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I can tell you that I have the same error (using ROS Hydro and the same version of Ubuntu), it seems like gazebo is unable to find and download several models that are in this world it tries to launch.
Does the launch file turtlebot_empty_world.launch work? If it works I suggest you to create your own environment (using boxes, cylinders or also other objects) and use this world for building a map.