In order to have responsive UI use AsyncTask.
Here is one example.
content_main.xml:
<?xml version="1.0" encoding="utf-8"?>
<RelativeLayout xmlns:android="http://schemas.android.com/apk/res/android"
    xmlns:app="http://schemas.android.com/apk/res-auto"
    xmlns:tools="http://schemas.android.com/tools"
    android:layout_width="match_parent"
    android:layout_height="match_parent"
    android:paddingBottom="@dimen/activity_vertical_margin"
    android:paddingLeft="@dimen/activity_horizontal_margin"
    android:paddingRight="@dimen/activity_horizontal_margin"
    android:paddingTop="@dimen/activity_vertical_margin"
    app:layout_behavior="@string/appbar_scrolling_view_behavior"
    tools:context="com.example.stanko.myapplication.MainActivity"
    tools:showIn="@layout/activity_main">
    <EditText
        android:id="@+id/myCounter"
        android:layout_width="match_parent"
        android:layout_height="1200px"
        />
    <Button
        android:layout_width="match_parent"
        android:layout_height="match_parent"
        android:layout_below="@+id/myCounter"
        android:text="Start"
        android:onClick="startCounter"/>
</RelativeLayout>
MainActivity.java:
public class fillEdit extends AsyncTask<Void, String, String> {
	@Override
	protected String doInBackground(Void... params) {
		for (Integer i=0; i<10000; i++) {
			try {
				Thread.currentThread().sleep(60);
			} catch (InterruptedException e) {
				e.printStackTrace();
			}
			publishProgress(i.toString());
		}
		return null;
	}
	@Override
	protected void onProgressUpdate (String... result) {
		EditText myCounter = (EditText) findViewById(R.id.myCounter);
		myCounter.append(result[0]);
		myCounter.append("\n");
	}
}
public void startCounter (View view) {
	new fillEdit().execute();
}
Here note:
try {
  Thread.currentThread().sleep(60);
} catch (InterruptedException e) {
  e.printStackTrace();
}
I needed to slow down code execution to make UI responsive, I also needed try / catch block because otherwise I would receive error:
Error:(51, 49) error: unreported exception InterruptedException; must be caught or declared to be thrown
Also, note how I am adding new line:
myCounter.append("\n");