delete rshf  1000.     2007.297
 delete crks  1000.     2008.296
 delete pnr6  1000.     2002.75

 delete mnls  2007.5    2007.875
 delete pinr  2008.746  2009.192
 delete ddgc  2009.250  2009.389
 delete bxtr  2008.759  2009.192
 delete wsca  2008.788  2009.455
 delete mnre  2009.075  2009.378
 delete mnem  2008.809  2009.192
 delete mnem  2012.955  2013.200
 delete grsn  2008.809  2009.192
 delete brwn  2008.828  2009.192
 delete prkr  2009.074  2009.378
 delete wlkr  2009.074  2009.378

 delete zumb  2009.253  2009.370
 delete ersk  2010.274  2010.898
 delete redl  2010.359  2010.419
 delete sdsf  2010.373  2010.419
 delete wdlm  2011.158  2011.329
 delete crks  2014.270  2015.
 delete mntl  2016.5    2017.125
 delete ersk  2017.375  2017.800
 delete nohm  2012.960  2013.019

 delete mnlk  2016.5    3000.
 delete gvy2  2016.692  2017.126
 delete mneb  2017.527  3000.

 delete embr  2019.814  3000.
 delete elkt  2020.164  3000.

 delete mnsq  2019.25   3000.
 delete mnsq  2010.928  2011.095
 delete mnsq  2012.976  2013.025

 delete mnwh  2019.057  2019.212
 delete coo1  2021.140  2021.143  outlier
 
 delete mnhn  2018.392  2018.838