Help with efficiency for insert/get methods?

I am not an expert when it comes to run times and I am wondering what the most efficient data structures would be for a program I am making. I need to:
Go through a large document in which each line is formatted as: (String Integer), and add the string & integer to some sort of data structure. The list of string/integers is large and I need to be able to access the information in the data structure efficiently. Right now I am using a scanner to read the doc and a TreeMap<String, Integer> to store the info. The get method for the TreeMap is fine, but processing the document is a little slow.
What do you think? TreeMap, hashing, balanced search tree? Remember, the insert and get methods are the two that need to be most efficient.

Why are you using a TreeMap? Is the order of iteration important to you?
If not, then you can probably get better performance using a HashMap, properly configured. The TreeMap has O(n) performance for get/put. while HashMap has constant-time performance. If you properly configure the initialCapacity and loadFactor for the HashMap you can get very efficient puts by reducing the number of re-hashes that are needed during map-growth. Note that if you retrieve the data from the Map using an iterator (rather than just calling get()) then you have to be more careful with these settings because they affect the total number of buckets - which can affect the speed of iteration.
You should also run your code through a profiler. Are you sure that the put() operation is the slow step when reading from the file? It may be that your file access is really the slow step, and so modifying the data structure would have little or no effect. You might consider different methods for accessing the file data, perhaps something from thew NIO package would help speed things up (I am not particularly sure though - I am not very familiar with NIO).

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