of Union El Reno OK 2 DuPage National Bank West Chicago IL 3 Texas Community Bank, National Association The Woodlands TX 4 Bank of Jackson County Graceville FL 5 First National Bank also operating National Association 2013-08-23 8 19849 CB&S Bank, Inc. 2013-08-23 9 35016 Nicolet National Bank 2013-08-09 10 34943 C1 Bank 2013-08-02 11 34789 First Tennessee Bank, National Association 2013-06-07 A. 2013-05-10 2013-05-14 4 Hamilton State Bank 2013-04-26 2013-05-16 5 CertusBank, National Association 2013-04-26 2013-05-17 6 First Federal Bank of Florida 2013-04-19 2013-05-16 7 FirstAtlantic Bank

County Bank Fairfax SC 15062 3 Vantage Point Bank Horsham PA 58531 4 Millennium Bank, National Association Sterling VA 35096 5 Syringa Bank Boise ID 34296 6 The Bank of Union El Reno OK 17967 .. ... A. 2013-05-10 2013-05-14 4 Hamilton State Bank 2013-04-26 2013-05-16 5 CertusBank, National Association 2013-04-26 2013-05-17 6 First Federal Bank of Florida 2013-04-19 2013-05-16 .. ... ... ... 499 A. 2013-05-10 2013-05-14 4 Hamilton State Bank 2013-04-26 2013-05-16 5 CertusBank, National Association 2013-04-26 2013-05-17 6 First Federal Bank of Florida 2013-04-19 2013-05-16 .. ... ... ... 499

Bank July 18, 2014 5 Alva State Bank & Trust Company June 27, 2014 6 Landmark Bank, National Association June 20, 2014 .. ... ... 526 Israel Discount Bank of New York January 11, 2002 527 Delta Trust 2013 May 14, 2013 4 Hamilton State Bank April 26, 2013 May 16, 2013 5 CertusBank, National Association April 26, 2013 May 17, 2013 6 First Federal Bank of Florida April 19, 2013 May 16, 2013 .. . 2013 May 14, 2013 4 Hamilton State Bank April 26, 2013 May 16, 2013 5 CertusBank, National Association April 26, 2013 May 17, 2013 6 First Federal Bank of Florida April 19, 2013 May 16, 2013 .. .

Bank July 18, 2014 5 Alva State Bank & Trust Company June 27, 2014 6 Landmark Bank, National Association June 20, 2014 .. ... ... 526 Israel Discount Bank of New York January 11, 2002 527 Delta Trust 2013 May 14, 2013 4 Hamilton State Bank April 26, 2013 May 16, 2013 5 CertusBank, National Association April 26, 2013 May 17, 2013 6 First Federal Bank of Florida April 19, 2013 May 16, 2013 .. . 2013 May 14, 2013 4 Hamilton State Bank April 26, 2013 May 16, 2013 5 CertusBank, National Association April 26, 2013 May 17, 2013 6 First Federal Bank of Florida April 19, 2013 May 16, 2013 .. .

2013 May 14, 2013 4 Hamilton State Bank April 26, 2013 May 16, 2013 5 CertusBank, National Association April 26, 2013 May 17, 2013 6 First Federal Bank of Florida April 19, 2013 May 16, 2013 .. . HDF5, ...) pandas: powerful Python data analysis toolkit, Release 0.17.0 5 CertusBank, National Association April 26, 2013 May 17, 2013 6 First Federal Bank of Florida April 19, 2013 May 16, 2013 .. . indexing and selection, via data_columns keyword in append – support write chunking to reduce memory footprint, via chunksize keyword to append – support automagic indexing via index keyword to append – support

columns as small integers, rather than floats (GH8725). This should provide an improved memory footprint. Previous behavior: In [1]: pd.get_dummies(['a', 'b', 'a', 'c']).dtypes Out[1]: a float64 b 2013 May 14, 2013 4 Hamilton State Bank April 26, 2013 May 16, 2013 5 CertusBank, National Association April 26, 2013 May 17, 2013 6 First Federal Bank of Florida April 19, 2013 May 16, 2013 .. . 2013 May 14, 2013 4 Hamilton State Bank April 26, 2013 May 16, 2013 5 CertusBank, National Association April 26, 2013 May 17, 2013 6 First Federal Bank of Florida April 19, 2013 May 16, 2013 .. .

columns as small integers, rather than floats (GH8725). This should provide an improved memory footprint. Previous behavior: In [1]: pd.get_dummies(['a', 'b', 'a', 'c']).dtypes Out[1]: a float64 b 2013 May 14, 2013 4 Hamilton State Bank April 26, 2013 May 16, 2013 5 CertusBank, National Association April 26, 2013 May 17, 2013 6 First Federal Bank of Florida April 19, 2013 May 16, 2013 .. . 2013 May 14, 2013 4 Hamilton State Bank April 26, 2013 May 16, 2013 5 CertusBank, National Association April 26, 2013 May 17, 2013 6 First Federal Bank of Florida April 19, 2013 May 16, 2013 .. .

columns as small integers, rather than floats (GH8725). This should provide an improved memory footprint. Previous behavior: In [1]: pd.get_dummies(['a', 'b', 'a', 'c']).dtypes Out[1]: a float64 b 2013 May 14, 2013 4 Hamilton State Bank April 26, 2013 May 16, 2013 5 CertusBank, National Association April 26, 2013 May 17, 2013 6 First Federal Bank of Florida April 19, 2013 May 16, 2013 .. . 2013 May 14, 2013 4 Hamilton State Bank April 26, 2013 May 16, 2013 5 CertusBank, National Association April 26, 2013 May 17, 2013 6 First Federal Bank of Florida April 19, 2013 May 16, 2013 .. .

columns as small integers, rather than floats (GH8725). This should provide an improved memory footprint. 60 Chapter 1. What’s New pandas: powerful Python data analysis toolkit, Release 0.20.2 Previous 2013 May 14, 2013 4 Hamilton State Bank April 26, 2013 May 16, 2013 5 CertusBank, National Association April 26, 2013 May 17, 2013 6 First Federal Bank of Florida April 19, 2013 May 16, 2013 .. . 2013 May 14, 2013 4 Hamilton State Bank April 26, 2013 May 16, 2013 5 CertusBank, National Association April 26, 2013 May 17, 2013 6 First Federal Bank of Florida April 19, 2013 May 16, 2013 .. .

columns as small integers, rather than floats (GH8725). This should provide an improved memory footprint. Previous behavior: In [1]: pd.get_dummies(['a', 'b', 'a', 'c']).dtypes Out[1]: a float64 b 2013 May 14, 2013 4 Hamilton State Bank April 26, 2013 May 16, 2013 5 CertusBank, National Association April 26, 2013 May 17, 2013 6 First Federal Bank of Florida April 19, 2013 May 16, 2013 .. . 2013 May 14, 2013 4 Hamilton State Bank April 26, 2013 May 16, 2013 5 CertusBank, National Association April 26, 2013 May 17, 2013 6 First Federal Bank of Florida April 19, 2013 May 16, 2013 .. .