun9c7n1C6y0T4oL+fa+VPTNWp/Ue0KNbxUHLx3zljXf6b5nQdKv16Epa+1FCx4YxevHFra/FVOkXEE1zp1ev5HO5lJEQQggh5PPGweHqxxltHr6nnHZUQmCNsKNKCiwTA8thRxXsrNh8CTvK/unEyD3DPWSf3lKV5hv8pdCzToGl2qBSCKqHnbXCjnKnwGKnwGJhRynsrIaddbCz0iGnfsyqBL9yp50VLkEVmqAq1x3l3/J7q/k6V5Bx5Ovmrlb+sNx/hRw5V29x9P6g18XvHOxodNTQ2a4dFcLOath54d8L2swKMpQ/V/dcra6wW/lhv7r6z+LnBRfXfdaSEzYXrtby2z+/szpPtRZvVqKIVZSxXrW4amH4ZNQv/sLWZNGLL74ScG5jRPuz6IbVMGSqCLVc5cq+F6utrM50/wXZ79HqMK7bSGM1ka4M7lq4+kfd1GqzkczXll99LXPEzn8eIYQQQghZ4eBw9UpSg6v/WSmwEoLqYEelFFgq7CiHHTUOCTnSjtL//W7vElNQvicjGhDbPzV9b9dHHjtLhZ1V4FvstqdGCjiv2VEk7CiDoGoI+s2Fq531msBi54ALwo4qCG529jv/88yKm4hGVZU544iqqiKu3XRlRlQ4IleQm4ycV8/e/br3u7CzEXY+5XC1owqCS/8muc7IUUXTb+rWGtsbWqzGAssSwJU88KMfWeaWLDNaq42Wg8/mwpX13VtW/VuNIhsD3QO3fzDdmmgqyov3Wbl7a8XyDNja7VnrNtRYnbHbOFlkunWpq+qjvHgfq9hmI1xt6JHptNeL6/pux+oYWa23tDt0hBBCCCHEJgeHqz9JatUGXBB2VkFwPewsl3aUCjsqIKgGdlZCUMUmS7OjaOfJbjNHZNzEEdXbZnWp/GPlu8FnPIIKXXYWgs9pp+AS2FkKO8thZxUEVW/+pE9SOyshqFbcUewceAF2VkFQs2ZP09d9j5+evL6EqCDKjCmKgojIERkiR5UjR8bRzFBBrt408x9Hn4Ed1RBU9TT7WSHsqIDdlT9ObljkyHGJobL578ATsBMNVuOH9c1UfxZzbvnlH4RXrUWRlUywuXD1sMdvLQeetY/anLiyYUFvtRm7JefYvB3M2koaesA8mI1wtaFHj7onop0UReGKEEIIIeQxODhc/cfEdqcdRUJQLQTXQ1C5tLMMgiohuB6CqyC4cpOl2Vm841S3mSMq3ITI5NsM715j2PSJ6fu7T3wj+KTrjjOaoHIIrobgagiqEILKILhi8+d9oqoSgsqEoDIIqoLASgiq9Nhx+m+yG+cRlxSzSVVUxpanrdjyw66Qm2U0GxFRlTljER92SEFlDhk3uxVUIe0ogz1V//eRxnscEe8iX9z8d+AJ2Jt3WV2P94+6ZqtEtZazKj94Y+vyP5s3HupphKvlpvYSy9oqOuu1dSvWJpE23B1mh6W3A5mru1m89Be/8InPq+r65OQDlgVuyFAUrgghhBBCPjsODlffTeyQdpYKIfUQUisEV2iCyoXgKghpgJBqCKnaZGmCS/3PDcqMockkIy4xZZEtmhCNRvPpy6bv7n73maBzYmgd7GqCkHoxuMI5qBBCKjd/3sevSjG4XAi2nLpSE1wK/uedQsrcA091zX5sZKqZqSq3ClcqoozIlkwozyOiqqBxqXTiuvuu4qfaTyG40mlnMeyp/mFi/W2GiLeR39n8d+AJ2F3UtraZw08tLSxrAVeW6f30tdc2ZKtNhqvioK2PkiXsJpbV9YNWG1KsuvbOP1v3Yy2JPSj2rC5U/IHX6dW7wB50z9WGg21IdHZRuCKEEEII2TwHh6vfT+jUBJeJIdUQUgu7qoWQKiGkWthVs+43/a7qh5bN9s7BJWElXUaGqKgyqgbOOENVVjgzLHGlZGb+P4R+5Ly7StxVB/7F7nsbxJ1VTsGlmuByMaQaQuohpB52VcOuCthVLuyy3Q2wU4/SZ6uqEkMqVk5RJQWXi8HlEFThFFL+xomuO5yjeZGr3ISoIkMmI0NkMkfFgGhC5IqJy8YZBf9D6EfOQRViSLWwq1IIqdQEVzsF1YjBdZYLebIxXFchVZqgSmlX1Svx9Xc5Ijeiem/z34EnYP8epo3TO8uL3jbsbWF1e9IDw9VPjvbaOvTa835vrcyEWW9osbrHhI0NLTbmoo6EH6106qV/2F/Y9ckCouV2qZNBq5uu/yC0wmTd1npDi9U4adl/4s4Hb9w/MmsR7uHhyurWLus9Ou67JgpXhBBCCCGb5+Bw9a2ELim4VAipgJAa2F0Lu2qFXdXi+umjJw5X2uDi6OKWRYaoMhnNZlRRRpQ5QxWVxXmGp2cWvxVyym1XqWZXtRBY7byrQQopk0IqxJAaIaQBQhpgdw2EVsDupx2ubF+LEFLxuxGlE0ZE2YAqW0SUUUVu4hyRGxREIyJDRGZQVfNlxP+Z3eC2s0wMqYbdVUJIlXNQtXZnrRRUD7scFK52VYshNc5BlT+Ib7iHiJyhMr/578ATeMAGEevT1cptSOt3Zbfe+sFWylh77Z/fuYamW5cskWdtD4foBhMufHLplglNVeGvrGSjhNq5dfuWb/15wZT9kyyzuxH7qrWHRq0+E2vrq17vDC8gLuhPrnz6lfAqE6J1jPxpdO2cCRf0F6wejfUI4cpqK/atr8XUzpkQF/RVMRuvicIVIYQQQsjmOTpcJXVLu8rEXZWwu3a5dlULuyo3E06sw9XB0jZLuFKswpWCXOGocLylquem735r10mXPfWa3Q3a3TUQWgu764RdNWJIjRhSJeyqgl3VsLvGXjh5GuHKqqq0O0+/3zcny6qqMCOiiioyMzKO3KQimhAZ56guIjddR4yvHHALLhN218KeWgitlYKrnYOqxJBq2O24LlmFK/65DFfr0tXa6j/r5wmv21bP5gbrq9M0695anSRad257j+xd20L9ITcy2XkK8XK++avwirX5I3tRzPrpvlb3XK29/9JLy6+tTLo9pEe2HyJsfU0UrgghhBBCNs/B4erbh3s0u8uF3VUQWgehVuFqd81q2Qsw68KMrfbOwcWxZe0r4UpeDVcy8kUFFaORs6Xbivze2L3f2XVGG1ImhVRBWDPsaYTdNWJIhVNwuRhSBSH1sLsBdtnvxm5b9Qh9foRrqXbaVfivx+rucFQ5KoiMM1RVVDhyhSEqiMg5KgvIlhYRi6dueASXQFgdhNfD3nphV7UmpFLYVQGhFWBJiY8/hveFxhpNcOXLn+dwZbXSzjpFra12W15kd9+hrFPGQuc7/j97xRIwXnrlz31+fQUR0TRXHL+yT/rWl1/928QmS2vTXPs7Ub/4yXL7rS//5S+i1j389+G7RCwMF6bu+sVPXl3dg/2lV/78Z6/Hv9M+d99u9wvDhan+P1tp+dIrP/PX1a5vtTB8cvdy57e+/OrP/HW1c9dWli+uPNj4YT3aeEmv/uz1+HXXROGKEEIIIWTzHByufjepS7OnUtpTA6F1EFYPYfUQWiuEVguhtU9csLvGUtpdJQlV3Ut8OVzJyFBBVFBFrigqMgXN85ybb3H+/tid3w89pQ2thr0tEFSpCa+XdlU476rU7K4RdzdBaKsQWmf7XHts12b6v1Z7aoU9Zd/f+6FeQRND5ApDBRm3hKvl5wlzhsyA6qKKTG/kz+8qEvdUw95aiGyE0Dppd5UYWgl7y4TQmvvHB3bXPG6XxNA6513VfxxbdxeRIUP1NxOuCCGEEEII+RJwcLj6Rny7Zk+lFF4HYfWwtwH2NkBYnRBWI+ype+KC0FpLaXeXHqntM+DyssDVcMWQIVviXGWcIzNzdfEeU48P3n5h11ntnkptZJ0UWiXurpT21Ip7GoQ9zcKeFiGs3sa5wupgr+0Swp68/9bHFyJqn9t1/iP9vJFzZEsMVcYRVbayIzsi58gURDND822u/ElcvXNoBUTUQngjhDWIe+qEvVUQUS6E1d4/PhBa+7hdEsPqnXfX/FFM9W0KV4QQQgghhGyOg8PVV2NbxT0VYnjdcrLa2wB764SwGiGsbvOlDS1LbRhc4ogqlzeEK76koqogIlO4aV5V5Y9VfGvg+h+EfvTsrnNOISVOEY2wtwX2tgh7WqQ9DfZO8aBwtemCsDoIb3ANrdlTMr7EVGR3ZVRMiMiUlR3ZGXJUGarIOSoGVP7hrWG3oAtOkbUQVg9hTcKeJgivgYgqCKt1SJfEsHpNaM3W1XDFKFwRQgghhBDyhBwcrr4e3y6FVYqWmatwB4WrvfWWcgkrz2getoQrM5pWw5WC3IiqimbkRmSyIquyigrji2ZTZvet74R8+ExYOextgoguCO8QwpqcQm33B/bWQbidckS+gr31ENakCW39+8yuRc6Q3TSjvIjIuYyooGVjDo5mRCOijKoJ5eCS8eeCzmr3VkJoHYS1wJ4WCG+AiNp1/VkZH2Fv/ROHq1vL+8JTuCKEEEIIIeQJOTpcJXRLe2uEvbUQVgvhDZZ8Jeyth82U5TjhDdqwcl3LyAJHzpjKTQw5MkSODLkRkaGCzIBMNVn2uTAsobJwk6s5XZ98M/S0FNEkRHVAaIMmolUKa5TCasSwOtjbCGHNsLcFwpsgog7CayC83nZt8hKWqwEiWjShzd8Lv3CRI1cXGV9aQiavPkuYM0SUEU2IKmcyV7Oa9V/bXazZWyftqYawFghrhb0NENG4rksr4wPhDY85sPUQ0eAcWvOHcXV3LRtacApXhBBCCCGEPCEHh6uvxfdI4XVCRB1E1ENEI0Q0Qngz7G2G8MbNl8ue8uOtI3ctt1xxBTlnlk0gULXuA1+jILt9h/Pk7k++uuec895q1/1tmrBWcU+bJqxOCqsXwlogrAP2dkJ4K0Q0QKQlEDqgq3YrosFtT/2ze05fuCkrsoryHRmNhuXbrTb2X+W8evL6V8IqIKpNE1kB4c0Q3ibtrYHIZghvckx/9jVoQ2v/ILFhniMyhkjhihBCCCGEkCfk8JmrXk1EvRBZB5ENENkEkU0Q0SKEtwgRTZsv17CKY60jdxAZVx8tXHGTYl5i/ArnRzsufyPsvBTWKO5pdolqg8gWiGyFiDYhvFUIbxXCWyCyGaKawRH9tFcQ0QThjR7hTV8JO5fcpTcrDJV5GY2m5avY2H+V84Fbytf2lkNkixRRAREtENEuhdc6qp8Q2QT7G1321P1BYsM9CleEEEIIIYRsjqPDVVKfU2SDGFkPkQ2wrxmimoXIVjGiVYhs3ny57q18u2P8tiVcMfmh4YpxvqQiZwrjS58yFtf26Vf2FLlENol762B/N+zvhKg2KaLRKbxRE9EEke0Q1QmRLQ7pqs2CyGaIanHZ0+ARUexf1mNgiIpBRpNsP1xdUfB3I0phf4smohyiWiCyUxNRB/tawCH9iWqG6CZLuLrLKFwRQgghhBCyKY5eFpjUp4lsEKLqYV8j7GuGfc0Q1SpEOihchVee6NHffoyZKzSZGTJVmb+ucNNVjocaLz2/+7Qmog4OdMO+NmF/sxRZ5xRRp4logsgOiOyGqKcZrqKaYV+zU1iTU0TZ3xxvuMsQVVlGM+Nor/+3OH4/pkpzsFkKL4WoVojqlCLrYH8LRDksXLmG1f9+Qv1dhsg44gISQgghhBBCnoijt2JP7BWjGiCqTjjQbB2uIKp58+USXvl+38w9y6bh9sOVFY6KCRlDzpCZODfeRL6v7uJXwoqEfQ3a2E7NvnopokaMrBciWyCyHSI7IarFIV21V8L+Fs3eVoisfDm55FMVkTMZzcjtdB/xHse/zuuS9tU5R1XAvlaI6hJXwpVjan+j296Gb8XW3GGInMIVIYQQQgghT87B4WpLTIe0r1GIbhQONEN0C+xvgX1twr42YQjqS3QAACAASURBVF/L5ss1suoxwxVDdYkzpnBEpnLTHZXLlxGjaqa+FnbGLazYaW+FNqYVolthfwfsaxejHNPPB5QU3SKFt8PBxq9HnZw2I2eooIoKt5OvuAGVf/pwxGl/tXNUOexvh/3d4r56iG6G/Q7oDOxvgegm9/CGb8fV3uUUrgghhBBCCNkUB4crj9gOcX+jEN0oHGyBA61woBWi28X97RDduvlyiap+rHDFERXknDNUVVRVZFxWmQn5LVUJq7389ZATz0RXw4F2ONQLB7uF6FbNvkZhf4tDumqvxH1NYng7xHVsiTzVfNWgcjQzFVW0E66YiRm9ysadosqdIkshugOie6T9jXDAgZ1scg9v/HZc3T0KV4QQQgghhGyOo2euErrF/Y2wv0k40LwarmB/O0S3bb5co2p/3TczbztcKRxX711iyLnlIVgGRMYVVJZQVZZkNCMaF25x5fY0x9AK/XO7z4gH2iCmBw51C9Etmn1NEN0M0S0Q3Qb72yG6HaLbhOhWcX+zEN3qkEsQDrTBvnbhYOuWqAunxm4oHE2qCZm9cMVNXI6qHXOOrtJEV0N0O0T3CdH1cMABPYHoNohuhwOt7pFN306ou4uWcEUbWhBCCCGEEPKEHByuXON6xP2twr4W4UAbWOpgGxxsg/2dqyVEdz20bLZ3j2ooHL6yYHncrWpGXA1XCkeDiopi+VNVUFFQQb5+Qmttmwguc37zDse9hVPPhRbDgXo43Ckc6oLwTjjYCNFN4v4O2N8L0X1woFPc3+Ic1SDs77Duks16lGuBQ+0Q2+ga1eKyr/5g26zMOcMlhrb7qXI+j/jrhjHnA7UQ0wUHOoR9fRBTDdFd8LCxesDraw2iu+BQlzai5VtJ9Xc4IlK4IoQQQggh5Mk5OFy5xfdK0W2wv0U82C4cbBcOtsOhdjjUDge6Vks42P3QstnebV+jdbjiq+GKM+TIEVVEFZFxVDmaEI12tjjnnJtUk4HjNQVDikfd95VATJsY3eF2sEeIbpOiO5z2dUn7u+BAFxzqhJh2iGmz7o+9epRrgZgOiGt22demjW7yKxmVmaryRXu7BaqcLyAW9cy6HLSEq05xXz/E1sLBbuHAQ8bqAa+vNTjYDYe6XCJbKVwRQgghhBCyeQ4OV+4JfeLBdohuFQ91iIc6IKYDYjogtgOsftOLh3oeWoKt9u77m+yEK47q8mJABdGEaEBcRFxC1XpSyDq0LHKums1cMV5R0bN8Woqq0MR2Oe1vFqL7xAO9TtFdTtFt0oFWiGmDuG6I74FDDw+Ej3ItQkwnxLe4RHc5HWz//z4cNHLO0MDWT12tC1ccGydvusbUwqFOONgl7R+AuDo41Cs8bKwe8Ppag0M9ENPtEtX27cMNdylcEUIIIYQQsjmOXhaYuBau1pJVbAdY5kmWZ0t6Hl622rtF2w1XDBE5Wu6zMiIaERWUOS4grgUX64cLG8yMKzJbuG5ipgkVtxWObwkvcjrQAof6IbYXYtqkg83OB5o1B9rgUA/EDazrj716hGsRDnVDfJvTgV4hpusnBe13ZK5wA7cTrhjnSwx7Ls67xdZATAcc6lwNVw8dqwe9vloxPRDb4xrV9u3DDfcQKVwRQgghhBCyGY4OV0n94qEO4WC7ENu5nKziOiCu45EC1cPKLbqpcOTqEqLKVGTyWrhCZkZkKCMucWQGjiZE1WRE8x3O1LVbrVZxjqqCnHFkiGYFzVdV3H5u2GN/JcR1wpEe4WgHxDS4HGjx2Nepje4VDvU7pP/CoR7xYDfEdwgH+yG2/wdHq+9wNDEDV2wPJkc0I07fQefoMiGmXTjUpYkehPhGiHFMfyCmB+J63Pa1f/tI4x1uiaj3Nv8dIIQQQggh5LeTo++5OjwgxXTCoXYxrgviOiF+pWJ7N19uB5pLxz9ZQmQ2whXnaECcV5GN3Vzq/3jBxBFlI+fMVrhiqBgY50ZEhiqa7qqyaVLGfzvb/+yBMjG+BhJrIanN6VDnln09rtE9QkyPQ/oPMb2aQz2Q0AWHhiF+5DsHC28hmlQDMzObuwVyRJmxjw3ofqBcjG0TY7qdDgxBQhPEDjqmP7G9ENfrvr/j94823aVwRQghhBBCyOY4eubq6KAY1wUxHWJCtxDfBQnLJcT1bb7cD7VUTt1cROR8Y7jiiMhl5MYlxLPDl/8p6VTnXdMdjmvRal24QmSMITcj58jQJKOJGRifkdkbJ4ee3XdGPFwHiR1C3ID2YL8U2wWJ7RDX64BLiO1ziumFxB6IHYXE8Rf2F84ZUEazvXCFiCqyWyo+l1ArxbRKsV3OB4chqRnihhwynhDXB/G97tGd30lupnBFCCGEEELIJjk6XCUPifHdENspJvRAQvdqOSpcVc3cXuCWcHXfhhYKR67eQ/xg5t4fRvz6b7Ir6+cVE3IVGecMGbfsKIjIkDNmmbNCA3JVlZGZODMuqOrtSQP+ywd9LjFlcKQXEoaFuAFI7IKj7ZDQDfG9EN8Hcf0Q3w/xfUJcr/i4iSu2zzmmDxJ7IW4Uksa/tr+0+2ODWTUjszueHPldFX83pUE81OwU26k5NARJrRA/4JhwFd8HCX3uBzq+k9x6d/nOtcXNfweemurQF+/z9/nTn+nZQ6s/i08RQgghhJAvJEeHq5QxiO0REvohvs/h5XaouXL61gIis4QrzlTLk4MZ4yijyk0oy8hOj19/NqbWJar5T98aHLy9eI/JKjehSUUzmhEZGlC5vXIvlmo1s8WQmzkuzJn4r04MPhddLyR2QWKHmDQoxAzC4VZIaoeEXkgYhMQhSOqFhE4prg3ieh/jEuL6xNh+SOyHxDZI6N0S3VU4beCqQUbF3pbxKlfvqvyPMirF+C5tTBsk9ELciJDQuZz0Nl+J/e5xrb+T1HUDUUWVoWr3v/Y3z1a4+uwC1mPEpOrQ1XYUrgghhBBCfos4OFw5Hx2BuL6nFK7cY+yGK4YyqtyIioLqqYkb7odqPZLGtLH1P8pr6r+nqGYzsiXOmeUxWCoarO/Fss5XCjcvqnxiCf/XiV6P2HpI6BYSBl3ih4SELk1ct1NsnxTbLyT0Q1IfJHVDYhckPEb/hfg+Ia4fkgYgqQUSet0O9r03eoczo/mB4eoew1fy6qT4bpfYNkjsFWLHhYQOxwxpQj8kDrjFt3wzqfv6criyszzxc8ESVKyj1HT+37/4OQsvy136HPWIEEIIIYR8VhwcrjSHh4SE/qdUHrEtdmeu+Fq4Oj1+3fVgrXPMgJDQKh0d+Zv83ql585K8wFBBFRlDI6LNaKVyvsiRqapZNo+a+N++369N6hTje7UxXc6xQy4xQ66x/a6xPc5xvWJiLyT1w5EBIfFxr2IAkgaFpFZI7HOJHUjvvKxysxlVe+GKMXWe41+81yHFd7vGtsPhPiF+QkjqFBL6HDCkiQNweNA9vvWFxO5PkH8Bw5WNLLOSt+5LOOvmvazfsf7E6sGXzxUa+vcrr1vPQa38e+2YltetD2U52MaZK5snWzvg2tuf3XpHQgghhBDiKA4OV0LSgHB4EBL7haQBcHS5xbXaD1cKKmhEdXnmKr7JOWFUSOoUEieckzp++nb7yLyscFRQUZChirayFWecG2SuLBlRXlhkSocB/9u7vc/ENWkTeoSEMSFxREzsd07odI3rco7vhaQhODL62FeROAhJg1JSGyT1SQlDB5umzKjI63bbWN83Vb3H8Scn+6X4bre4djjcBwkTkNQJSf2OGdXDQ1/scLWcVpZfvH/h4PIb61PPA9+wjk/WL94fru4/4EPClY2P2X+H4hUhhBBCyBeOg8MVHB58euWW0FY9d28BkaPKFdO6DS0se6ojV5C9O3jZPbFVih+RDnd4xLcKKYNwqO1v3x4eNTAjGpkyj2bFelXgWu85osJQtUximReRDRnxb9/udI9rgaODcLQHMvuFIx3Oid2u8f1S4ggcmXiiCxlyTuyAIwPC4ZGgqnEjMkW1H2kYW1D4350fc0rsdY/vgKP9kDgJR7rg8IBjRvXIkEdC2zeTuj/9Qi4LxHVTV+tyFq6738nmR3HjxJdVq+W0Y2Nyae3fq+8u/xlafd8RrT+1/M7Kh9YtaVx/QOvjEUIIIYSQL44vUrhyT2irv7ywiMi4ymSjVbhC5BwVS7ji7w5dcTvcKiSOiUfb3eMrnJP6IWUOknr+x4nOWYOsyiammuw8/4qj2cQZN1gmx+QFkyp3LOGP3+5wO9wEKS2Q1QUZfeLhQbe4YaeEETgyAkeGHu8qjg4KRwZdEzuEI4OQPPZG6fgScmZvFwmOyNiSiv+zRO+c2Ose3wnJA5A0BUe74YgjwtWRoS9LuLIORLYmgDZOUK2ft7KRYu4/l61lgTZa2w9X9+1tcV+W27AokcIVIYQQQsgXjKPD1dGhp1fuSe2NV5eWEBlXuGIzXKGC/J2hq26H24WkcUjplVKHnOL7xMR+SB3QHG795QejM0a2qJiYvXClqCrnRkSVI5pMqPAbKu8z8f+a1/b80XohtRVSB4Sjk9qESenwCKQMQPJjXkXyoHhkyD2xUzw6BGmT/3imdwGRPyBcqczA8F9rZ7RJfe6JXZAyCEf0kNIDRwcdMaTDX/xwdV96uc9yRrGVrz5n4Wr1PQpXhBBCCCFfSI4OV8nDT6/ckjoary4tIjKuoGpaH64QFTQjyojvDF1zPdIJRyYgdRCSbwipI25Haj2Su+CIHhIGfnly6BODauvhwhyRqxwVZCqaOGeqGU1LjDOzUb3XPY9/retwS26D1BE4OuOUpBeODkN6H6QMQvLQfV29/5WVSh2Ujg5vSewWk0cgY+q/nmhbQEQV7YYaxhcZejbPuCT1uyd1Q8ogHNVDSu+DTvFYdXTYI7Htm0k9n2W4mp5+spuJbISrdQvoHnmjvrXssv4jVn89SriyuSxwQzB66LJAy592w9U0IYQQQgj54viMwpWQMrJaj/Kj32Z7t6SOpo+XFhFVpiAzc47L4QplRNUyf2VGntt70e1IJyRPalKHIHkSUoal5F7p6ICUPimkTTgntP/d+SufKsyICmMmNKkooxFRRgOyOytBjVmeqcs5IleRmxVuGFzgf5XX7nakS8wcgeQ+bfK4a9IkZPZBRj+kjULaBKROQuqokDzgfKRXsBd+UoYhZdg5aVRM7haPjLx0rHsRVVQUm4PJEc2IJlSjWiedjnQLqQNC6gCkTErJQ3aP/1iVMgzp4+7J3S8k919DVDnyz2TianpT4ep+G++ysvGm3Tfs7XTxSOHKZi/W3nvsDS1o5ooQQggh5IvtixSu3A93NH2yeF+4smQQlSMi42bk2b0XXY92Quqkc+qgdQgRjg4JKSNOGRNOiZ3/8tHAJYUrJiOqS5wzxpBxpuIiIlu9Fus9+5AZFlXetYB/oWvRprRD9igkj7qmTEL6IKQOS8mjUvIEJI9DyiikDEhH+22Hn5RhSB2GtBHN4XExpdMpafi7+X3zXEVmtjl1xdGS+pSYtgnnI92QNiSk9kPKhJQ8LDhk2iplBNLH3VK6X0geuPoFDVf37VGxrtH94cjGGw/aiv0hywI3bsW+4UQb9hi0ezIKV4QQQgghXw6ODlepI0+v3I90Nj5KuOpbDlea1EEhdXj145rMCTjcDynDkDwkpAxtvzB7g3GDek9Zef7VumhlFa4Y52YFUUWzUek14Mu5TZA5ANnjQuqgmDzmdGTc5fCo6+ER7dERMWUE0kYhbdTuVaSNQPqI5uiklNotHRn7Vk7XTZXZu+nKcmEKKkkdU9qjPcvhKnVCShkWHDKkaaNfqHD1+UHhhxBCCCGE2ODo51yljdos69/09to8tL3H0S574YpbwhXnJuRZfRddk1fDldXpUoaFtFGnrEkpUw/pl4SExtdLRy9zVBBlZAoirs841g8XNjBU5hfRvGSU5cZ5/C9vdkvJbWLuKKTqIWVKTBlxTu53PdqvTR6GtHHI0IO960ofhvQRTfKUmN4jJU98Pb39qknhnNkcTI6oICpcSe6adknuhbQhSO2H1AkxZVhIffgYPnyQKVw9IQpXhBBCCCHEBkeHq/Sxp1ceyd2Nny4tIaqqjEzeEK4YInJuRJ7ePe2W0gWZ05r0ISF99P7jiGmj2tQ+yBqWjnT8qnD2Y0QjLnFuQJNq8/lXluV5CiJyGRWziWPHPP5pZoNLco+Qq4eUftCNQHqPNnXANXlESp2EzGmwcwmQMQKZo5pUvZjRJ6VMfSW1dc6gKnb2s7Dc+6Wo5qzBqy4pfZAxIqYPQsaUmGbjop6gIH0MMifdUnp+J3XoyvpZu6eKwhUhhBBCCPlS+oKFq+brxkVExpQN4YqhquJyuEpdDlczmvRhm+FKSh9yO1rjkjUG2Vc0R3veKB+/iagqBs7Ntp9/hVxF0wLyecvzr8wLqlluusN/kNroktYBeX1wbACOjUhpo67JY5rUcciYeGC4GtGkTgmZfULa9JbUtqkFxfYdV5ZwxVFlsm74Y21qH2SMCBmDkDll86KeOFy5p1K4IoQQQgghxAEcfc9V5vjTK4/Unrab5uVwxTeGKwUROTcgT+6edk3thpxZKWNYyByzdagxTfaga+oIJI9B7rhreltw1cVPEe9yO8+/Qo5MMSK/hygjR5MRFX5HwZZ76n9Oq/26rgNy2iFvBDL12lS9mDEBOSN2ryJrBLJGNWl6IWtAyLjokdo+dNuwxO2GK85QZfKxsesuaf2QOSpkDkGWXswYEzIcNKpZUx5pvb+bNnyVwhUhhBBCCCGb4+iZq6yJp1ceab0dt5UFRM7VDTNXqiVcITcgP9Kld03rhtyLUsawmDV+/3EgaxrSb2myp57JanPPHoDsOc2RvqCGS7es563WPVx4ecsMBWUTciPD+QWFc3VJXij/RP3PafUu2Z2QPwVZc5r0GSF7DAoGINvGeYWsccgehewxTfo0ZA9KWXMeKe3dn96bZ3aDDWPIuPLO5E339EEha0zMGobsaZsX9QQFWROQrfdI6/u99JFrFK4IIYQQQgjZHEfPXFl+sm+yMm2XR1pPxx3zEiJyjkzlyNXlSMAZcoaIHI2IhzumXNP7IXtWyhwVM8al9AkxYxyyRiFnFLJHNRmjLmnjQsYlMWNMk9knZgxD7qyYN7vlSPOOxk/nOV9kJoYKygwVNCEqaEQ2v7Lbg8qQy5ZQxxVEgwHlmhvyH2c0umYMijnjkD4kZoxrMvWgG4LcYciegCw9ZE9D1qSYOeqUMQTZ487po5A1AZnjYsbUcxntdVfmjXZmrhCRqVzh/AP9TZfMbk2aHrJHIHsMMvWQNemIoZ6ETL1TVt9Xs0eu4/Kjwj4DFK4IIYQQQsiX0ucyXNnJV+6pPZ23TUuIyDgyxpEpyFRcnr1iiMjQiHikY9ItYxCyL0pZY5A5IaVPSBnjkDUGuaOQMypmjrqkjWkyRoXMccicgOwpyBiXciedMkc8kjsjm2Y/RjSbDagaGecyRxUVhvN25nUY4wu3GS+6Zv5PaY3a7D4omBBz9Jo0PeQMQ9aokDkhZOghaxqyJiFrRMoYguwJ19QxyB6DDL2YOfHVzJbySwtm+6GGM0XmeGr6pja7wzl1FnJGIGsIMmYdFa6EDL2Y0/esbuQGR5SR0W6BhBBCCCGEPClHh6vsScdUlo3ySOt9tHA15ZY5BDlzUvY45IyLWRNOGZNS5iRkT0LuJGRPCplTkDMOuROQPQVZ01L2jJA2LmWOS5mj7tmD0W037nG2pN4xo8pVZAwNyOwtmVsyq4zhPZNS+rHhu1nNkD8BeZNC7riQNanJmNKmT2rTJzSZE5A9ATkTkDsBuVNuaeOQMw5Z00LW5POZLcWzd032x5MzRWb8zMxtl5xObdpFyB2F7GHIvAjZU44Y5ykKV4QQQgghhDiKo8NVzpRDSsi2UVvS+x4lXB3tnHK3hKucccgbF3ImtRlT2oxpMXsGcmdANwO5eksKgpxpKeuimD7jlHNR0E1D/izkfbwlpfVQ95VPkMnIVM4VtButGKKBo7JgQPPSvMw+vGr+Tl4nZPUKBWOQMydkX9RkTWozR10yRzRZ45Crh7yLoJt2y5gA3YSQPQM5+ucyms/pb5vs7BaIlnClsrMX77jmdrmkz4FuTMgZEbLmIEfviHHWU7gihBBCCCHEURwdrnL1DikxZ63Whas7q+GKW4crhlxFRIYGxOTuaffMIci9pMmdgGNjgm5SmzntknFRzJgVdBeF/FnIGYeCMcgbh8wJKXPWOfuymHMRcqdBp9fkTEDB5DOZHTGdt24iLvFFzk1o5mhrowuGuMi4ihzNS1w232X4wdzi97KbnXOHhDcvQc44HBsXcgeds4e1WRNC7gzkXYK8GbfMScibhNxZyNU/l9Xy0fh1I7f/8F6uKpyfv7ygzelyzbgEeeNi7qiYfQlypx0xztNi1rSU2/9s3iiFK0IIIYQQQjbpCxiuuJ1wxRFVbkCe1DXtljkEeVekXEuImnTKnnbOuihmX4TMCaeccbfsETF3UMgdlnR6KWdGyJmF3BnQTQu6CbeMZk3+FOReei6zP6b3kzvIZNNdVOw+/0pG8xJyAyKqCpqWDKp6YnbxxYxWTW4/vDUKbw/B8REpd9w1c0rK1kPeLORPu1qFq2ezWj4c/djA7YcariocC68tOed0Pp1wNSPpBp7NG73BKFwRQgghhBCyKV/CcBXXMeWeOQQF1zQ545A3BrpJMWdayLko5E5r8sa3pPf+fvbgs5l97tkDmtxRyJuC/CnI10PelKCbcNb1O6ePCrrLkK//anZLet/124zPq0a7z7/ishH5AqLKOS4uoKx+ovATs3e/l1bnoWuHvC44Pi7kTrtkzmiy9ZA/Cfl618xJyF8OV89kNv165NoS2p254lxVOBZ/bNTmPqWZKwpXhBBCCCGEOMaXM1y5ZQxC/lVN9pioGxNzpyB3BvJmIX/KRTf0zfTO0HH1h7+++JXkDpf8EdANw/EJKJgE3YSQo4ecT510erecbmfdsJB38fm03rShW3eQ2X3+lYyccQVVFTlT0WzkCme3mfGtscWtKXWuuh7InxKyL2kzL0q5E3BsBAqswpVOvyWj8f3hq4sPDleMl35ictX1ULgihBBCCCHk88zh4WrKTln/prfXZl0JK7W6AYNHxgPCFWMcUUUDYlyn3jVjAPKuiDmjQu4E6MaFnGnI10PekLNuYktyu256sWke//rdDve8fii4CAWzcHwS8ocE3Sjk3YDcCefMdm1Gv6i7JBbMfTOzMWP0pszRiArnCiqMIZoRkZtRNaBlvwsuM2RGBVVEVTEyvnid8V9P3N2aXCll90PBrJA7K+jGoGBQyJ3W5ExA/ijkTgs5Fz0y2o4NXTE+4JYrxlXGKj8xuuo6XTIuQ/6kkDcqZc/aH8ZHGee1NpqsGaFg4Lm80VsMUf2MniNM4YoQQgghhHwpOTxcTdou3dRa2WvzsHLP7LEXrjjKjCGquMQxplPvmjkIBVcE3SjoJiFvVMrSQ94k5A9A7pw2a+jU1A0jU9oX5P/jrW7XXD1kXwLdNBwbhWMDoBuB3Akhe1LMnpSyxl3yJ6Xsvufzut8dvjGPaJaXuGpinJs5qtyMyh3Ls4stVqe2GGdG1TSv8ONDN1/IbYI3RyB/WsgdB92QJnMGdGOQNyhmTUnZV57J7M0cuiIzZm+7QMaRMVb9yaJbbqtz5mUomBbyRqQc+2P4KOO80kDInXLKmoXjg8/njd1VETkqm/8GPAIKV4QQQggh5EvJ0eHK+se9o8s9q/dRwlVs57Rr1hAcuyrkWW6pGtNkT0P+1Gq4+nDqxl2Vz8u8/Y75h2+1euSOOafPiVl6eHMY8idANwW6acidFnXTYvaYtmDCOW/4GzldJ0YXDJwZ+D1kKiooc1RQ4VapyGrlIJNlo2Lk1xC3d1xx0vUIuVOabL2YO+WUdRHyxiF/SMrRi1mXn83uTx+8LKvqY4crR4wnhStCCCGEEEIcyNHhKk9vu6x/1ttr87DyyLa7LNA6XMUth6trQt4Y5OuhYNwpZwYK9Kvh6uTUDRND1Ww2cKX5runH+e3PJg8651+GvEko0EO+5YFXc5A7I+bNSLoJSTcFxz59IavtA/0dE2cqqpxxVHER162jswpXXDHLaMQ7MqaMXXsuu0WbM+WcfUnQzTllX4KCCSgYlnKnpZwrX8nqO9I/Z36CmavNjDOFK0IIIYQQQp6CL2e4cssehuPXxPx14UrIHxRy51yyh05P3USjzLhxkS8sqdhxw/DDgkaXvEEh7zLk6yF/GvJmIf8SFFwC3SxkTwg5k0LBRXh76ts57Wf1BiOizI0MZbZ+/werZYFc5hwXzWaG2aOXvp5V55SjF3KvQN4lTc4lKJiAY8OSblrKvbYlqzep76KZ8weEK5Wx2uuGpxOu9M5Zs3B88Kv5Y3cZhStCCCGEEEI25bMKV46ox5u5uj9cFQwKuksu2cOnp26iYmDcvITMhOo8UxrvGv9Tbp3rsWkxe0zMnYSCWSi4CPmXIP8i5E2LeROa/E7t8RnInvkD3eD5maVFlO/Jt7nZyG1ROV9CRMWscJ4zMvtsTgPkXYT8y1AwI+ZegmMTcGxY0E0LuVe2ZPcd6b9o4vZnrhjKCmu+LT/qssDHCV2CTu+cfRHeHPpq/jiFK0IIIYQQQjbptzFcnZq6KaMJGVMQF5EZ1aVFs7nqpmlrQcNzumFt5rCYPS4UzEDBLBTMQL5eyBvX5nZIWaPi8euQP/N7uqZzc/cWVfWeuqRyZjNczSOiapYZyxyZc8/tgIKrkD8HBWNi7hwcm4Djw7ASrg5bwpUd1uFKm3UFjs0I+aOaXMeMJ4UrQgghhBBCHOi3MVydnLq5iMg5ImOoKsysyCa8w7Dm9tJ/zOvfkjbgVjAFeZNQMA3H9FAwBfl6yL0qFkw75wwIBWPw7uy3c3qLLhnucMVGtFqduTIrisozRq665PZD/nVRN6vV9WpyZ5fDVd60kHvFm0T3mQAAIABJREFUI+cxwpVL9lU4PisWjDnppoV822U3R9lqQ+GKEEIIIYQQB/pChauc/geFK74Srrqs7rkq0MPxUU3uDBybEo4NCro5l5yhk/qbBo4yInIjGhW+hDJHk6qaVOXUDfx+TpuHblg8dhGOzcLxKXhzHAr0UGDU6KY1uhY4NgBvfgpvf/zdvJa6y/MqRxk5QxVVrlqOyRgys4yIsqwwzBq+5qrrh/xPnXNmtbpeUaeHY1NwbELI00PenFtuf1L/JfMDwhVHRcHmO7J7brtLziU4PiccG9XoZhwTrvKmnXIuwluDXy0Yu8spXBFCCCGEELIpDg5XwrEZx5St5LDlQeHKzDhHxpc4xnXp3XOH4fgV8dgYHNfDW6NOeTPwpl44NiDkz7nohj6cvmGdIqy3UFdVc8Ut4++kN7i9dRVy5+D4NLw9DsdHtflTmny9UDADx2egYErz5pSY0fvt4wNNnxhuIS6aF1WjSeG4hMiZiuZ5jgrnipljzvBll2OtcGxWq5uDdybgzRE4flkouKwpmIRj4y7HRuJ7LpmZYu+eK85RMWPTXZNH3oBWNw1vfgxvDosFs5A/DQXLZT1uqy9ueN12FcxodLPw3tDzx8fucOTI5M1/Ax4BhStCCCGEEPKl9DkNV2KBjXomd+Aphyu+xPDm/8/efce3Ud9/HD/ZziZpobR00AEtdNNS6KADKJSNSyBAQgIZZEACSUwGhba00EUHpYNfW3BiW/LedrzkIQ/ZJCGEkG3HQ3tvb0l39/1+fn/YSexYSuxYhmDez8f30WJZvvve6dqHXtzpFKYK+8AV/6m/KFU353/WhNcNgqpdsbNTsVOv2GlQ7DQIr3fF7+icndoxZ+fxL7yxp94WGmRSr9zNGSeJwkScM07yOeNKsbN99o7jfzxgDrOo33MVLa4UO2KxnxFXAAAAAACxc4HGVfxOw9jxkdePTGlcMc5FiVhY6mdSmXvgm69pF/y9dVayTUjTC0q9kGoQdpridpgS3jDNSDEJye2KlC4hzfGVlAP1zv4glyViJBOXqJ9IJnbOuIpL6ZiVfOwPB0zh6HcLjBZXcTsNcSnDY1SUpkR+HHEFAAAAADDVLtC4GhkJp8aCN6Y2rjjjNCAzOdjPunsZqzQErn6tYdbOLiHZKih1Qppe2GlMeMMya4dV8bpOkdIlpHQKKpugPP4t5dt73WKQSCKJcy5zYuOJq9SOmclH//AO4goAAAAAYDq4QONKSIkwLnpjXJcFvvyObt7/jglpjviUEyPjKi71iJBsmvP6sRydR4z4BVWMUSgo8XA/SSKJvSTnW7svf61pdqpV2HlCSNMlpJridhjjdhgVOw1Cik5IbY9L3Z+g0in+d+La9ONv+yhI8gDro7DMxxFXQmrH7J3HX3pLd5bvueKcuERa38CCHUdxWSAAAAAAwIVsGsbVK+8aLnr9uJBqj9vROrG44oz4IDEmEvWTGOL93eFQhr73M6/vvij52Iw3jsftOKHY0SWk6oVUnZDaKaS2zUzZk7CjLT7Dp0jVfVu5Z7c/GCYe5GE2js9cIa4AAAAAAKaTD1JczRtfXP19KK5SbPGjLws8Z1wxzsNEnBExmfGwLIXFEPMyyjD6r/jPO/NfOzg75YSQ1iGoOgRVu5B6Im5ne1yKXpF6ImHHUUVqmyL9xPezWvf65G7iMuIqOsQVAAAAAExL73tc6cYOIWpcHdl3Oq4YJy7R8FdEMRKHimuQ6NV3DfNePyak2BLSOoSULiGtLT55KK6OK5L1c944ojL4Jc4Y59LJrxLmXJKJy5xERmEiYoMUCvFBHpQpxHifGPpXp/SF/9s3N6VVSG0T0tsFVYeQdiJuZ4eQ0he/s3PGzjcVaQcFlVNIMf449+DR7rBERFwWOf3vmHnOzj1CqinhDbOgbBNSW4VUk2KnKWFHp5DaOXvnsZfe6gpxfpa4YvLJuHpDJ6Q6hLRjcTvG8XmqCcTVEcQVAAAAAMDkxfpLhNOMExkGQakTlF1jhi7i8y/acfytgNRPxLlMTOSMy0SMc87DMskkEeNc5Py1g/o5KceEVJtC1aFQdghKvaA0CUpTfFrnzJ1H5ye/velEz2BocJDJPpmCYUZSmPPBILFBopPf5suJc844Gz6nJQ/Igzs7uy/9z/6ZaQYh1SSk24QMQ5zq+IyUroTULkVal6DqEpT6eFXXjP+9892ijmM9MmN8UBKTj+oXpOwTcpxCunXuzuMKZaeQ0SEouxJSTILSMjtl/5+PGEWZosWVzCRJJm13cP7OwzN36gWVU0g/Hp9qFFIntJ8jj7hUY0KyQcg6cklaW4BxPvQlyFMPcQUAAAAA09KFGVdd0eJqjy88Kq44Mc6G40okmXORs/87qJ+TelxIsQmqjjhlu5CmE5QmQWWJUxkVO47NTz302dR9WaaAj5PEeJiLMkkkMS7zIDE2YltGXi44yMghs9daXZ/+7zszd9pm7tAnpLYLSp0iTadI0w/PcGdngqprlqpj3s4Dd2bU7+0LOYh2HrN+5r/7BZVDUFlnprYplF1CRrug7IxPMQtKy+yUt/98xBAtrjiRxERJpqbTceUQ0o/HpxpiElcKxBUAAAAAQOx8wOKqxRPsJ2JMIh41rv5zyDBX2aZItQuqjvi0obgyCiqLoDILaV0z007MSzv6hZ370s39PYxJch/nEklEMuN84PS5q9FxNSCSJIk+Lv671XvVf9/9yH86ZqeahXSrkGEQ0o1CmkmRakpIMSWk6oWdbQpl60zlvlvKDqoH2GvHXFf++8CMHTZBaVEoOwQV4gpxBQAAAADT0wcsrrTuwQEiWRbPcubqP4eN84bjqj1uZFylmYV0q5Cii0/rmpGq/3zanixXT084TKLEuMRIJEkcGTmjvv8qJEmMDfCwSxpIPmy94rV3ZqU6hBSjkKkfiqv4FEv8TrMixaBQ6YV0vZBtnZX8zi3l7RuP9lz2v8MJKWZBaRFUOkGlQ1whrgAAAABgWor1DS2UpokMo0KlV6h0EUak58/f2frmUFwxkZjIObGhOwWSyIiRRIxIIr6z3TlnKK7SO+OUnQqlXlCZhHSLkG4V0q1CukVQmYV0a5yq46rUt0rMg/2yJLP+oBwOjb6H4Omt4oykPol4D/EQ9flI/MdRzydfPzgj3Sxk6hWZxjilKS7FHJ9qVSjNQrpRyDALKYGEFPOCtCMLVAcTVG1ChknIMAvpeiFdL2R2KFRdCakWQWmdk7b/r0ejfuaKE3FijFGTf+AjqUdnpRiEdKciozUhzahIm9B+jjzi0kwzdxqFzMOXpnf4OSGuAAAAAAAm4wMWV82ugZNxFY4WV6kj4kqh0itUBkFlElQmQWUeHulmIcscl+Ga+Xrn19PfKfT093MmyqyHSI4YV8SJS5xCgxTuIT5IoodJf3jXcumOo7NS2xPSOuKUBiHVMLzkDJNCZZqb7JuVYlOkdwpZ7UK2Xsg0CRkGIaNDSNchrhBXAAAAADAtfcDiqsnZ308kM+kscZXW4ZqX3j4UV4LKKKhMCpVBodKfHkqjIt0Sn2qPT3fFqdq/pNpT7Ar6OQ3IEosUV5woTMRJZDQY4jwsSZIsOjj98ZD78jeOXJTcNlOlU2SZhCyTkGkS0g3xSv1FqYYEpU7I0AsZBoXKEqc0C+ldQuYJIQNxhbgCAAAAgOnpgo0rY8S4qrf3Dd/QgoX5cJKMiiuRuLLTNS+9Q5FmE9K7hs5ZKVSGeGVXgrIzQdkZr+yckaab84Y5Ls0kZJqETOtMpeHrqnc0gWB4sJeYNHQHi5NxxelkXIWJOBMp3EMhaVCifka+cP+Wg+In/vvuHFWXkN4lZBuFLIOQrktQdiSkHxEyjwuZOkWaZW6y46JkS5yqU8huFTK6TseV6hxxRafjanA4rjIcw3E16bI6HVdZiCsAAAAAgBiIdVyNPEE0rhGprIbHmU++KOVYhb23nxMxJpMoESeZiJFEEieZODGiAaICo2t2yokZ6Toh3SKoIvRbvFI3O0UfpzQKGWYh06zI0M9PO/pN5f4sL5fCg0Em93AKhYkkkWhQIi4Nn0QiIk5cJsYZJ8aJuNTD5V/vN16cejhe6RLSvUKuRchsVWS2xSt18Up9vFKXkKabkaZPSDMplBZBZRVURiGjS0jXK5QWIdM2R/XOX4+ZwuysccV5nSu4QHloZopZyO4SMtsUStPE93OkoTTMTDMJ2UcuzeryIa4AAAAAACYn5nF1llia7Lgo9dguW08/J5JkiUSROElEMoVJHo4rTv1EpSbX3JSOmekdQqZFkW4Yu5w4lS5B2alQGYQMs5BpEdINc9M7Fry+/9qsI83+cA8nkZHEZSKJpKFTYqM/gHX6JoIsSMzMaetu+8U7DscpbXEqt5BhFLLaFCpznNIUr9THqzrjVF1xSqNCaRGUdoXKJGSOiKuMd/523CRGjSvOSWac17lCC5SHZqVYhJx2IatNoTSfq0vHNeJU+gSlScg+8jHEFQAAAADApMX6VuwZ+qkb85THi83+AU4knhlXjGTixDkNEKmtnovSuobiSsg0Rllal5BhEDIsQrpNobQkpOnmpnfMTzl0bdY7dQFpkFhY7CEuk0gkcaLgyPoZ+f1XfRIPy9xFfNs+46feOHhRsj0uzS7kGYQMq5BuETIMp9YVl26KU5kV6SYhSydkGBQqq5BhnZv57iut5uiXBY6Kq9mpViG3Q8g+Eac6teRJDUWGAXEFAAAAABArsT5zlWmYujFPebzQ6B0gIlEaE1cicU6cQkS1dv9H0rpmprcLWRYh0zh2OUKmQcjWCZnGuHRLgso+M92lUFmFTIOQY5iZrv9Wzv7GoNQXCpI0dMpKJik88tzVqO+/CvOQODBAg2ZReqHF+pnXDyVk24UMh5BpE7KsQpZZyDIIWQYhSxefoU9IN8RlmIQsvZBpjEu3CZm2edkHX221jDeu0mxCXoeQ3R6fblFkRNiuiY64DCPiCgAAAAAgVmJ95ipTH3kMN4ZByDKM6zmRnj9XeSxf7x4gIpmJPDwyruShuGIkEb3VHVyQ2jEjvVXItgiZUVaX1SVkGBQq84w0W5zSJqTbhCyrkGMRMm0J2R3fznhrt08UJSZJPRKXxNDImwiO+pphCgVFCvZSKEjMQbSxpeNi5UFFukPIMAuZRiHTIGQP1ZRekdEVr9KNiqss+5yMA//ucp3xmSs+qt4kxpjGHV6gPDQr1SrktgtZJ+JUZiHDcO59e659rsgwzEy3CLnHPpat83HinIcnfwSMA+IKAAAAAKalD1ZcHc/tcg7F1RlnrmQSiTNiJHM60Cd9NLVjZkabkG2KvjqDkGFUpJvjVGZFukXItAjZFiHHImSbFNmumW+cuCHn3d1BHmRSWJT6on7/FSPWy7k4SNRLrJ9EO9G6Bv0C1bEEZVt8Rocixyhk6IUso5BpEDL08Sr9ZOLq1GWBihjFlYC4AgAAAACInVjHVbRAisWYqzqe2W4d5GPjShJJJC4TI8bpWIguTuuYndUm5JiFLGPERcWlm+PSLUKGScgyCdknR5ZFyLbEZ7hnZPviM058t3D/3kHqI+qRpYhxxYkkkknmnNEgsX5xQJSYiWi1tu1S5cE5quPxmZ2KXLOQbRGyLEKGOT7dEpduPv+4OnlZYFy6RciMvF0TG5lGxBUAAAAAQKzEOq6yjZHHyPf043lOpOfPS29VtZoGOZHEJJJGx1WIuEQyMU6dnD6m7Jib0y7kmoVs09gVKbJMs9KtCRlWIcss5BqEPL2Qo4/L0s/MMM1VOYUMm5BrFXIds9J1N+QdPCSS1B/gXI4YVyIjiYhYiEIShag/TL2cm4P99+7xz0k+MDurU8jQCdlWIdshZNrjMm2Tias5SruQ3ynkdMRnWIUs07n37bn2uSLLhLgCAAAAAIiVWN/QIss8dWNeevs/jxhlxon3S8SIESdOPMxIClOQOJFIIkl2oisy31Vk6RVZDkWWZexy4jLNCZnm+EyzIsusyDYNjbhM04wM0+x0oyLbJORZhDybkGW8OP3ozXkHGvpJCvUH5XAfkcSIWJhTf4hYiGg4i7hEMidGEieRMVEKmhmt0rYuSD8sZDrj8rxCrkHIbo/L1sVnGhOyuoS8jpkZhoQM/bysAzv0niAnzkc21ai4CnFW6RXnZhyao7QLeZ1CToeQZY24XRMdcZnmhCyzkHPic7kd3RJxzoM0OPlj4JwQVwAAAAAwLX2Q4mpOesfLh42MyYy6Rc5IIokYUXAorjgjClOQwm6ir+XuF7LN8ZmOuMwJREhclik+U6fINgq5ViHPKmQb52d3XrLznZ9VdJ0IswGiICdxqOF4mBEPErHRm885l2VZkuUwsQ7GH6nVLVAdFzJtQoY9Lsck5LbHZZkTsrqEws4ZGYaZ6bp52ftTdUNxFTGtmExSkLMyb3hO5uHZSruQG+O4is82CtmdX8hr6xGJMRak3skfA+eEuAIAAACAaSnWcZVjmroxJ7PjpYN6mXGZ90in42qQkSRRmHMiiQYp7CX6XvFhRY45Lssel22eyCqMQp5OyDMKuVYh167Its7M1C3Iar9Ueeiu0sMHQxRmLBjuZiSTRCRzRmE++h7qQ1Ekc94rU5CRTmJL645/PO34gjRPgsolFFgU2fb4bJNQZEjIss7INF2U865K5wlT5LjinMkkhTkr9YRmZx6aq3IIeV2K3E4hx6bImdB2RR5xOab4HJOQ03UF4goAAAAAYNJi/ZmrPPPUjdnZXc+/0yUxEnm3SDJJJA/HFeMUJk4k0yAFA5xuKWudmWOKy7Ypci0TWYVJKNQJBQYhzxKXY0/ItsdlmuNzDfF5XR/NNNxb1XaMUVAKkywTJ+JETIz8BVWcWJgkSezj4daQuKq8/ZPJbQkZbiHdHZfticuxCSWW+GxnQpZ1fu7BDL1HinLminMmsXCYeKk7OCfj0EUqpyJfF5fXFZdrF/ImtF2RhyLXnJBrFnJ1V+af6JUQVwAAAAAAkxLrM1d5pqkbc7I7t71tCMsUZgGZGInEiBGFGDEikdhQXA0OcHqgRjcrU5eQa4nLndAqjENxFZdrnpFtS8iyx+U6hHyrUGBWZNvmZhy7p+xQa58si1ySByXiTIr8WSlinAaZyOVeEgc47wizpTXtc1Pa4rP6Zua4Z2SbhSLzjBx3Qpbjoux3sww+kUX/EmEuhYkX23rnZR2Zr3Iq8nXxeV1xOfa4XPPk92dcrikh16zI03+xsKNXRlwBAAAAAExKjOMqPs8wdWNudufGt4xBmYK8V+ZDcSUThTkRsTDJxBkfoIEgo5UNlrkZHTPyTBNdhaJAH5dvSMg1zsoxz8yxxOdZhHyLUGAR8s0z8m2XpBxbWtN5XOISySGR9fNR3381+mq+EOOsn6ifpH4SDwfFhRVd81SGuSrD3CydsMuSkOWYme2cn30ox+ATZR4trohkkXixtWdB9rEF6a64fH1Cni4hxxE/8U2LNIwz8ixx+YYvIa4AAAAAACYtxnE1K884dWN+TteaFssApxD1j4wrRkSyyGWSOeunAVGipLcsH83qnFUwseXPHhq5xll5hln5hpl5ppl5pll5ppl5xrgC3dxc+7wc+/yMQw83tbZJNMgpIMuR44pzmeShb8AaoHC/3DMosgMD0p3lRz6lOvrx7BNCUee8XOfsbOdHcg/lGP1hKeqZq6G4KrH2fjS39aMZ7oQCw8x8/cxc56w8c0x26ex8a1yB8UtFnYgrAAAAAIBJinFcXZRnnrpxcY7+sXrbAKcgH5CYPCquJJHLJHLWRwOiSC8cMF+a3TW30Dxvgqv4aLZlQa55Xr5pVqFhdqF+Xr7+I7n6S3IMl+QZZ+fq4opMcUXGizOPLa3v7GIkh/pHfv/ViLv8cZGTzDnxAZIHuSQHJd5N/GgwdHOV/jLVgZklHfOzrfNynBfnH8kzBkQx+pkrLkmcl9r6Lslt+1imd2ahaU6BcU6ee16edfL7c16eeU6hPa7QhLgCAAAAAJi8GMfVR/JMUzc+lqt/qMbYx5hIA6LMSOYSicQZERGTSCbOWR/JIUavHTF+Iqd9boF9fv6EVmG+JNf80TzTgnzj/HzD/ALDR/INF+cZPpZruDTHOL/QMKPIMLvA+pE88+czD69pOHE8zGR5MMjDg0SyRCSFOQ+KxMJEMieZOPEgSWEKM4kozGWZS28O8MTyQwtyD1+U5/5orvdzGQcLzH5Zin7qinORUbG97xO5xy/Ods8rMM4t0s/Pcy7IN8dkl84rMF1UaPhGUWcPI5FYGHEFAAAAAHC+YhxXF+cbp258PFefWNXVK4cZDUgSJxYOU5hkIs6JZJKJmNxPNMApt8P8ydzWiwq8F+ebY7R2/UfzTQsKrB/Jt16aZ/5cXtcV6e+ufNtlEcP9xHoZlyRGcojkoMz54Ojvvxp5RivI5D29wXvL2i7JNS3Id31debjSPhCSI8cVJ2KMRIkK7D2fyT7+0Tznxfn6eUVdH81zXJwXm+2an6/7RL7u+qLOANEgMRlxBQAAAABwvmIcV5cWmKdufDLPcGdZRzeXJBpgjIhJ4lBc0am4kgaJQpyqbJ7L845fXOi9tMASo7UbP1ZgubjQfnGB49IC+6fzjZ/PbvtyxoFtew16iSTOBuW+MEkkEUlD/3Xa6Q9iceZjAyGZHfSFbis9/vES49ey28qc4VD0/ckZiTLlW7s/m3v8knzXpYWGBcVdH8t3xmq7Li40fKrA8P2irm5OQcQVAAAAAMAkxDiuLiuwTN34dL7xlpITPuIiH+TyybhixIkRSUNxFSISOe0J9F+Rd/QThZ7LCqyTX+8nC8yfKjBcVmj+WJH9Y4WuTxS7Pp5vvbzA9IV8w9Wq9m17rEZOA3xQJFnixBknOTzyTNTIM1eDJFGwj4vhvX3s5rLWr2TsL/VIkhztqkBijCSJ8i3+L+S2fqLAdVmh4ZIS3SfyXTHZrk8UWj5eZP5soekHRboexBUAAAAAwOTEOK4+XWieunF5gfGHha0ezsMU4jKRLEmn40okmYiFw0Qy40eC4pdzD19e4Ph0oSUWqzZdXmD4TIH5k4W2TxQ6Ly10frLY9cki+6cKbJ/L816V27Zlv9EkcZnLQQqHiNPoq/xGfgOWLBJRiFhPiPPmXvZQ4V61o5sk8SxxJcuUZ/Ffmdf6qXzXpwuNHy/RfSbfGZPt+lSh+bIi8+cKTT8q0vcwChOXqW/yx8A5Ia4AAAAAYFqKcVxdXmiauvHZQtN3co/YOYVJYhKRJA/FFSPGh+MqJBHnMjNw/q38w1fm2y8vNMdk1Z8vMH2uwHx5oe3ThY5PFTo+WeT4ZLHjU0WOTxc6P1vs+kZO+2/ecVqJwjwkEw8SsZFFNQKTiXNGNCASCzB+zBM09fbLvH/0p7RGPJ8xmVGB1X9VfutnClyfKzR8qkT3+Tzn5YWWyW/UZwpNny4wfyHf9JMiQy8bujcI4goAAAAA4DzFOK4+V2yZuvH5IvO381t1YQoRI4lIkmUSiZNEMh/68JUcYiSTJDuIflzWdlWe+QtFMVmv5YrCoWH9fJH1c0XWzxZbLy+xfqbEdlmJ8YpC9xfznF/LOfLiIaubUUiibhr15cKndg4nkoiRRJzRAFGYMeoLkiz1UpBFOXXFGGOMF1oDXyls+1yh+4pC42dL9F/Md32+yBqTXfrZQusXC8w3Fxv7EFcAAAAAAJMT47i6otgydePKYss1BSeOdocHST4jrthwXAU5SSSFPcTva7R+Lc/0xdis1/qlQvuXCu1fKrJ+scjyxWLzlcWWL5RYPl9iuaLUfEWR6QtFti8W267NOPa3g14XI5mHOGeRzlzJRF5iEpdIlomzELFeSQ73ydGuChyOqxJb4OtF7VcUeb5UbLyiRH9VgfvKYlts9mqJ4+pC6y3FJsQVAAAAAMAkxTiuri6xXVVsnaJxdbHl2oK2vd5giIgYJ5kxkk/GlUyciAU5cRJFH/G1e+1fLzBfHbO1268usl1dZL262Hx1senqEtNVxearSsxfKTJdVWn+bLH+6gL7NUWe6zLefa3VHpAlziTOuMyJESMKEw9z4hIxIi+jMJOJQkRM7GeBIDFZirwzORHjnDFeYglcU9RxVZHny0WmK3fpv1zovqo4Fvu5xPqlUus3Cmy37Orq5SSTzGlw8sfAOSGuAAAAAGBainFcXVPh+mqJdYrG10rM3y06VukIipy43C+TRIyIk0hMIiIeJpJkIsapn7MX9+q+Vmr7aolt6ubz1RLL10uMXy01X11qv7rU/rVSy7XF7T8sPPRb3cCALIdFHuYkS4PEAsR7ZGJRP1k12si7C4pETOYFevf1RZ1fL/J+s8T0xYqur5Q4YrRd5qvLddfnm35W2erjxCnIuTz5Y+CcEFcAAAAAMC3FOK6urXB/o8T2zVL70H/GdlxTar2++HieoVuUOfGgdDquZJmG40oiYowPcvafNvs1JeZvxHoOo+dju6bU9I1dlq+WOb5a5vraLvu1pcbvFbf+OHd/6nGfmyjERJL7hk5bcaLxtdWYuGJUaPBcX9R5TbHvW6Wmr1Tov17q/GapY/Lz/8Yu65fLdd8vsNyhPhFgiCsAAAAAgEmJcVx9t9L97VLblA3r9cUnUtucQYkzHpJIIk7Ehi4LJOJhTpJEJMs8yFmRpfv6gs6pnIzt2lLrd0pN395l/kaZ/etlrm+We75RYr6+zHxDmf4nmUfeaO/uIWIsTJxLREQy8b7x9NWYuOKFBs/3ijq+XeL7Tqnp65W6b5U6v1Vqj8Em7LJ+tVz3oyLb3dUd3ThzBQAAAAAwOTGOqx9UuK8rtU/ZsF1X0vG/o7YBkTEekoY/Z0USSZyG4ypMJEs8KIeafKGfFrVfX2KbuvlcX2q7vtR8XanlW2WOa8rc39jl/naF95oS27Ullu+UuX6a8U5Wl98jE+NExIlEomDUbwse4Yy44owXG9zfL+q4rsT33VLTtyr03yl1XVfqiMn+/HqZ/ifhqyemAAAgAElEQVTF9sSarl5OhLgCAAAAAJiEGMfVjyvd3yuxfr/UNhXju7ts15cZ/rbPESSSWXjo+4OJESORcyIeZsRCRJxzkgePy3RX3pEbSqdqMt8vtX2/1PqDUvP3dlmv32W/rsx5XZnr5HBeV+n8/i7rPUVdGbpQDxGTBjlJoejffxURJ5JOxtWPSru+V+K7odR0XYXue6Wu75faY7E/rd+pNN9UYLuvpquf09BNNiZ/DJwT4goAAAAApqUYx9XNVZ4bSq0/LLX9aJc95uOGMvv1lZbfNloGiCQuhYmfiiviRFxkxIJEnMkk9tmJlpe3/2SXZSpmcmr8sMz6wzL7D8vsN5TZf1DmGBo3lDl+WGb+gdp/fak7saAtr6u7h2iAsWCU77+KhhPJxDljxXrXj0u6bij1/3iX+XuV+h+VumM0edv1FeafFjrur9b1M0JcAQAAAABMRozj6tYq709K7TfuckzF+HGZ43tqZ1JZWz+RxNnJuOL8ZFzJxAaJOGcUDniJnmkw/7TUOkWTuXGX4ye7HD8uc/yo3PGTctuNZbYby6w37rL+pMz6kzLrreX2H5XZflDuuLHMdF/RkXxLXzcRk4lPPK5Ilot1zptLu368y39jmeWGSv1PdrljtD/t36u03FbserBG3y8T4goAAAAAYDJiHFe3qT037bLdXGa/ucx506jhmPy4sdz5Q7VndcFhP5HMmXT6A0ynz1yFiBjjXOzrJvrbQdfPdllvKnPeXGa/qcx+U5nzxnLnTWXOm8qHfpz8lJw3ljtvKnfcVG6/ucx6S5n55LDcUuq4dZflp5WmH1XZb6pyLsw7Vm3uDTNOTOKcy5wY50Rs+Lq/KDuTE8nESObFeudPd3XctMt/yy7bj6qMN8dof95U7rih0nxHiWtxja5vKK7GkXyTh7gCAAAAgGkpxnF1t9p5R7nt9nLrbeX2W8sct5Y5flru+mm585Zy+63ltsmOMsftu7xLy461SsQkRhKFiMJEJDPiEpFEnBEjYjQgyQGiig7rnbvsP6tw31FuvqXMeGOl48eV7hsrnbeUW2MwmXLbreW2W8ptt0R6/LZdtlvLnDeXu28u99y6y35PqX7prtYMmyTJksx4kEgiTqyf5B7O5FCU21xw4mEKy2Ha1eW5o+LErWX223Y5b6y03FxpiMkm3FJuvanC/LMyy4q61m7GiUIUmvwhcG6IKwAAAACYlmIcVz+vdt9VYb+j3HpHheP2CsdtFa7bKly3Vbhvq3DcVjnpUeG8q8y7eNexvT0hWSYSKTwcV5yTeCqumEQhRj1Eh3wDCyssd1Q4bi833aa2/bTKeXOV59YK9x3ljtjMJ+o87XeWW26vsN9a4b6lwnPLLtu9FebEotblu45qzP09RCFZJjlITOSMcc45kyPmFSMeGoqrTvddFSduq3DcWeb+qdr2syrjbZX2yc/zZ5X2Wyqtd1RYV2laexjniCsAAAAAgEmIcVw9UOe5p8J6Z7n17krHnRXOOyrcd1S6b69031HpjMGocN1d7nmwrHWXzS8yIpGk4bgiiWSZJCJGnDgjiVGIyM7okUrdXWWmu6sdt1U5flblvL3SeVeF8+5y5x0VsZhP1OG4u8J8V6X19krHrVXu29Xu28st95bp7y/vXLHrRLVjMEScxEEuc5ET54xYf8QPOzHiIRLlMJV0uO6pbL+jwnl3medWtf32KtMdlY7Jz/P2SsdtVba7KmxrGk70ckJcAQAAAABMRozjanG9P7HSdleZ+d5Kxz2VjrsrXXdXuu6udN9d5YjBqHTcW+6+v6xNqXOEOJHEZZJF4sRIJFkixk/enF1mJBMFJPb8XmdiSfs91c6fVbnurHLeW2n/ebkjsdx1d2Us5hN12BMrjfdUme9U225XO2+vdt9Z7bhbbb2r0nxPtWNN2bFmx0CQER8anPEoTTMUV1KYitud91Z13FXpSiz33qF23K02311lj8lU76iy3Vtpf6K+ffhW7IgrAAAAAIDzFeO4WtoQWFhpu6/SvlDt+HmVK1HtSlR7EtXuRLUjJmNhhXNRteFP+429jEhinMJDXyUsER+OK2LE+ND3SYU4/e+obemutp/XeG6r8iWqXYsqrYsq7PdVeu6tctxbZR87YjRP+0K1+efVlsRq+93VzrvUzrvUzrvVznvU9jur7fdX2Z6s0GsdUpARyWHG2WCUW7QPxRWTqbDNnqjuTFR7Flb476l2JVZbE9UTm2q0bbynynFfhWNTs76fCHEFAAAAADAZMY6rxxr9D1Ta76+wPVDlvL/KsbDKdd/QUDtiMhZVOe+rNjzT0OXjRDIjGpBJJD50MeBwXHEuE5eJyxLnu73BNUWHF1a5b1cH7lM7H640Laq03VflvU/tjNWUIo6FattCtf0+tf0+tePn1SeH2nmf2pZYHbhrl2ujWveWeyBMPMR4H48aV0ESmUQFbfaF1V2Jas8DFYHEatdCtTVW8/x5leP+CmdSs2EAZ64AAAAAACYnxnG1ojHwYKV1UaX9QbXzgSrnA2rn/VXu+9Xu+9XO+9WOSY4H1I77y633VpvWqE9YZSJZJuqVKUSMaPjO5sNxxUnkJEokmyTaXn78gQrPPTUDC6sdS6oMD6otiTW+hdUxmE/04bxf7bpf7XpA7VxU5VhU5Vikdjygdiyqci6qdC5U++6r8T1cZdpUdXS3L9RHJI5MqzFxJYtU0GZ/oNawUO19qCJwX7V7kdr2QKymWuVcVOF8RmsY5EQccQUAAAAAcP5iHlf+hyttD1XaHlI7H1I7F6ldi9TuB9TuRWrn5MeDaueDVbaF9Y7llR3v+mTOZKIeRiHOifjQ90UxIsZIHBoySd1E/9prX1Lh+XnNwAPVzkfUugerLffW+hbVuB6sjjBiMs9Fauf9au8Dau+DVa6Hq5yL1Y6Tw/1wVe/Dla6Ha6wP1FkfrLFuVncc9ISYFCbGOOeMMzbiW6+G4koSKa/NvqjO8EC196HKwMJqz0Nq24R3XZRtvL/S+WCFa2uzcTiuwpM/BM4NcQUAAAAA01KM42pts/cRteVhtX1xreehGs9DNZ7FNa7FNY7FNe4l1TEYyyodi2u8j1Vaig2BfpJIchMNDo6+kTnnbGgwLvcSq7H2rCzXP6jufrjGu7TasrjGsqjOFav5RBuLqz2Lqz0RfqX2Lq72PlTjfbDWs7jauUqt31rd3uRnUphJXOqjkDh0b44wJ5nCRBKFg0RpHd6Ha/XL1M7F1a6FGteyqlhN0r2ozvlgjeP5Bl03EfFB+b34DmHEFQAAAABMTzGOqydavEurLYur7YvrvA/VeB6qcS+ucS6pscckBh6pdi1TOxarfY9W2f51wNZNjEs+4qFBdkZcncJCXGyVaENF+5Iaz8O17kdqbEtqbQ/XupdMcVxFG0vV7iXV7odqPQ/VehbXOJfXWB4rOb6ttvNod7iPKMw5MZF4mJhEbOhjZOEBop0d3sW1huVVjkdqnAvrnY9VeR6JyXxqXA9pXA/XOl5oMgSIiA+8JyeuEFcAAAAAMD3FOK6e2h1YXmNbWmN/pM67uNazpNbzSI1raY1jaY0rJmNJtWNxnW9Ztf0X1cdcnBgbIBaWR39H1Mi44lLQQ/SPg87ltebFdbYltY5Hal1La3xLa9yxmtKExqM1jqU1zsV1roc07kW19qW1tpXV5lUVHduaWvf3SSInkjjnIZFCnDMSiUgcJNrZ7n2k1rBS7Vxa43qgwbVc7V0Wo/kv0biX1DpfetPcTZz4gIQzVwAAAAAA5yvGcbV5b2BVre3RGvuyOs/SWu/SWveyWtdjNc5lte6YjMW1jmXanmW1zk0Vx/YHwkHOSJZp9NVsI9qKkRQeINrTK62rOrpUY1xS51xa432sOrCsxhOrKU1kuB6rtS2rsy3ROB6udz6kcSyucyyrcyyttS9pND/fqG/rkWWZiEmcwmzonvIkDnLaecK7tNa4Su16tMa9qMG9Qu19NEbzf7Tes7TW9ac9th7EFQAAAADA5MQ4rrbu7V5da1teY39M4320zvNonWdFrXNFrWN5rWvy47Fa11KNe4nG92idc4O6I/+EI0AkioxEkSJWAeckSSIjK9Ff3up8okG/WG1eXt/9mNq7vNYdkylNdKyotT9WZ1+msS+pty+pdyypdz2i8Tyi8T7YEFhZb/t1/Ymj3VJYIhK5zNggcc7DQU6vH/UsqzWuVrsfq/U81OBZWe1bXhOD+T9W61pW61pR53l5t62XiBjiCgAAAADg/MU6rnb71tRYVtU5V9S6ltd6VtS6VtY6Hq9xrIhJXNW5lmlcy+o8j9U5n6g2/rHRYCUKy4ykMPEoWcCIcz5AtNs3uLni0BONzmV1nhUa//tSVstrXcvrnMvrHI9q7Mvqrcvq7cs0zmV1nmV1/sdqe5c1+ZbUtL/YdELfzxgjkaiHJM5DIUZvHPU8WmdarXYvr/U83OBZXe1fEbM4dK+q8/5tj6OPEFcAAAAAAJMS47h6bl9gXa1lbb17Za1rZZ17ZZ17da1zTa1jVZ1zZSzGijr3ijr3yjr3mhrHlmrd2728jxEL9RJnYyfDiSROxDmXxQDR6/ssT6r1j9Y5Hmt0rtTEZj4THK7lGu+KOs8KjXOFxrZCY1uhcS7XuFfWeR9Xe1fU+x9rcq+pN/6uoeNEkPcSiSQTCwZleuOIZ2W9ZV21Z2Wdd3Gjd01NYFWdKyZTerzOu0bj++c+zwBxxBUAAAAAwGTEOK7+cLR3fa3tiXrP6jrXKo1ndZ1rTZ1zbZ3jcY1rVSzG6jrP6lrX6jrPmlr30zXm9GO+XiKS+4gix1UfJ84ZhQYkRof7aXuDdVWT85FG80qNMybzmdBYqXEv1wRWaPwrNa7VGsdqjXV1nWN1nWt1nWedxr222vN4TeDRBs+jms7f7m7tHJBIYiSHBmV647Dn8QbbuhrvKo1vSZNvbU3g8Tp3bPanxreuzvefd/yDnBMbwK3YAQAAAADOW4zjaudx+8Ya/eqm3pX1gQ11ts11hic0zuWN/avrfWvrPZMcqxs8y7WeNQ3uDbXuJ+t8azWO7XVtBplkLjOSZGISkTScWZy4RCSJRIxk4oPEpQFO5V09G+t0yxrtqzSutRr3qhrL2nrr2gb72gbX6gbv4/WBNfXeyc/zrJvgW90wtCvcaxvca+vdQ4+vqfc9Xt+9sqFneVNgZaNzfV3ny28ajoVIlFgf0RvvmNfXG1Y1eFY2dK+pDzxd41unmcBK19R7Hm/wPd7gWdPgXlvvXFfvXFfvXFvvXNPgekTT95TGkXPM3U9ETOSRTgDGHOIKAAAAAKalGMdVvbMnqbLt8ab+VdrB9Rp7Uq3hiXrnY40Da+q96+rdkxxrGtyPaj1r611P17jX1/rWNPo21HZU6P0DjDNijGSZOBv+9BUjLhIXOREnmShIFJJk2c3pv4e8GxrNa+oDj2v865q7Vzd5Vje41jY4n6y3r9c4Jz/J8xqetfW+xxv8KxoDKxr9jzd51musG9Wdf3nT7BjkbqIdR93razpXNbpXNfieqPM+Xet+QjOB5a+td69u8Kxu8KxtcK9tcK5tcK6rd65tcK5ucK9oDm6uNVR3OYJEnEvE5ckfA+eEuAIAAACAaSnGcdUZ4i/WnVirCaxoDK1r8D+tsa2vd61u7F7X4H2iwTPJsbbBs1LrebLBtbHOvV7jW1Xv3aR1/qH2mCVMjHNinLhMXCaSh89gcU6MOBGnMFFQ5swvk57Ra/vtT2m86xr7VjX1r2zpX9nUva7B/VS9dbPG9GS9a/LznOh4ssGzQeN5st67ttG7usm7utG9ocH1TKPj2Tr9jr3t70r0r8P+jXXWdQ2etY3eJ+vdG+odT9a7J7SKdY3udY2udY2eNaeHd02jd02D/7majkMBcZBxzmUe7b4gMYW4AgAAAIBpKcZx5SfKOuJ8psGzumFwbWP/Uw2eDQ3O9Y3eDQ3uyY/1je61Td4NDa6n613rG/yPN/Zu0Aa2V3cVnfCHOREjYoyYRFwiLhFx4kTS0KkrJlOIUYhxGiAyhvg/3/ZvqbVtaOx+rL57pbZ/dVP3hgbXpnrbhgZXTKY60bGp3vVUg2t9o/uJJu/6Zv/6Bs/TDa6kBvtWTftL+5wvHejZqHE+Ve9d3+B5ssnxZJN1feME59noXN/oeqLRu7bJt6YpsKYpsLYp8ESjL0lj+fceo4NRmDPO35u2QlwBAAAAwPQU47gKE3vXG/x9o+XpOt+Tjb1PNQY2NnmebnA93eSd/HiqybuhybexybOx0bmhyfeEtv/Jpr5nGpwv1us6/eIgJ0kmJoaJhYlLQ6eySCRiJBIXSSQKkSwS4zKRSaTUt02/qul4Rut9oqV/dcvAGm3fem3PU7GY53mMpAZ3UoN7Y6N7g9b9dJP36Sb/002+jY3+9c3O9Vrn042ezY3+TQ3ejY2ep7TO9S2Op5s8E1m+Z2OTY2OTa0OT70lt4InmnjUN3qe0/qfqbC9UtzZau3s4yYgrAAAAAIDJiXFcybLYy6m8I/DrGv3WBk+S1r+p0ZOkdW1scsdieDY2+jc1uTZq7U9r3Ruaep5q7N/Y5NvSaElu0ZlF6uEkM04sTEySOZc5kUSck0gkkUxcJFkkWSQuhSWph/GaTs8f6o4n1eo3v9m9urFnbfPAU03eGE11YtuV1OBNavBuanRvbHJubHJvbPJtbAw83di9rtn/ZLP/qSbvpkbPpkb3pkb3yazyTGT5rmca7ZsbXU81+TY0BZ5qCiS1+DdpLM83mlL2dtplHuKcaOi6wMkfAueGuAIAAACAaSnGccWZHBQlr0zZ79peqO7a0uDY3OTd2OjepPXEYniTGrs3N3k2Nds3NTs3NwU2N/Zv1HY/3ez8db0xo9Vn5tTPiXOJmMSGUoFzTlwizoifvOeFzEniclhmrJ+orT+c9q7+l9XHf9Hi3tgYk0mez3ZtbuxOavJvbvIkNbmStK6kJm9SU2BzY/dGbWCj1rdJ69rU7NykdW1u8iY1dm9u7N2k9U5k+e4tTfakJtdGrW+jNrC5ybu9yf6cRveHhhMneqV+TkSMiUHOuDT5I2AcEFcAAAAAMC3FOK6YKHImi4w5ZMpq7X6uwZqk9W3U+jY3eyY/krTerY29SVrvpjdtSc32bY2+bQ29m7TdG3Z7N7d4n9N0lek8LsYlkolLnHHGiUhkFJZIJk4kE8nEiAaJy5wzxhnJQRI9jL/lHXh1j+6FJlNSsysmU53g8G7S9m3W9iRpfVu0rq1a59Ymz5Ym/5am7u2N/m1N7qRm++YW+6YWZ5LWv6VhYFvDYJLWO4H91uze1uTY0uRO0vo3N/u3Nbt/1Wj+k7aruVvqJgrJMrEQSSHOSMSZKwAAAACA8xXrM1dExBkRC3HyMNKY+v7dbHyxtnNbi2NzizPpTffGZtfGN30b3ww8vbt7056ezS2+TVpPUot3c7N3c7NvU7Nvc0tgc0sgqbk7qaU7qaV7c0tgU7NvU4t/45v+zW8Gtmh7ntEGklo8SS2eLc2BrS29Sbt7N+4JPNXieXa3+8UGXVlXwE0UkLlMjHGRSOIkD395EyNixIhEIpmIc+JcJpLDXOol8hEd8Q8oj/v/pNX9ur7jl02G7c3WJK1jU4vn6Rbf5hbvphb/5t09m97sTXqzL6m5Z6u2+5km/zPNnsmPLc2eZ7SBLVr/Fq13q9a9TevepvVs03q3an3btL6tWs8zLa6kFuczb7q3NHu3af3bmrq3aD1bhv/c+0zL0PA90+JLavYOPZLU7E3SepJavEkt3s0tns27e555s2drk/e5Bttv69pf36M70it6iEKcM2JMChGTOSdcFggAAAAAcN5i/Zmr4b7ixGWZsUEi26DcpO/55zv2l7T6XzfoftVo+HWL/flmxy+0zue0zl81255vNP9Sa32u0fJLreN5reN5ret5rfs5red5rec5recXWs+zze5nW1zbW1zbm52/bPb+Uuv9ZbP3+WbvL5o9z7Z4n23xbm/xbG1xPfem57l62x/qTSUn/HaJQiTLrHf4K4XPip0kce7lpA+xtz39ha3uf+w2vNSo/5XW9Ks37c81257VOp5t8W9rCWxr7t3e1P18c8/zTf6tWs/W5hiMbdoIY6vW80yzb2hsbfZsbXZta3Zta3Zu1zqfbXY/2+zZ3uzZ1uLd2uzd2uzdqvVt1fp+ofWcGr9s8T7f4n2u2fOLJvezLf7ntK7fNpr/vduoMfa4JN7PWEiS+BiTPwbOCXEFAAAAANNSjONKOh1XEpPFoMQHiAJELiJdkB8NhA64B9609WhtPfWW7mpDoNzgL+n0Fnd5C9q9uSd8OSd82W2+rFZf+vFu5bFA2rFA2vFAyvFA8jH/60d9/zvsfeNg99B4/VD3/470/N9B/7/f9f3rXd/fDnb/7WDvvw73/fcdv2qftf6YuU9ijIeGpnN2I9NCkkliFGLUx8nLSBeid72DWou/qMub0ep/40j3qwf8f3478Pu9vt/t9v6m2TmUN5Mf25sjjG3N3q0t/i0t/q0t/m0t3u0t7mff9Dy/x/urPb5f7/W/sMf/wh7/r/f6f7uvZ2i8+FbPy/u6X9nf87d93f/Y3/PaOz3/eafnjXd7Ug735J4IVFl6DvRINk69REHGZSZxFuLDNwlEXAEAAAAATFaM4wrgnBBXAAAAADAtIa7gvYa4AgAAAIBpCXEF7zXEFQAAAABMS4greK8hrgAAAABgWkJcwXsNcQUAAAAA0xLiCt5rOgAAAACA6QhxBQAAAAAAEAOIKwAAAAAAgBhAXAEAAAAAAMQA4goAAAAAACAGEFcAAAAAAAAxgLgCAAAAAACIgQs8rjTbr4xou+Z9ntL7OAEAAAAAALgQIa7GO4+Tq0RcAQAAAABABB+IuHp/S0aXnPj+TwIAAAAAAC5wH+S4GvplYrKOaGwCDf8c4TzXyN8M//GYFZ36ceSTh55+5pQiLu70Ek7/esQvAQAAAABg2nnf4urFKEY/K8plgWMv0RudPGP/7GTZjI6l039znnEVYX7Rf4O8AgAAAACYxt63uEpMTLzsssuE0b785S+PftY54mr4CYnbtyeOeHQoiE6XzIgcGn1+a8Spr2hxNeZvIiztzHDbrjk98+HfDf+ESwsBAAAAAKat9/OywBUrVsyfP/9UWV1yySWvvPLK6Kec+zNXp04tnRFcEU8bRf/41HnF1ZjZjam1aJcdAgAAAADAdPN+xpXP59u6deupuFIqlb29vaOfcu4mOV1SZ5RRpNNd73lcRVwgAAAAAABMQ+/zDS3a29tfeOGFSy65RKlUOp3OMb8/V5Oc/P2o553l9n6jfzXip1HX7Y26vi/y57nOclng0I+IKwAAAACAD5cYx5VON+FbNrS3t7/yyitjzlkNifY9VyPjJjFZF/nDVKOMvqngmF+MfTzS0iZ8Q4sIcaUDAAAAAIDp6P2Pq7M6W1xFvFwv8g0DR92mL8q900c8fMaZsNGXHk7wVuyRfwQAAAAAgOnmAo8rAAAAAACADwbEFQAAAAAAQAwgrgAAAAAAAGIAcQUAAAAAABADiCsAAAAAAIAYQFwBAAAAAADEAOIKAAAAAAAgBhBXAAAAAAAAMYC4AgAAAAAAiAHEFQAAAAAAQAwgrgAAAAAAAGIAcQUAAAAAABADiCsAAAAAAIAYQFwBAAAAAADEAOIKJiAf4INgPAdzb2/voUOH9uzZ0zLd7dmz59ChQz09PVP9/w8AAACAuIIJGOfbVoD30XiO0r6+vn379hkMhu7u7r7prru722Aw7Nmzp7e39z3Y/wAAAB9miCuYAMQVXPjGc5QePnxYr9f3fpiYTKYjR468B/sfAADgwwxxBROAuIIL33iO0j179vj9/p4Pk0AgsGfPnvdg/wMAAHyYIa5gAhBXcOEbz1Ha0tLS/eHT0tLyHux/AACADzPEFUwA4goufIiraBBXAAAAUw1xBROAuIIL3zjjKvDhg7gCAACYaogrmADEFVz4xhlX/g8fxBUAAMBUQ1zBBCCu4MI3zrjyffggrgAAAKbaBy6udMmJV0ayXTPFKyYi0mk0ulOzSEz+8IXkBOJq+IU643XRbL/yynPsuVP79kLayaMPu4nP6vy3JfIBfz6He7Q5nO/cNNvP3BORXnNdcuJ5TXcSr37M4+qwrq3igLbygLbiQJPOapy6+JlqiCsAAICp9oGMq/fnHfeF9F7//TLxuIr07vuDFldn9oFm+3tV8xTLvRDz/anZPno36JITr9y+ffvolYxNsPGZ+rjyjNs/q7O+/6cVN7+y6qZXVubvqTph7NJZjOP/85P2/e7bwljf/t2+iS/qPCGuAAAAphri6gOw5gvHRONq+/btI3eZLjlxzJvviH94QcWVLjkx0gm492hqF3BcRYjOxGSdZtQLfN57aurjyj1u/1CnP/jG+rS3/qp8628r05752atPPpv/z/H/+Un7/3ydcP3fO0bNo+Pv1wnCsuyJL+y8IK4AAACm2rSKK11y4oh3ciPf1o28turMf9d+5sNnrGHoR83pJyYm60Y/J/pCNBF+c+amRHxOxKvQos5k7Coibm8M3lxPOK40mhF1pUtOTExOHvneO9I8z4ir5O2RrsUb9ws3vJztycN/sF1ztpdm4vst2iQjrlR39gNDc3opmlNBd861jzlOxjw+vIozpnrG4+dzMI+e23BVjVnc2V/uaI+P/MuhHTPuc4XjjCvXuL2qVj2Y/GTWgb9n7X/lb/W/e7HqheeKf7Mu7ffr0n6nPfr2uBez/+XrhOte3j/qMd9A+WpBWJ41/slMBuIKAABgqk2ruKIRVyqNuGRp1L9gH/H3Ix8/4+nR3qOPjLWhfx65kBH/PPr6t8ifO4n6nFGXW51+PMLzI/55tO2NgYnHlS45ccRURp3YiDLPUTv8ykhPPss+j/bCnblDJ7bfTlZPhB056mNGYw6AsYF21hc9Ukyc5QU8y3Fyxn64crsm+qoncZRo/40AACAASURBVDCfUUCnl3JyWiNOY43nf4ZRD4MJXYQZ87j6e5Vq4evrkt/6S/LeP+946y873vrLX+tfXJmetDJ90wvF//prpTJ7d9U4FhMprlyuglWCsKrA5XK59r70beHbL+09+YtTPw79Q9ZLpy4qXHq+LYa4AgAAmGofyLgaa/S/HB/5L/7HfjLk5M/R3rVOKK7OWPipH894RxhxXdGec8ZOjPYuM9qfR9veWJh4XNHpuho6iXXq7fY5X5dxbuCofR41ria/30YdeRGa5pwrncBGjSmbSEf72Y6TSC/42aZ0vgfz6T8ZsdbT/zhiidF279kPA01y4sQvKxxnXDnH7a8VaXf/39p/NP/hH81/eLX5D682//7Vlt+/2vKnfzT/8dG0Tbf9e/WajN8U76kr3lvXpu+IvpjhuBr1WNZSQRBWl/ZE+P2pH/e/fJ0gCNe+3EZERB1/v14QlmaNf/YjIK4AAACm2gcyrs79mZ0xJyoivD2NFh0TjaszPlQU8fNCUeMq+nM02898O33255/8Mer2xsJ5xBVptp86lzj844hTOBHmGTUSRrwdn9A+j/1+G3HPwzNf2Sjpfq7JnLmY09t+rgN+7HEy8rEz6/CsUzqfg3nky3lqZSN3wsgTYRF271kPgwgbMR7jjCvHuP25PO3Wf65+se63v637zW/qXnhB8+vfaH7zG82Lv6l98cXaF1+se+mJvO3X/GbxN3/7kKqpVGcyRFnM2y9fF+GGFqsrKdR96vfXvfz2yKdf9/Lbw3+3urzf63A4HA7v4b9dL1z3x93jn/5piCsAAICpNg3javid5Tmvi7tw42poC8asa/yRELvrAM9wPnF1+ozVycaKtDWj//B9iqvx77doC39P4yrKcXLmE64ccQIq5nE1/EdnvFZjH4y2GWc9DK7crjmfO2KMM67s4/bnkpQf/nn58qJtjxVvWV64dXnR1keLtzxatGV50dZHi55ZVrRlScGWRdlJi3I23fzq6lcr0qMsZt/LI29o0fH36wXh+r93hLpH/v66l/eN+XHfy9cJ1//lQJSnTQTiCgAAYKpNu7gafnN7xvVIE3lbN9G4OvN001nfyI5nRWe8xz21ivFFwpTeye684oo02xOTk7efvlLsdEKedf+PcwPHdVngJPbb2V+7CJfMnddkol2Sd5YDPtpxEuF54+u98zqYh7Y4Qped8WC06Z17t0/4gI55XP2xZOd3/rRkYe76+3M33J/35MK89QtzNyzM3XB/3vr7c9YvzF1/R+qaa/+05NqXl7xcvvOt4wejLGZ0FXn6pcrVgiA8khGlmkbFVaTHJw5xBQAAMNWmWVxF/IyHLjnyTQRHvi8e+c9jbzN4+k3emA/yR1nIJOPqjPVPKBKibm8MnF9cjdyJI5IgyjxHd8uoJ5/9hhbRXrhJ77cx33w8Ztsi39BiQqU38RtaRDtOzui0CZzZO6+DWZecmJh45hwjPHjW/xme5TA48xnnNs64so3b74uSr/3jgw8XrnqkYO3igscXF/x/e/f748aZ2Adc/4AM+N7khWG04Ju8Sw07CFwYMFDYcPuGh7xw23PS5JRc08KQ5AI9EIghXWrhnAN8sPzi0iY1AaGHonFbn9IKgRVAMdGzE59Pb05ItE4DKWH643TBuc5KC52j3SWXw77gkpwZzpDD1ZAPd+bzwbxYzo9nhtx5iOe7zzPPfuWffufXvvSdr3zp8q/+g9/+xZ9780tf/J0zX/9v7a//9/b3P7mRX8z1bzx14qlvXJ+uuLd7GK8yt09e5q1fnnAFAKt2LMNVlma7m8oRMy3FjOdoYutz5i6I//19OuAw0b7MKuRhwlXiOZpmu7uo5yHjZeb7XdTpV8DRwlXizJ28qdhnegVHP0ymDk8M4VzmF/ewn1t6QyN9l2Vd5FG60WJTsbcL9Fzl3SfJDbnjBrMv6Qg380z2nJSTuXJ+Ncy+2uXiVcFwdaewC9/5nad+8+e/8vu/9C+u/MqvXfnyr1059cvf+XLz0peal770T/79v/rFf/fq17/zdoFiDlNRfNXdrYs/e+LEiZf+4507d+78v8u/cuLEkxdGF/bHv/HEiROj3VPHZRRTlHAFAKt27MIVIS0RrmqihMSapbPoXy2Tr2C4+mFh/+a//vZTr3/x7B/80tmrp/7llV/657/3z178D7/w9772pZ85/wu/99EfFi7m+9946sRT3/h+Yt2nP/nziz974sSJn/mNP/rhD+/u3r44mfPil3//6ldGu6eOyyqmIOEKAFZNuGIJwlVaWeEq0euaepCL5RQMV/+3sN/4L//2537zi7/+h7/663946u+/8cW/2/pH//hb//rGn9+88T+3/vKvuoWL+fH9/rB//8cZa4fj9aMXw+FwONzd3t4drU4dl11MIcIVAKyacMUShKu08nquEiMPJauHUDBc/Z/Czv/n3/o7X/2HT329+XNfb3798m/9p//x+39w/YPih28O4QoAVk24YgnCFZuvYLj634X93h9fO/e73zr3u986/7vf+qMb14sfuGmEKwBYNeGKJQhXbL6C4ep/1Y9wBQCrJlyxBOGKzSdc5RGuAGDVhCuWIFyx+QqGq7+qH+EKAFZNuGIJwhWbr2C46taPcAUAqyZcsQThis1X5C793ve+d/v27b+sk7/4i7/43ve+t4bPHwDqTLhiCcIVm6/IXfqDH/xga2sr9DNQa/Vnf/ZnP/jBD9bw+QNAnQlXLEG4YvMVuUt/9KMfff/7379z5879+/c/r7r79+//8Ic//Pjjj//mb/5mDZ8/ANSZcMUS3oXjYOGd/Nd//dc/+tGP/vRP//Tjjz/+46r7+OOP/+RP/uTOnTsHBwdr+JYAgDoTroDaefDgwShf1cff/u3fhv7UAaD6hCugjvr9/k9+8pN7NfCTn/yk3++H/rwBoBaEKwAAgBIIVwAAACUQrgAAAEogXAEAAJRAuAIAAChBZcJVp9WY0WyLegAAwHpUOlxtWL7qtBqtTuiLAAAAVqNi4SoWXrrt5galq8OrEa4AAKCqqhuuUnkm0bM1SVyjtc1Wqzldn7nn4Y7t9uHGVmdygsyzJtbH102LzNqzyCUJaAAAsIk2PVy9li+549yeq2S6iUWU1GDCVidvz5xRh5kRbGZLRrjK2bPYJW1IbxwAABCz6eGq2Wz+1E/91Imkn/7pn242m8kdiz9zNe6E6k6PykkrsT0Pd4wHrXhuanWG45+nZcXzXrIbbd6eM5cUv14AAGBTbXq4Gg6HX/7yl0+ePDlJVl/4whfefPPNmb2ywlV6AF18n3i4mg0uM3vGd0wEpVguys53GcfM3XPmktI9V2IWAABsomMQrra3t7/61a9OwtW3v/3t+/fvz+w1+8xV/LLmDwuck2SSwSkelA4PWhiu4r1a88PV7Jnyrkq+AgCAjXMMwtVwOLx169bXvva1L3zhC9/+9rd//OMfZ+0yL1wl0lBGv9M0q+TuWSRczZ0RMHF98/ZcMApwbogEAACCCRaulo1ht27devPNN7P6rEYWh6uk7DF4uXsWCVeZPVKz81TkTGiRLDAWrnJ27QIAAJvk2ISrRRb06EwSSrPdHYWjvDF42XsWC1fDVBSKFzzdMHdy+Myeq9xCAQCATVGZcAUAABCScAUAAFAC4QoAAKAEwhUAAEAJhCsAAIASCFcAAAAlEK4AAABKIFwBAACUQLgCAAAogXAFAABQAuEKAACgBMIVAABACYQrAACAEghXcETvAgBQFaW0D4UrOKKyKiEAAGEJVxCYcAUAUA3CFQQmXAEAVINwBYEJVwAA1SBcQWDCFQBANQhXEJhwBQBQDcIVBCZcAQBUg3AFgQlXAADVIFxBYMIVAEA11Dhc9XrRnTv9t96Kbt/OLbzdbEw126vOcd12cw1nYcOsLVyN72f3GADAStQxXEW3bg1u3oy63cH163uPPz54773os8+ira3BjRvD/f1pye1mo9HqTF53Wo3E6xUQrmppXeGq01r1DQwAUG91DFf9N97onT178Pbbg2vX9h577OCddwZXrvTOnOm9/HJ09+6k4HYz3RLttFb8R3/hqpbWFK7cXQAAK1bHcDXY2uq/9tr+88/vP/fc7iOP7D/99P4LL/ROn44++WTY600KXtQUjY8ZjKWwzKGE3Xaz0WofbhntHNtvcvTonO3WTLnaxVVWtBKO7oLO9MZptruZ91HqJmx1UndrO3E7JbtkdW8BABxZHcPV8PPPo9u3Dy5d2n/22d2TJ/eefLL/+uvRzZvDBw+GUTTdrdPKf9YqMWYwFn0STdPpTqOmbarxe/gydshot/H50uMSqahlwlXq9si6W1JJfLIhtj6+S6fVaDab8WLccwAAR1PHcBVtbw8+/LB/4cL+M8/snjy598QTvVdeGVy9OtzZGQ4G6fLjfQC5f94fv05dzaQNm8pJeR1RBXejWpYKV9kJfZi62bLyUfx2mu7TbTeb7XbrcItsBQDwEOoYrgYffNA/f7730ku9U6d2H3209+KLvVOneqdPD65dG+7u5h/XaY07CpKjrmYmE+y00qtTMSlv6FVGn4NwVX3LDQvMuz1S/acz41WT+49TVLfdbLa7w04r3bkFAMDS6hiu+hcv9l599eDy5clsgYOPPuqfO9c7cya6d2/uyQ7bnvlt0FGzNt4/IFyxQOnhamwSsjKGCx7eg7FU1eq44QAAHkodw9Xw/v1oZyfa3p6Eq+He3nBnJ7p3bzosMLOdOVmZN29gp5VYPdmtYGoSrmppZeFqZDJmdSbhN9vtVmx+lVar5X4DAHgItQxXIwcH0d27g/ffjz79NHP7dBTg+FSxZ1y67WZs4yRExUNXfMKBdMN3pqhpC1e4qp2Sw1WqXzSv+zTVy5p8BQDAEdQ4XBUpPPlsVbLlGd+Y+bxVs93N6TRIHZ6aij2j9SxmVVn5PVezT/3N7p/uf135f3EDAKg84QoCW9M/EQYAYMWEKwhMuAIAqAbhCgITrgAAqkG4gsCEKwCAahCuIDDhCgCgGoQrCEy4AgCoBuEKAhOuAACqQbiCwIQrAIBqEK4gMOEKAKAahCsITLgCAKgG4QoCexcAgKoopX0oXAEAAJRAuAIAACiBcAUAAFAC4QqOKPTAYAAASlNK+1C4giMqqxICABCWcAWBCVcAANUgXEFgwhUAQDUIVxCYcAUAUA3CFQQmXAEAVINwBYEJVwAA1SBcQWDCFQBANQhXEJhwBQBQDTUOV71edOdO/623otu3j1gClGG5SthtN5vt1f5FYXSKbrvZyDpT3vo8nVaj0eosdfYi5Zf0OXTbzUaj0Sj+jkKd9/CwTmf+/gt3AABWqY7hKrp1a3DzZtTtDq5f33v88cF770WffRZtbQ1u3Bju76f37rQaMUUbiQ/TxMk+dtwYy7uaZZu8S18Aq7JUJVxbtirtjlo2XBVT0uew9MWFOu/huef/Rkr8EgAAjqSO4ar/xhu9s2cP3n57cO3a3mOPHbzzzuDKld6ZM72XX47u3o3v2WmlEkynVeRvzQ/TxMk9dnZDt91c+g/fD3EBrMpSlbDTWkFSyTzFZoercj6H5d9jqPMWOkrlBYDQ6hiuBltb/dde23/++f3nntt95JH9p5/ef+GF3unT0SefDHu9acnZDZUC7Zc1havhStqt2mdrt0wlHLftU7+m+MtkH2fs9ohvGK/utpuNVvtww2hl8hTtcc/t5Gz554pdUGd6WHt8k44O7EwPGfePJa9pUv7M/rH3krzIhWVmfiyJz6Od+ECTf1aJVbNQ500cdThmc3pcp9VoNFutxMUAACHUMVwNP/88un374NKl/Wef3T15cu/JJ/uvvx7dvDl88GAYRZOC282c3NJJNhZTDdyM9taiFmresck3mhl6pleZaJKmmstZrerU+pkdM5rPiXbe9BSt1kwTvsyOj+pbohJO+k3ywlXG+unNmohUo71Gv95U72z8ZjgsLHb49ODZxv8knk0uYpSyppeQvrESL5PVKmP/8dmyL7JAmalrja2P79JpNZrNZryYVLZa93nTv7bxJ9vqJH4N6hwAhFbHcBVtbw8+/LB/4cL+M8/snjy598QTvVdeGVy9OtzZGQ4G43LzmynzGrIz6w+bXbEW2VKN44yzJnVasVZyrEma+sv5bKs6sT7WSk6cJ75P6uLn/YF91ePWKqZ4JZw+8DPv/sn6+NN9nOPXibtj9hSp+yh5i6bq3mR98lw5+a5I+Tk7LLjIvDKzPpZ0VZ3c3812O16zpnUgyHkzjpq87MR2E64AILQ6hqvBBx/0z5/vvfRS79Sp3Ucf7b34Yu/Uqd7p04Nr14a7u+Ny5zRT4g3TQuFqXgty/vrYG80NV1l/75+ecV6retFccKljE+fK3CBbHUXhSjht2+feP/EZWHJGBE5kzVqROkWBOycx40tOkQuHMg6zqkDu/oU+hyIfy+yfEg7fYLPdzXj0LNR5c86S/YcU4QoAQqpjuOpfvNh79dWDy5cnswUOPvqof+5c78yZ6N69cbnzw9VSPVfxcpYJZsk3ukzP1XTH3FZ13uNa6VFKqVZy9kUm2s+y1ZIKV8JOa/6w0m5y51ijvvBtlTrF/HA1OkX6Vl99uCr8OSz6WFI7HL7DWLppdZL1Icx5c4s9LDTRbSxcAUBIdQxXw/v3o52daHt7Eq6Ge3vDnZ3o3r3psMA5MWH+M1frDVcZj1vMhqvM8koNV+NPS7Y6iqKVMD5R3eLW/OSYRquTfAwqbrYbauEpJj+kbo/JKeZ1eJYRrop/Dgs/ltm332y3489VtVqteHUIct6JjD7DUSbLHNMLAARQy3A1cnAQ3b07eP/96NNPs0tOjX2LrZ6OEjrKsMDCwSzvvFNZ7aqMFliBVnXm+tSxea3kyRtry1ZHUbASJicBj/9uRt2TWcEmMZQuPb3c7N2SOEWs1MR9HA85qUuI92jFHucrN1zNXGSBMvM+lqy/faQn48jKVus8b0y8uOQUhrGpRNRAAAioxuGqgEX/5yqngZvOPFkTWhQ5NiG7t2i6KrfdltOqTlxM+sLiD8jnTGiRNWSpoWV3FAUrYfq/1x5+4qNPvdNKNc1jI0AzDsjuWe0mTjHaNJnoMqvTJnaqZrubbvofrm/nZPIjhqusiyzyMvNjyRxol1vBQ503WX3Hv+9U/3RjMnOgaggA4QhXiyTaRjONlpwG7rSJk9dCLXJs3pmyGs5z+76yWtUzV5B+x8l0mNe8Tp0ks9OE+cqqhAAAhCVcrVh9IobnrY5KuAIAqAbhasVqE6666VFrFCVcAQBUg3C1YnUIV4mZD1iacAUAUA3CFQQmXAEAVINwBYEJVwAA1SBcQWDCFQBANQhXEJhwBQBQDcIVBCZcAQBUg3AFgQlXAADVIFxBYMIVAEA1CFcQ2LsAAFRFKe1D4QoAAKAEwhUAAEAJhCsAAIASCFdwRCe++V2LxWKxWCwWSzWWctqHk5+EK1hKWZUQAICwhCsITLgCAKgG4QoCE64AAKpBuILAhCsAgGoQriCwIpXwxDG0+k8OAGCzCFcQ2MJKGDol1cJaftUAQMUJVxCYcMVS1nJXAgBHIVxBYMIVFbaWOgQAm6LG4arXi+7c6b/1VnT79rzy283GVLN9XKNct92cufpOq9FoNFqdQJfEIeGKyltLTQKA8OoYrqJbtwY3b0bd7uD69b3HHx+891702WfR1tbgxo3h/n687HYzkadGQet4hpGZcNVpHeesWCnCFXWwlsoEAIHVMVz133ijd/bswdtvD65d23vssYN33hlcudI7c6b38svR3buT3TLTR1YH0LGQvPBO67iGxCqq6myBELf6mgQA4dUxXA22tvqvvbb//PP7zz23+8gj+08/vf/CC73Tp6NPPhn2euO9iuSP2JjBya6jFNPJ2JIaYni4PhXXJi9nymm2u5knTJY7Xt1tNxut9uGGVid+mux3llFIasduu9lodY5xwNxUBSth6LYxPJQVVyMA2Ah1DFfDzz+Pbt8+uHRp/9lnd0+e3Hvyyf7rr0c3bw4fPBhG0bjchQmi224mEtLhz6OQMj50uiEjRGVFlUS4SpWTVWziMmKFpYcwjrd0WlkjG3MKSaSrcbaibHquqIPV1yQACK+O4Sra3h58+GH/woX9Z57ZPXly74kneq+8Mrh6dbizMxwMxuUuihKpbp3Jy0ROSYWlrALnhqtUr1dGseluqPHr1P6Tjqlmu92amZkjr5D4BtlqZfRcUQcrrkYAsBHqGK4GH3zQP3++99JLvVOndh99tPfii71Tp3qnTw+uXRvu7o7LXdRz1WkltqeG882GpfHkfOkJ+uYPC8wqJ/4yOdIwNYAwfX3jFdkTdWQUEotUstXqCFdU3orrEABsijqGq/7Fi71XXz24fHkyW+Dgo4/65871zpyJ7t0b75X3zNU4VC0fruIlTzPWw4erzAyYFa6mr5Pxal6QPAxVstUKCVdUxorrCgBsujqGq+H9+9HOTrS9PQlXw7294c5OdO/edFhgTuSYjrZLTSaYGBY4P1wlD3i4cJU7o/r8cJV6JmvetOyTmTFkq1XxzBWVsfrqAgAbrZbhauTgILp7d/D++9Gnn+aVPff/XM2Z0CIvBaWegZrOGpGct2KZcJW6yElhi8LV4b7xWTFmC4ldk2y1OnquqIwV1xUA2HQ1DlfFTB+Uis/WNz557lTsmaEoUVb2M0+tzni4YdFwlTw+EdMWhKvDC4o/iJX5NrPmxjAVe4mEKypjxXUFADadcMUinrdaseKVMHTLGRZYZUUBgGNAuGKBbrupn2qllq2EodvPkG019QMAjhPhinzJf2TMipRVCYs6buM6E/8qQB/qehy3mwQANoRwBYGtO1wBALAawhUEJlwBAFSDcAWBCVcAANUgXEFgwhUAQDUIVxCYcAUAUA3CFQQmXAEAVINwBYEJVwAA1SBcQWDCFQBANQhXENiJb37XYrFYLBaLxVKNpZz24eQn4QoAAODIhCsAAIASCFdwRME7ry0Wi8VisVgsZS3ltA8nPwlXsJSyKiEAAGEJVxCYcAUAUA3CFQQmXAEAVINwBYEJVwAA1SBcQWDCFQBANQhXEJhwBQBQDcIVBLawEp4A4KjW8kUOcEi4gsDmV8LQzRKAKljXNzpQd8IVBCZcAazBur7UgVqrcbjq9aI7d/pvvRXdvj2v/HazMdVsH+coF+C9dDud4/yJrcecShi6KQJQHWv8Xgfqq47hKrp1a3DzZtTtDq5f33v88cF770WffRZtbQ1u3Bju78fLbjcTGWQUTlqdZU+4EbrtZuLaO62Vv5duu3nM4+h66LkCWIN1fakDtVbHcNV/443e2bMHb789uHZt77HHDt55Z3DlSu/Mmd7LL0d3705267QyeneObV7otpvpKJX5Bss+57H8sNZMuAJYg3V9qQO1VsdwNdja6r/22v7zz+8/99zuI4/sP/30/gsv9E6fjj75ZNjrjffqtBZ37MTG2U12HSWKTsaW1LC8w/WpBDJ5OVNOs93NPGGy3PHqbrvZaLUPN7Q6i4NOViHz3mO88KzDu8krl7TymS0QYA3W8o0O1F0dw9Xw88+j27cPLl3af/bZ3ZMn9558sv/669HNm8MHD4ZRNC53YRaIj7OL/TwKFeNDpxsyQlSj1ZkfrlLlZBWbHO43LWx2CGOnlf+sVU4hifWxtJkufM41yFOLFayEoZslAMfYir/IAQ7VMVxF29uDDz/sX7iw/8wzuydP7j3xRO+VVwZXrw53doaDwbjc2WF0SamercnL1LNNibCUVeDccJWTX2K7pTvYxq/Tj1jFi5npiZpXyMIstvzhJAlXAA9jxV/SAEuoY7gafPBB//z53ksv9U6d2n300d6LL/ZOneqdPj24dm24uzsud1Ew6LQS21PD+WbD0rTraHbYXf6wwKxy4i+TIw1TAwjnB5tOKz5iL7OQvKGRycIf4hoYDotVwtBNF4BNt/pva4DF6hiu+hcv9l599eDy5clsgYOPPuqfO9c7cya6d2+8V16wGIeq5cNVvOTks0kPF64y80uRYLOwkOLh6sjXgHAFUJLVf2EDLFDHcDW8fz/a2Ym2tyfhari3N9zZie7dmw4LzIkG0wFxqbn2EsMC54er5AEPF65yp/wrchnLFpK3ftnDSTKhBUAp1vKdDTBPLcPVyMFBdPfu4P33o08/zSt77v+5mjOhRV4KSs3wN9otHk1is1gUDFepi5wUNhNspqMA4+8mfv2zhRR8j7mHF5lxET1XAOVY/Rc2wAI1DlfFTB+UyphpL38q9sxQlChrJrQdFjMeblg0XCWPT8S0dK9R6uGo5OasQgq+x/zDD9+x2S3mEq4ASrH6L2yABYQrCMxsgQClWPG3NcBiwhUEtlQlDN10AdhQK/uSBliCcAWBlVUJ2RTJ/wB+ZLFRtXCcGRUO1IlwBYEJVwAA1SBcQWDCFQBANQhXEJhwBQBQDcIVBCZcAQBUg3AFgQlXAADVIFxBYMIVAEA1CFcQmHAFAFANwhUEJlwBAFSDcAWBnfjmdy0Wi8VisVgs1VjKaR9OfhKuAAAAjky4AgAAKIFwBUcUvPPaYrFYLBaLxVLWUk77cPKTcAVLKasSAgAQlnAFgQlXAADVIFxBYMIVAEA1CFcQmHAFAFANwhUEJlwBAFSDcAWBCVcAANUgXEFgBSvhCYBjaMXfoACbRbiCwIpUwtCtI4CHsvqvUoCNIFxBYMIVUAer/zYFCK/G4arXi+7c6b/1VnT79rzy281Go9FsB49wowvJ0urk7L4BV00BCyth6BYRQAnW8oUKEFgdw1V069bg5s2o2x1cv773+OOD996LPvss2toa3Lgx3N9PFd9uNlqtVk6CCaRIcBKujg89V0AdrP7bFCC8Ooar/htv9M6ePXj77cG1a3uPPXbwzjuDK1d6Z870Xn45uns3sWun1Wi0Ot12c6PSlXBVLcIVUAer/zYFCK+O4WqwtdV/7bX955/fIxF1jwAADjRJREFUf+653Uce2X/66f0XXuidPh198smw14vv2WmNRgTOpqvYIL1l18c3JMf6TTfkrZ9ujQenrJPG9+m0YpuyrmS0c2e2GBFtHcwWCNTBir9KATZCHcPV8PPPo9u3Dy5d2n/22d2TJ/eefLL/+uvRzZvDBw+GURTbb5ythql0FX/VaSWjyKL1sbySSi6TvfLWD+NrJjvEN8d+nuwzc/KcK5k+WLZpHXWVN78Shm4OAZRgXV+oAIHVMVxF29uDDz/sX7iw/8wzuydP7j3xRO+VVwZXrw53doaDwXS/vHyU152Tt76TemRr/LrbbmZmmLz1mSdKFT55GeuMml7TvCtJ9Zvpr1qfOZUwdHMIYK3W+NULsBJ1DFeDDz7onz/fe+ml3qlTu48+2nvxxd6pU73TpwfXrg13dye7JZNILH+kI0r2AdMrzJrmb5RdRuP1Zkf+5a2PlRgLV+kRgtMOq4yhgplXktFXJlytj3AFELfGL2CAktUxXPUvXuy9+urB5cuT2QIHH33UP3eud+ZMdO/eeK9pwEk//XSEcLUgqkzOlTo8Z33hcNXqxIY2zrkS4SqovEoYunkDEMx6v4YBSlPHcDW8fz/a2Ym2tyfhari3N9zZie7dmwwLzHjuKO+ZqMQOecMCi2SVwqEtPSwwVnhqWGA3uUfelQhXQem5AkhZ43cwQJlqGa5GDg6iu3cH778fffrpbKlZczok0lXGHBLzf56klUnCSYWmSaTJW5+9ZtGEFonT51yJcBWUcAWQssbvYIAy1ThczSs0e768dErJGLJXZCr2VEfTMuunhS0zFXsiU2VdSW64ErPWwWyBACnr+gIGKJlwBYH5J8IAKav/6gVYCeEKAiurElJI4slD/9RtqttuprqpQ7euqa9QtQDg4QlXEJhwtWaJ/0kgWQ3T/0Z8zad9qF9E9UYuLzthUsEi13jDH45qV7OAuhKuIDDhCgCgGoQrCEy4AgCoBuEKAhOuAACqQbiCwIQrAIBqEK4gMOEKAKAahCsITLgCAKgG4QoCE64AAKpBuILATnzzuxaLxWKxWCyWaizltA8nPwlXAAAARyZcAQAAlEC4AgAAKIFwBUf0LgAAVVFK+1C4giMqqxICABCWcAWBCVcAANUgXEFgwhUAQDUIVxCYcAUAUA3CFQRWpBKeqIE1fNQAACslXEFgCyth6NRDCdZzLwEAYQlXEJhwxbG2nmoCAMeCcAWBza+EoVvOUGtr+x4AoBpqHK56vejOnf5bb0W3bx+xBCiDnisgiPV8xQHUSh3DVXTr1uDmzajbHVy/vvf444P33os++yza2hrcuDHc30+X3242Go1mO3j/2OhCsrQ6ObuXc9XJE6/lk+h2OsE/7zUSroCA1vNFB1ATdQxX/Tfe6J09e/D224Nr1/Yee+zgnXcGV670zpzpvfxydPduqvh2s9FqtXISTCBFglNJ4arbbibee6eVl+ZKU14sPC7MFgiEtYYvOoCaqGO4Gmxt9V97bf/55/efe273kUf2n356/4UXeqdPR598Muz1Ert2Wo1Gq5NOGKGtL1x12830G++0Vtx9JVzl6bZDN8CAalrxlxxAjdQxXA0//zy6ffvg0qX9Z5/dPXly78kn+6+/Ht28OXzwYBhF8R3HQWI2XcXGyi27Pr4hOeRuuiFv/XRrPH5knTS+T6cV25R1JaOdO7PFLAw6Oe8r95Ja7cMNo7Uzh8dWNNvdmiQt4QoIa8VfcgA1UsdwFW1vDz78sH/hwv4zz+yePLn3xBO9V14ZXL063NkZDgaxHaedNMl0FX/VaSWjyKL1sbiQCg6TvfLWD+NrJjvEN8d+nuwzc/KcK5n2RyV2GgWz7M6qnNLyPofRWVIJcuHHUgPFw1Wz0QjdBgMqaMVfcgA1UsdwNfjgg/75872XXuqdOrX76KO9F1/snTrVO316cO3acHd3ul9ePspr/eet76Qe2Rq/zhhzNyln7iDEdK9U6pmoSRfQYWfU9JrmXUkq9STeSKIjbbLfvNIWZrHlD6+ugpUwdOsLqKxVf8sB1Ecdw1X/4sXeq68eXL48mS1w8NFH/XPnemfORPfuTXZLNv5jySCdCrIPmF5h1jR/o/Qw7hZKH5e3PlZiLFylRwhOO6wyxuVlXklGX1levOm04iP2MkvL+3ySxRa9mBowoQUQ3Bq+6wDqoI7hanj/frSzE21vT8LVcG9vuLMT3bsXGxY4DTgxrc7wSOFqQViYnCtj8oiM9YXDVauTmH8i90qWCFfTrbl7FQ9XRS6mBoQrYBOs4esOoPJqGa5GDg6iu3cH778fffppRrGzEwTmPROV2CFvWGCRtFA4tKWHBcYKTw0L7Cb3yLuSvHCV+Y4mKwuWlrd+2cOry/+5AjbBer7xAKqtxuFqbqlZk68n0lXGHBLzf57khUmoSIWmRGjJWp+9ZtGEFonT51xJfs/VdBRgxieTU1qBS5p7eF7IrCw9V8AmWMPXHUDlCVeZhWb/Y6t0SskYsldkKvZU780y66eFLTMVeyLGZF3J3GGBqYejZnNe1paFlzTv8MN3X5vZLYQrYBOs4esOoPKEKwjMbIHAJlj1dx1AHQhXENhSlTB06wuoptV9xQHUinAFgZVVCQEACEu4gsCEKwCAahCuIDDhCgCgGoQrCEy4AgCoBuEKAhOuAACqQbiCwIQrAIBqEK4gMOEKAKAahCsITLgCAKgG4QoCexcAgKoopX0oXAEAAJRAuAIAACiBcAUAAFAC4QqOKPTAYAAASlNK+1C4giMqqxICABCWcAWBCVcAANUgXEFgwhUAQDUIVxCYcAUAUA3CFQQmXAEAVINwBYEJVwAA1SBcQWDCFQBANQhXEFjxSnhiBVb61gAAakW4gsAKVsJVJKsVGV9yp9VotuMVtNtuNmKmGzut2XXZZsqMFRrfUMb1AwAsp4bhKtW+K9aiO7Juu3lY+HrPy/FRvXBVAav+pQMAlVTTcJX1p+9WZ8mCljzbes/L8SFcbaBV/9IBgEoSrkY6rRWlnLnhaoXn5fgQrjbQqn/pAEAlCVcj45DTbTcbrfbhAL5R6okN5xvHoG67GRvR12k1Gs12N5WTuu1mo9UpHK4yt1ILwtUGWvUvHQCoJOFqODx8mn6SceIZKT5wLzGIb5KKppkqka4Os9X8cDU9LzUWdrZAMq30Nw4AVFVNw9WMRJ/UNO6keqPiL0dZqXOYodKbx9lq0YQWkhVLV8LQuaP6VvSLBgAqr6bhKncAXmpjatrn5NZ0L1cqUk0HFc4ZFgjLV8Juu9lohg4g1bSa3zAAUBfC1dyNc8PV4b/myUhX02wlXLGQcLUJVvO7BQDqRbiau/Fwror4y9RDV1nTWLRjYwWFKxYRruaIv+/1nAUA4MiEq/kb8ya0iGWqZLw6fLIqMbGFcMU8NQlXw+Fw0t078w+0p+tTf6pIV5m8fxeX9U+5MwsFAFgd4Wrhxoyp2JMdWslJMFJTYhQNV6JXfR2tEgbNSAAAZKhhuFqx2PNWUMSRK6GYBACwUYSrknXbTR1QLKWsSggAQFjCVXlG4wdFK5YkXAEAVINwBYEJVwAA1SBcQWDCFQBANQhXEJhwBQBQDcIVBCZcAQBUg3AFgQlXAADVIFxBYMIVAEA1CFcQmHAFAFANwhUE9i4AAFVRSvtQuAIAACiBcAUAAFAC4QqOKHTfNQAApSmlfShcwRGVVQkBAAhLuILAhCsAgGoQriAw4QoAoBqEKwhMuAIAqAbhCgITrgAAqkG4gsCEKwCAahCuIDDhCgCgGoQrCGypSnhixuouDACApQhXEFjxSjibrKQsAIDNIVxBYGWFq4lYlei2m41DzXa8qnRa2esBADiyGoarWHNzanUNzJJO1+10NIErqnAl7BYMVxPt5vRe67SmP3fbzfHP3Xaz0Wh1VvPOAADqpabhKhVuVtnALON0GWVQHUUrYbe9bLiaGB0+vos6rfj9l3wFAMCRCVcjq2tglnE64arS1hCupn1Z3dnbSboCACiHcDUybl92281Gq304km/U4IyN6xu3QLvx4Vbj8VapJmq33ZyUODdcZZSfvIzUaEJJq2qKDwtsNxsPn69GYmFKuAIAKIdwNRwePtzf6gzHSWfa0oyP4EuM5ps0SKct00QbdZyt5p8ur/zUZchTlbZUJRxNRFFWxDpx4kTyaSwAAI6upuFqRqIbKfdxlHSHU7PdGWeo1OZJtpp/urzyU5chXFVa4UoYS+Xj/F1qygIA4KHUNFzlJpXUxk4rsWtya7qXK9VdFWsE554ur/zUQcJVpRWthBkDT6d3i4gFABCccDV349xwdfifgjLSVSxbCVcs8rDhKrlBvgIACEW4mrsx9TRKvBF7+HPWNBbt+FjBReEqs3zhqk6ONCwwce/Efp6OKBWuAADWTLiavzFvQotYpkrGq8NHrIo+LzVnQguTZdfFMpXwsLt09j9RTzckbpROa/nZL0p7YwAANSNcLdyYMVV6ssMpOftE+j8EL+x1ypuKPXFQbAiibqyqKasSLiRcAQCsVA3D1YrFn7eCAtYWriaEKwCAVRCuStZtN3UrsZT1h6sJyQoAoETCVXlG4/tEK5YUMFwBAFAi4QoCE64AAKpBuILAhCsAgGoQriAw4QoAoBqEKwhMuAIAqAbhCgITrgAAqkG4gsCEKwCAahCuIDDhCgCgGoQrCOxdAACqopT2oXAFAABQAuEKAACgBMIVAABACYQrAACAEghXAAAAJRCuAAAASiBcAQAAlEC4AgAAKEHIcAUAAFAZwcIVAABAlQhXAAAAJRCuAAAASiBcAQAAlEC4AgAAKIFwBQAAUALhCgAAoATCFQAAQAmEKwAAgBIIVwAAACUQrgAAAErw/wHi/ghvw17HEQAAAABJRU5ErkJggg==)
Click Run
After completing the Job, open the newly generated file as sheets and File Reader as JSON Array to see the output.
![](data:image/png;base64,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)
The above example, we used the Twitter Rest API to get the tweets from Twitter. There are some API Rate Limitations per User or per Application - Refer https://dev.twitter.com/rest/public/rate-limiting. If you want to avoid these limitations you can consider Gnip or DataSift.
Step 1: Register the application in Twitter and generate the OAuth Keys
a) Login to https://apps.twitter.com/app/new and create an Application
b) Open the "Keys and Access Tokens" Tab and get the Consumer Key and Consumer Secret
c) In the same page, click the button "Create my access token" to generate the access token
We will be using the Consumer Key / Consumer Secret and Access Token / Access Token Secret in our BigInsights Applications to get the feeds from Twitter.
Step 2: Building a BigInsights Application to get the Feeds from Twitter.
a) Create a BigInsights Project - TwitterSearchApp.
Refer http://big-analytics.blogspot.com.au/2015/07/building-web-crawler-in-ibm-biginsights.html to install Text Analytics Plugin in Eclipse.
b) I am using twitter4j API to connect to Twitter. Download twitter4j-core-*.jar from http://twitter4j.org
Put the twitter4j-core-*.jar under /TwitterSearchApp/BIApp/workflow/lib/twitter4j-core-4.0.4.jar
c) Create a java file TweetReader.java under src folder in package com.test.reader.
Content of TweetReader.java
package com.test.reader;
import java.io.OutputStream;
import java.util.ArrayList;
import java.util.HashSet;
import java.util.List;
import java.util.Set;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.FSDataOutputStream;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.Path;
import twitter4j.JSONObject;
import twitter4j.Query;
import twitter4j.QueryResult;
import twitter4j.Status;
import twitter4j.Twitter;
import twitter4j.TwitterFactory;
import twitter4j.conf.ConfigurationBuilder;
public class TweetReader {
Twitter twitter;
/**
* Get the Twitter Instance
*/
public Twitter getConnection(String consumerKey, String consumerSecret,
String accessToken, String accessTokenSecret, String httpProxyHost,
int httpProxyPort) throws Exception {
if (twitter == null) {
ConfigurationBuilder cb = new ConfigurationBuilder();
cb.setDebugEnabled(true).setOAuthConsumerKey(consumerKey)
.setOAuthConsumerSecret(consumerSecret)
.setOAuthAccessToken(accessToken)
.setOAuthAccessTokenSecret(accessTokenSecret)
.setHttpProxyHost(httpProxyHost)
.setHttpProxyPort(httpProxyPort);
TwitterFactory tf = new TwitterFactory(cb.build());
twitter = tf.getInstance();
}
return twitter;
}
// Get the Tweets based on the search Term
private List<Status> getTweets(String keyword) throws Exception {
List<Status> tweets = new ArrayList<Status>();
List<Status> temp = null;
QueryResult result = null;
Query query = new Query(keyword);
query.setLang("en");
int i = 2;
do {
result = this.twitter.search(query);
temp = result.getTweets();
tweets.addAll(temp);
i++;
} while ((query = result.nextQuery()) != null && i < 5);
return tweets;
}
// Convert the Tweet Object to JSON Array
public String getTweets(String[] keywordArray) throws Exception {
StringBuffer buff = new StringBuffer();
buff.append("[");
int start = 0;
for (String keyword : keywordArray) {
Thread.sleep(1L);
List<Status> actTemp = getTweets(keyword);
// Remove the duplicate tweets
Set<Status> temp = new HashSet<Status>();
for (Status tweet : actTemp) {
temp.add(tweet);
}
for (Status tweet : temp) {
String text = tweet.getText();
if (start != 0) {
buff.append(",\n");
}
++start;
JSONObject obj = new JSONObject();
obj.put("CreatedAt", tweet.getCreatedAt().toString());
obj.put("User", tweet.getUser().getScreenName());
obj.put("Text", text);
obj.put("RetweetCount", tweet.getRetweetCount());
obj.put("FriendsCount", tweet.getUser().getFriendsCount());
obj.put("FollowersCount", tweet.getUser().getFollowersCount());
obj.put("Id", new Long(tweet.getId()));
obj.put("InfluencerScore",
(tweet.getUser().getFollowersCount() / tweet.getUser()
.getFriendsCount()));
String rec = obj.toString();
buff.append(rec);
}
}
buff.append("]");
return buff.toString();
}
// Write the file to HDFS
private void writeOutput(Configuration conf, String hdfsPath, String content)
throws Exception {
FileSystem fs = FileSystem.get(conf);
FSDataOutputStream fos = fs.create(new Path(hdfsPath));
OutputStream out = fos.getWrappedStream();
out.write(content.getBytes());
fos.close();
}
public static void main(String[] args) throws Exception {
Configuration conf = new Configuration();
String[] keywordArray = args[0].split("\n");
String hdfsPath = args[1];
String consumerKey = args[2];
String consumerSecret = args[3];
String accessToken = args[4];
String accessTokenSecret = args[5];
String proxyIP = args[6];
String proxyPort = args[7];
TweetReader reader = new TweetReader();
reader.getConnection(consumerKey, consumerSecret, accessToken,
accessTokenSecret, proxyIP, Integer.parseInt(proxyPort));
String content = reader.getTweets(keywordArray);
reader.writeOutput(conf, hdfsPath, content);
}
}
d) Edit the /TwitterSearchApp/BIApp/application/application.xml
<application-template xmlns="http://biginsights.ibm.com/application" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<name>TwitterSearch</name>
<properties>
<property isInputPath="false" isOutputPath="false" isRequired="true" label="Search" name="keywordArray" paramtype="STRING" uitype="textfield"/>
<property isInputPath="false" isOutputPath="false" isRequired="true" label="Output Directory" name="hdfsPath" paramtype="STRING" uitype="textfield"/>
<property isInputPath="false" isOutputPath="false" isRequired="true" label="consumerKey" name="consumerKey" paramtype="STRING" uitype="textfield"/>
<property isInputPath="false" isOutputPath="false" isRequired="true" label="consumerSecret" name="consumerSecret" paramtype="STRING" uitype="textfield"/>
<property isInputPath="false" isOutputPath="false" isRequired="true" label="accessToken" name="accessToken" paramtype="STRING" uitype="textfield"/>
<property isInputPath="false" isOutputPath="false" isRequired="true" label="accessTokenSecret" name="accessTokenSecret" paramtype="STRING" uitype="textfield"/>
<property isInputPath="false" isOutputPath="false" isRequired="false" label="proxyIP" name="proxyIP" paramtype="STRING" uitype="textfield"/>
<property isInputPath="false" isOutputPath="false" isRequired="false" label="proxyPort" name="proxyPort" paramtype="STRING" uitype="textfield"/>
</properties>
<assets>
<asset id="TwitterSearch" type="WORKFLOW"/>
</assets>
<imagePath>n-mark-icon.jpg</imagePath>
</application-template>
e) Update the file /TwitterSearchApp/BIApp/workflow/config-default.xml with below details
<configuration>
<property>
<name>keywordArray</name>
<value>null</value>
</property>
<property>
<name>hdfsPath</name>
<value>null</value>
</property>
<property>
<name>consumerKey</name>
<value>null</value>
</property>
<property>
<name>consumerSecret</name>
<value>null</value>
</property>
<property>
<name>accessToken</name>
<value>null</value>
</property>
<property>
<name>accessTokenSecret</name>
<value>null</value>
</property>
<property>
<name>proxyIP</name>
<value>null</value>
</property>
<property>
<name>proxyPort</name>
<value>null</value>
</property>
</configuration>
f) Update the /TwitterSearchApp/BIApp/workflow/workflow.xml
<workflow-app name="wfapp" xmlns="uri:oozie:workflow:0.2">
<start to="tweetSearch"/>
<!-- add actions here -->
<action name='tweetSearch'>
<java>
<job-tracker>${jobTracker}</job-tracker>
<name-node>${nameNode}</name-node>
<configuration>
<property>
<name>mapred.job.queue.name</name>
<value>default</value>
</property>
</configuration>
<main-class>com.test.reader.TweetReader</main-class>
<arg>${keywordArray}</arg>
<arg>${hdfsPath}</arg>
<arg>${consumerKey}</arg>
<arg>${consumerSecret}</arg>
<arg>${accessToken}</arg>
<arg>${accessTokenSecret}</arg>
<arg>${proxyIP}</arg>
<arg>${proxyPort}</arg>
</java>
<ok to="end"/>
<error to="kill"/>
</action>
<kill name="kill">
<message>error message[${wf:errorMessage(wf:lastErrorNode())}]</message>
</kill>
<end name="end"/>
</workflow-app>
e) Publish the Applications to BigInsights Cluster. Refer http://big-analytics.blogspot.com.au/2015/07/building-web-crawler-in-ibm-biginsights.html to publish the Application.
Step 3: Running the Twitter Application from BigInsights Cluster
a) Deploy the published Application in the Cluster
The Search Parameter is used to define the keywords to be searched in Twitter.
Provide Consumer Key / Consumer Secret and Access Token / Access Token Secret.
Provide the ProxyIP & ProxyPort details to connect to Internet from your Cluster.
Click Run
After completing the Job, open the newly generated file as sheets and File Reader as JSON Array to see the output.
The above example, we used the Twitter Rest API to get the tweets from Twitter. There are some API Rate Limitations per User or per Application - Refer https://dev.twitter.com/rest/public/rate-limiting. If you want to avoid these limitations you can consider Gnip or DataSift.
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