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+++ b/database/README.md
@@ -2,7 +2,7 @@
 
 This database is a serialized <a href="https://github.com/hiway/python-bloom-filter">bloom filter</a> of all Bitcoin addresses with a positive balance.
 
-The database was created using a third-party program: <a href="https://github.com/graymauser/btcposbal2csv">btcposbal2csv</a> which generates a csv file of all Bitcoin addresses with a positive balance. The csv file was converted into a set, then the set converted into a bloom filter object, which then was serialized into a `.pickle` file. When the program runs, the file gets deserialized and used for a balance query.
+The database was created using a third-party program: <a href="https://github.com/graymauser/btcposbal2csv">btcposbal2csv</a> which generates a csv file of all Bitcoin addresses with a positive balance. The csv file gets converted into a set, then the set gets converted into a bloom filter object, which then gets serialized into a `.pickle` file. When the program runs, the file gets deserialized back into a bloom filter object and gets used for a balance query.
 
 The name of the file is the date when the database was last updated in month_day_year format. The database will be updated every 3-6 months.