diff --git a/taxcalc/tests/test_stats_benchmark.csv b/taxcalc/tests/test_stats_benchmark.csv
new file mode 100644
index 000000000..4b43d226d
--- /dev/null
+++ b/taxcalc/tests/test_stats_benchmark.csv
@@ -0,0 +1,335 @@
+,test_id,pytest_obj,status,duration_ms,test_tuple,expected_value,revision,expect,fname,jfname,pfname,good_revision,params,is_paramtools,set_year,csv,fyear,input_data,baseline,reform,assump,outdir,year,base,ref,asm,dumpvar_str,str_valid,num_vars,time_diff
+0,taxcalc/tests/test_4package.py::test_for_consistency,<function test_for_consistency at 0x7f83cd0713a0>,passed,3.935928999965199,,,,,,,,,,,,,,,,,,,,,,,,,,0.3020459999447662
+1,taxcalc/tests/test_benefits.py::test_benefits,<function test_benefits at 0x7f83cd071280>,passed,3989.0234969999483,,,,,,,,,,,,,,,,,,,,,,,,,,70.11056399994686
+2,taxcalc/tests/test_calcfunctions.py::test_calc_and_used_vars,<function test_calc_and_used_vars at 0x7f83ccfa8ca0>,passed,38.13672100000076,,,,,,,,,,,,,,,,,,,,,,,,,,1.6073389999746723
+3,taxcalc/tests/test_calcfunctions.py::test_function_args_usage,<function test_function_args_usage at 0x7f83ccfa8940>,passed,2.012793000005786,,,,,,,,,,,,,,,,,,,,,,,,,,0.0752230000102827
+4,taxcalc/tests/test_calcfunctions.py::test_DependentCare,<function test_DependentCare at 0x7f83ccfa8ee0>,passed,0.2531740000222271,,,,,,,,,,,,,,,,,,,,,,,,,,0.006025000061527008
+5,"taxcalc/tests/test_calcfunctions.py::test_StdDed[Married, young]",<function test_StdDed at 0x7f83ccfa8f70>,passed,0.19269999995685794,"(0, 1000, [6000, 12000, 6000, 12000, 12000], 45, 44, [1500, 1200, 1500, 1500, 1500], 1000, 2, 0, 0, 0, 2, 0, False, 0)",12000,,,,,,,,,,,,,,,,,,,,,,,,-0.0025330000426037613
+6,"taxcalc/tests/test_calcfunctions.py::test_StdDed[Married, allow charity]",<function test_StdDed at 0x7f83ccfa8f70>,passed,0.18353299998352668,"(0, 1000, [6000, 12000, 6000, 12000, 12000], 66, 44, [1500, 1200, 1500, 1500, 1500], 1000, 2, 0, 1, 1, 2, 200, True, 300)",15800,,,,,,,,,,,,,,,,,,,,,,,,-0.001450999945973308
+7,"taxcalc/tests/test_calcfunctions.py::test_StdDed[Married, allow charity, over limit]",<function test_StdDed at 0x7f83ccfa8f70>,passed,0.21480199995949079,"(0, 1000, [6000, 12000, 6000, 12000, 12000], 44, 66, [1500, 1200, 1500, 1500, 1500], 1000, 2, 0, 0, 0, 2, 400, True, 300)",13500,,,,,,,,,,,,,,,,,,,,,,,,0.025620999963393898
+8,"taxcalc/tests/test_calcfunctions.py::test_StdDed[Married, two old]",<function test_StdDed at 0x7f83ccfa8f70>,passed,0.18145000001368317,"(0, 1200, [6000, 12000, 6000, 12000, 12000], 66, 67, [1500, 1200, 1500, 1500, 1500], 1000, 2, 0, 0, 0, 2, 0, True, 0)",14400,,,,,,,,,,,,,,,,,,,,,,,,-0.0010390000397819399
+9,taxcalc/tests/test_calcfunctions.py::test_StdDed[Single 1],<function test_StdDed at 0x7f83ccfa8f70>,passed,0.17884499999354375,"(0, 1000, [6000, 12000, 6000, 12000, 12000], 44, 0, [1500, 1200, 1500, 1500, 1500], 1000, 1, 0, 0, 0, 2, 0, True, 0)",6000,,,,,,,,,,,,,,,,,,,,,,,,0.001083999961792953
+10,taxcalc/tests/test_calcfunctions.py::test_StdDed[Single 2],<function test_StdDed at 0x7f83ccfa8f70>,passed,0.1744959999996354,"(0, 1000, [6000, 12000, 6000, 12000, 12000], 44, 0, [1500, 1200, 1500, 1500, 1500], 1000, 1, 0, 0, 0, 2, 0, True, 0)",6000,,,,,,,,,,,,,,,,,,,,,,,,-0.004406000016388106
+11,"taxcalc/tests/test_calcfunctions.py::test_StdDed[Married, Single]",<function test_StdDed at 0x7f83ccfa8f70>,passed,0.17217200002050959,"(0, 1000, [6000, 12000, 6000, 12000, 12000], 44, 0, [1500, 1200, 1500, 1500, 1500], 1000, 3, 1, 0, 0, 2, 0, True, 0)",0,,,,,,,,,,,,,,,,,,,,,,,,-0.007451999977092727
+12,"taxcalc/tests/test_calcfunctions.py::test_StdDed[Marrid, Single, dep, under earn]",<function test_StdDed at 0x7f83ccfa8f70>,passed,0.1784340000199336,"(1, 200, [6000, 12000, 6000, 12000, 12000], 44, 0, [1500, 1200, 1500, 1500, 1500], 1000, 3, 0, 0, 0, 2, 0, True, 0)",1000,,,,,,,,,,,,,,,,,,,,,,,,-0.001961000009487096
+13,"taxcalc/tests/test_calcfunctions.py::test_StdDed[Married, Single, dep, over earn]",<function test_StdDed at 0x7f83ccfa8f70>,passed,0.18299199996363313,"(1, 1000, [6000, 12000, 6000, 12000, 12000], 44, 0, [1500, 1200, 1500, 1500, 1500], 1000, 3, 0, 0, 0, 2, 0, True, 0)",1350,,,,,,,,,,,,,,,,,,,,,,,,0.005541999939850939
+14,taxcalc/tests/test_calcfunctions.py::test_EI_PayrollTax[case 1],<function test_EI_PayrollTax at 0x7f83cd0715e0>,passed,0.2545459999510058,"(120000, 10000, 15000, 100, 2000, 0.12, 0.03, 0, 99999999999, 400, 0, 0, 0, 0, 0, 0, None, None, None, None, None, None, None, None, None, None, None)","(0, 4065, 4065, 0, 0, 3252, 25000, 10000, 15000, 10100, 17000)",,,,,,,,,,,,,,,,,,,,,,,,0.007426999900417286
+15,taxcalc/tests/test_calcfunctions.py::test_EI_PayrollTax[case 2],<function test_EI_PayrollTax at 0x7f83cd0715e0>,passed,0.2293180000378925,"(120000, 10000, 15000, 100, 2000, 0.12, 0.03, 0, 99999999999, 400, 2000, 0, 10000, 0, 0, 3000, None, None, None, None, None, None, None, None, None, None, None)","(15000, 6146.25, 4065, 2081.25, 1040.625, 4917, 38959.375, 21167.5, 17791.875, 21380, 19820)",,,,,,,,,,,,,,,,,,,,,,,,0.0020450000874916996
+16,taxcalc/tests/test_calcfunctions.py::test_EI_PayrollTax[case 3],<function test_EI_PayrollTax at 0x7f83cd0715e0>,passed,0.22701500000721353,"(120000, 150000, 15000, 100, 2000, 0.12, 0.03, 0, 99999999999, 400, 2000, 0, 10000, 0, 0, 3000, None, None, None, None, None, None, None, None, None, None, None)","(15000, 22202.25, 21453, 749.25, 374.625, 16773, 179625.375, 161833.5, 17791.875, 161380, 19820)",,,,,,,,,,,,,,,,,,,,,,,,0.0003540000648172281
+17,taxcalc/tests/test_calcfunctions.py::test_EI_PayrollTax[case 4],<function test_EI_PayrollTax at 0x7f83cd0715e0>,passed,0.22803600000997903,"(120000, 500000, 15000, 100, 2000, 0.12, 0.03, 0, 400000, 400, 2000, 0, 10000, 0, 0, 3000, None, None, None, None, None, None, None, None, None, None, None)","(15000, 46067.85, 31953, 749.25, 374.625, 30138.6, 529625.375, 511833.5, 17791.875, 511380, 19820)",,,,,,,,,,,,,,,,,,,,,,,,0.004299999943668836
+18,taxcalc/tests/test_calcfunctions.py::test_EI_PayrollTax[case 5],<function test_EI_PayrollTax at 0x7f83cd0715e0>,passed,0.2251409999871612,"(120000, 10000, 15000, 100, 2000, 0.12, 0.03, 0, 99999999999, 400, 300, 0, 0, 0, 0, 0, None, None, None, None, None, None, None, None, None, None, None)","(300, 4065, 4065, 0, 0, 3285.3, 25300, 10279.1875, 15000, 10382, 17000)",,,,,,,,,,,,,,,,,,,,,,,,0.003049000042665284
+19,taxcalc/tests/test_calcfunctions.py::test_EI_PayrollTax[case 6],<function test_EI_PayrollTax at 0x7f83cd0715e0>,passed,0.22715400001516173,"(120000, 10000, 15000, 100, 2000, 0.12, 0.03, 0, 99999999999, 400, 0, 0, 0, 0, -40000, 0, None, None, None, None, None, None, None, None, None, None, None)","(-40000, 4065, 4065, 0, 0, 3252, 0, 0, 15000, 10100, 17000)",,,,,,,,,,,,,,,,,,,,,,,,0.006143000007341526
+20,taxcalc/tests/test_calcfunctions.py::test_AfterTaxIncome,<function test_AfterTaxIncome at 0x7f83cd071ee0>,passed,0.17997699995930816,,,,,,,,,,,,,,,,,,,,,,,,,,-0.026176000062605453
+21,taxcalc/tests/test_calcfunctions.py::test_ExpandIncome,<function test_ExpandIncome at 0x7f83cce47280>,passed,0.17795300004763703,,,,,,,,,,,,,,,,,,,,,,,,,,0.002225999992333527
+22,taxcalc/tests/test_calcfunctions.py::test_LumpSumTax[test_tuple0-expected_value0],<function test_LumpSumTax at 0x7f83cce471f0>,passed,0.17860399998426146,"(1, 1, 2, 0, 0, 1000)","(0, 1000)",,,,,,,,,,,,,,,,,,,,,,,,0.001454999960515152
+23,taxcalc/tests/test_calcfunctions.py::test_LumpSumTax[test_tuple1-expected_value1],<function test_LumpSumTax at 0x7f83cce471f0>,passed,0.1744659999758369,"(0, 1, 2, 0, 0, 1000)","(0, 1000)",,,,,,,,,,,,,,,,,,,,,,,,0.0026869998919210047
+24,taxcalc/tests/test_calcfunctions.py::test_LumpSumTax[test_tuple2-expected_value2],<function test_LumpSumTax at 0x7f83cce471f0>,passed,0.17445600002474748,"(1, 1, 2, 100, 0, 1000)","(0, 1000)",,,,,,,,,,,,,,,,,,,,,,,,0.0032480000413670773
+25,taxcalc/tests/test_calcfunctions.py::test_LumpSumTax[test_tuple3-expected_value3],<function test_LumpSumTax at 0x7f83cce471f0>,passed,0.17578900002490627,"(0, 2, 1, 100, 200, 1000)","(200, 1200)",,,,,,,,,,,,,,,,,,,,,,,,-0.009294999983922025
+26,taxcalc/tests/test_calcfunctions.py::test_LumpSumTax[test_tuple4-expected_value4],<function test_LumpSumTax at 0x7f83cce471f0>,passed,0.17413599999827056,"(0, 1, 3, 100, 300, 1000)","(300, 1300)",,,,,,,,,,,,,,,,,,,,,,,,0.0007140000093386611
+27,taxcalc/tests/test_calcfunctions.py::test_FairShareTax[test_tuple0-expected_value0],<function test_FairShareTax at 0x7f83cce47820>,passed,0.17954599996983234,"(1100000, 1, 1000, 100, 100, 0.1, [1000000, 1000000, 500000, 1000000, 1000000], [2000000, 2000000, 1000000, 2000000, 2000000], 100, 200, 2000, 300)","(10915, 11115, 12915, 11215)",,,,,,,,,,,,,,,,,,,,,,,,-0.009285000089675977
+28,taxcalc/tests/test_calcfunctions.py::test_FairShareTax[test_tuple1-expected_value1],<function test_FairShareTax at 0x7f83cce47820>,passed,0.19744899998386245,"(2100000, 1, 1000, 100, 100, 0.1, [1000000, 1000000, 500000, 1000000, 1000000], [2000000, 2000000, 1000000, 2000000, 2000000], 100, 200, 2000, 300)","(209150, 209350, 211150, 209450)",,,,,,,,,,,,,,,,,,,,,,,,0.023495999926126443
+29,taxcalc/tests/test_calcfunctions.py::test_FairShareTax[test_tuple2-expected_value2],<function test_FairShareTax at 0x7f83cce47820>,passed,0.17642000000250846,"(1100000, 1, 1000, 100, 100, 0, [1000000, 1000000, 500000, 1000000, 1000000], [2000000, 2000000, 1000000, 2000000, 2000000], 100, 200, 2000, 300)","(0, 200, 2000, 300)",,,,,,,,,,,,,,,,,,,,,,,,-0.019984999994448943
+30,taxcalc/tests/test_calcfunctions.py::test_FairShareTax[test_tuple3-expected_value3],<function test_FairShareTax at 0x7f83cce47820>,passed,0.18913400003839342,"(1100000, 2, 1000, 100, 100, 0.1, [1000000, 1000000, 500000, 1000000, 1000000], [2000000, 2000000, 1000000, 2000000, 2000000], 100, 200, 2000, 300)","(10915, 11115, 12915, 11215)",,,,,,,,,,,,,,,,,,,,,,,,0.01323700007560552
+31,taxcalc/tests/test_calcfunctions.py::test_FairShareTax[test_tuple4-expected_value4],<function test_FairShareTax at 0x7f83cce47820>,passed,0.1761800000394942,"(2100000, 2, 1000, 100, 100, 0.1, [1000000, 1000000, 500000, 1000000, 1000000], [2000000, 2000000, 1000000, 2000000, 2000000], 100, 200, 2000, 300)","(209150, 209350, 211150, 209450)",,,,,,,,,,,,,,,,,,,,,,,,-0.0011490000133562162
+32,taxcalc/tests/test_calcfunctions.py::test_FairShareTax[test_tuple5-expected_value5],<function test_FairShareTax at 0x7f83cce47820>,passed,0.1747470000168505,"(1100000, 2, 1000, 100, 100, 0, [1000000, 1000000, 500000, 1000000, 1000000], [2000000, 2000000, 1000000, 2000000, 2000000], 100, 200, 2000, 300)","(0, 200, 2000, 300)",,,,,,,,,,,,,,,,,,,,,,,,0.003618999983245913
+33,taxcalc/tests/test_calcfunctions.py::test_FairShareTax[test_tuple6-expected_value6],<function test_FairShareTax at 0x7f83cce47820>,passed,0.17916500002002067,"(510000, 3, 1000, 100, 100, 0.1, [1000000, 1000000, 500000, 1000000, 1000000], [2000000, 2000000, 1000000, 2000000, 2000000], 100, 200, 2000, 300)","(1003, 1203, 3003, 1303)",,,,,,,,,,,,,,,,,,,,,,,,0.006224000060228774
+34,taxcalc/tests/test_calcfunctions.py::test_FairShareTax[test_tuple7-expected_value7],<function test_FairShareTax at 0x7f83cce47820>,passed,0.17821300002651697,"(1100000, 3, 1000, 100, 100, 0.1, [1000000, 1000000, 500000, 1000000, 1000000], [2000000, 2000000, 1000000, 2000000, 2000000], 100, 200, 2000, 300)","(109150, 109350, 111150, 109450)",,,,,,,,,,,,,,,,,,,,,,,,0.0045000000454820666
+35,taxcalc/tests/test_calcfunctions.py::test_FairShareTax[test_tuple8-expected_value8],<function test_FairShareTax at 0x7f83cce47820>,passed,0.17403499998636107,"(510000, 3, 1000, 100, 100, 0, [1000000, 1000000, 500000, 1000000, 1000000], [2000000, 2000000, 1000000, 2000000, 2000000], 100, 200, 2000, 300)","(0, 200, 2000, 300)",,,,,,,,,,,,,,,,,,,,,,,,0.003807999974014875
+36,taxcalc/tests/test_calcfunctions.py::test_PersonalTaxCredit[test_tuple0-expected_value0],<function test_PersonalTaxCredit at 0x7f83cce47940>,passed,0.18106799996076006,"(1, 50000, 1, 0, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, 1400, [75000, 150000, 75000, 112500, 150000], [80000, 160000, 80000, 120000, 160000], 0, 0, [0, 0, 0, 0, 0], 0, 0, 0)","(0, 0, 1400)",,,,,,,,,,,,,,,,,,,,,,,,0.00754499990307525
+37,taxcalc/tests/test_calcfunctions.py::test_PersonalTaxCredit[test_tuple1-expected_value1],<function test_PersonalTaxCredit at 0x7f83cce47940>,passed,0.1808979999964322,"(1, 76000, 1, 0, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, 1400, [75000, 150000, 75000, 112500, 150000], [80000, 160000, 80000, 120000, 160000], 0, 0, [0, 0, 0, 0, 0], 0, 0, 0)","(0, 0, 1120)",,,,,,,,,,,,,,,,,,,,,,,,0.009669999997186096
+38,taxcalc/tests/test_calcfunctions.py::test_PersonalTaxCredit[test_tuple2-expected_value2],<function test_PersonalTaxCredit at 0x7f83cce47940>,passed,0.19333200003757156,"(1, 90000, 1, 0, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, 1400, [75000, 150000, 75000, 112500, 150000], [80000, 160000, 80000, 120000, 160000], 0, 0, [0, 0, 0, 0, 0], 0, 0, 0)","(0, 0, 0)",,,,,,,,,,,,,,,,,,,,,,,,-0.02757900000460714
+39,taxcalc/tests/test_calcfunctions.py::test_PersonalTaxCredit[test_tuple3-expected_value3],<function test_PersonalTaxCredit at 0x7f83cce47940>,passed,0.17702100001315557,"(2, 50000, 3, 1, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, 1400, [75000, 150000, 75000, 112500, 150000], [80000, 160000, 80000, 120000, 160000], 0, 0, [0, 0, 0, 0, 0], 0, 0, 0)","(0, 0, 4200)",,,,,,,,,,,,,,,,,,,,,,,,-0.07911499994861515
+40,taxcalc/tests/test_calcfunctions.py::test_PersonalTaxCredit[test_tuple4-expected_value4],<function test_PersonalTaxCredit at 0x7f83cce47940>,passed,0.1794249999989006,"(2, 155000, 4, 2, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, 1400, [75000, 150000, 75000, 112500, 150000], [80000, 160000, 80000, 120000, 160000], 0, 0, [0, 0, 0, 0, 0], 0, 0, 0)","(0, 0, 2800)",,,,,,,,,,,,,,,,,,,,,,,,-0.016048999952999993
+41,taxcalc/tests/test_calcfunctions.py::test_PersonalTaxCredit[test_tuple5-expected_value5],<function test_PersonalTaxCredit at 0x7f83cce47940>,passed,0.18117899998060238,"(2, 170000, 4, 2, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, 1400, [75000, 150000, 75000, 112500, 150000], [80000, 160000, 80000, 120000, 160000], 0, 0, [0, 0, 0, 0, 0], 0, 0, 0)","(0, 0, 0)",,,,,,,,,,,,,,,,,,,,,,,,-0.001480000094034012
+42,taxcalc/tests/test_calcfunctions.py::test_PersonalTaxCredit[test_tuple6-expected_value6],<function test_PersonalTaxCredit at 0x7f83cce47940>,passed,0.17739200001187783,"(4, 50000, 2, 1, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, 1400, [75000, 150000, 75000, 112500, 150000], [80000, 160000, 80000, 120000, 160000], 0, 0, [0, 0, 0, 0, 0], 0, 0, 0)","(0, 0, 2800)",,,,,,,,,,,,,,,,,,,,,,,,-0.011429000039697684
+43,taxcalc/tests/test_calcfunctions.py::test_PersonalTaxCredit[test_tuple7-expected_value7],<function test_PersonalTaxCredit at 0x7f83cce47940>,passed,0.18015699998841228,"(4, 117000, 1, 0, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, 1400, [75000, 150000, 75000, 112500, 150000], [80000, 160000, 80000, 120000, 160000], 0, 0, [0, 0, 0, 0, 0], 0, 0, 0)","(0, 0, 560)",,,,,,,,,,,,,,,,,,,,,,,,-0.016077000111636125
+44,taxcalc/tests/test_calcfunctions.py::test_PersonalTaxCredit[test_tuple8-expected_value8],<function test_PersonalTaxCredit at 0x7f83cce47940>,passed,0.1776619999986906,"(4, 130000, 1, 0, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, 1400, [75000, 150000, 75000, 112500, 150000], [80000, 160000, 80000, 120000, 160000], 0, 0, [0, 0, 0, 0, 0], 0, 0, 0)","(0, 0, 0)",,,,,,,,,,,,,,,,,,,,,,,,0.0021660000015799874
+45,taxcalc/tests/test_calcfunctions.py::test_PersonalTaxCredit[test_tuple9-expected_value9],<function test_PersonalTaxCredit at 0x7f83cce47940>,passed,0.2021079999963149,"(1, 50000, 1, 0, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, 0, [75000, 150000, 75000, 112500, 75000], [0, 0, 0, 0, 0], 0.05, 500, [1200, 2400, 1200, 1200, 1200], 0, 0, 0)","(0, 0, 1200)",,,,,,,,,,,,,,,,,,,,,,,,0.029938000068341408
+46,taxcalc/tests/test_calcfunctions.py::test_PersonalTaxCredit[test_tuple10-expected_value10],<function test_PersonalTaxCredit at 0x7f83cce47940>,passed,0.1772809999920355,"(1, 97000, 2, 1, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, 0, [75000, 150000, 75000, 112500, 75000], [0, 0, 0, 0, 0], 0.05, 500, [1200, 2400, 1200, 1200, 1200], 0, 0, 0)","(0, 0, 600)",,,,,,,,,,,,,,,,,,,,,,,,0.0036380000665303946
+47,taxcalc/tests/test_calcfunctions.py::test_PersonalTaxCredit[test_tuple11-expected_value11],<function test_PersonalTaxCredit at 0x7f83cce47940>,passed,0.17837400002918002,"(1, 150000, 2, 1, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, 0, [75000, 150000, 75000, 112500, 75000], [0, 0, 0, 0, 0], 0.05, 500, [1200, 2400, 1200, 1200, 1200], 0, 0, 0)","(0, 0, 0)",,,,,,,,,,,,,,,,,,,,,,,,0.0058540000509311185
+48,taxcalc/tests/test_calcfunctions.py::test_PersonalTaxCredit[test_tuple12-expected_value12],<function test_PersonalTaxCredit at 0x7f83cce47940>,passed,0.17424600002868829,"(2, 50000, 4, 2, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, 0, [75000, 150000, 75000, 112500, 75000], [0, 0, 0, 0, 0], 0.05, 500, [1200, 2400, 1200, 1200, 1200], 0, 0, 0)","(0, 0, 3400)",,,,,,,,,,,,,,,,,,,,,,,,-0.001210000050377802
+49,taxcalc/tests/test_calcfunctions.py::test_PersonalTaxCredit[test_tuple13-expected_value13],<function test_PersonalTaxCredit at 0x7f83cce47940>,passed,0.1793860000134373,"(2, 160000, 5, 3, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, 0, [75000, 150000, 75000, 112500, 75000], [0, 0, 0, 0, 0], 0.05, 500, [1200, 2400, 1200, 1200, 1200], 0, 0, 0)","(0, 0, 3400)",,,,,,,,,,,,,,,,,,,,,,,,0.0035389999766266833
+50,taxcalc/tests/test_calcfunctions.py::test_PersonalTaxCredit[test_tuple14-expected_value14],<function test_PersonalTaxCredit at 0x7f83cce47940>,passed,0.18127900000308728,"(2, 300000, 2, 0, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, 0, [75000, 150000, 75000, 112500, 75000], [0, 0, 0, 0, 0], 0.05, 500, [1200, 2400, 1200, 1200, 1200], 0, 0, 0)","(0, 0, 0)",,,,,,,,,,,,,,,,,,,,,,,,-0.006610000014006717
+51,taxcalc/tests/test_calcfunctions.py::test_PersonalTaxCredit[test_tuple15-expected_value15],<function test_PersonalTaxCredit at 0x7f83cce47940>,passed,0.1804070000162028,"(4, 50000, 3, 2, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, [0, 0, 0, 0, 0], [0, 0, 0, 0, 0], 0, 0, [75000, 150000, 75000, 112500, 75000], [0, 0, 0, 0, 0], 0.05, 500, [1200, 2400, 1200, 1200, 1200], 0, 0, 0)","(0, 0, 2200)",,,,,,,,,,,,,,,,,,,,,,,,0.005372000032366514
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+245,"taxcalc/tests/test_taxcalcio.py::test_custom_dump_variables[\n    MARS;iitax\tpayrolltax|combined,\n    c00100\n    surtax\n    -True-8]",<function test_custom_dump_variables at 0x7f83ccfa39d0>,passed,5176.950840000018,,,,,,,,,,,,,,,,,,,,,,,"
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+    surtax
+    RECID
+    FLPDYR
+    ",False,8.0,351.96516400003475
+247,taxcalc/tests/test_taxcalcio.py::test_output_options,<function test_output_options at 0x7f83ccfa3a60>,passed,22313.59510900006,,,,,,,,,,,,,,,,,,,,,,,,,,1052.493177000084
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+253,taxcalc/tests/test_taxcalcio.py::test_analyze_warnings_print,<function test_analyze_warnings_print at 0x7f83ccfa3ee0>,passed,5816.665213000078,,,,,,,,,,,,,,,,,,,,,,,,,,318.94488400007504
+254,taxcalc/tests/test_taxcalcio.py::test_error_message_parsed_correctly,<function test_error_message_parsed_correctly at 0x7f83ccfa41f0>,passed,4337.863620000007,,,,,,,,,,,,,,,,,,,,,,,,,,250.44369400006917
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+258,taxcalc/tests/test_utils.py::test_weighted_mean,<function test_weighted_mean at 0x7f83ccace4c0>,passed,2.181900000095993,,,,,,,,,,,,,,,,,,,,,,,,,,0.1909300001443628
+259,taxcalc/tests/test_utils.py::test_wage_weighted,<function test_wage_weighted at 0x7f83ccace550>,passed,0.7257869999648392,,,,,,,,,,,,,,,,,,,,,,,,,,0.051491000021997024
+260,taxcalc/tests/test_utils.py::test_agi_weighted,<function test_agi_weighted at 0x7f83ccace5e0>,passed,0.6724169998051366,,,,,,,,,,,,,,,,,,,,,,,,,,0.040529999751015566
+261,taxcalc/tests/test_utils.py::test_expanded_income_weighted,<function test_expanded_income_weighted at 0x7f83ccace670>,passed,0.67987199986419,,,,,,,,,,,,,,,,,,,,,,,,,,0.05595899983745767
+262,taxcalc/tests/test_utils.py::test_weighted_sum,<function test_weighted_sum at 0x7f83ccace700>,passed,1.4093649999722402,,,,,,,,,,,,,,,,,,,,,,,,,,0.03723800000443589
+263,taxcalc/tests/test_utils.py::test_add_income_trow_var,<function test_add_income_trow_var at 0x7f83ccace790>,passed,2.605983999956152,,,,,,,,,,,,,,,,,,,,,,,,,,0.12777599999935774
+264,taxcalc/tests/test_utils.py::test_add_quantile_trow_var,<function test_add_quantile_trow_var at 0x7f83ccace820>,passed,3.586066000025312,,,,,,,,,,,,,,,,,,,,,,,,,,0.27447499996924307
+265,taxcalc/tests/test_utils.py::test_dist_table_sum_row,<function test_dist_table_sum_row at 0x7f83ccace8b0>,passed,2910.8900839999023,,,,,,,,,,,,,,,,,,,,,,,,,,176.06372399973225
+266,taxcalc/tests/test_utils.py::test_diff_table_sum_row,<function test_diff_table_sum_row at 0x7f83ccace940>,passed,3441.9558219999544,,,,,,,,,,,,,,,,,,,,,,,,,,212.51732199993967
+267,taxcalc/tests/test_utils.py::test_mtr_graph_data,<function test_mtr_graph_data at 0x7f83ccace9d0>,passed,2099.180888999854,,,,,,,,,,,,,,,,,,,,,,,,,,123.79797699986739
+268,taxcalc/tests/test_utils.py::test_atr_graph_data,<function test_atr_graph_data at 0x7f83ccacea60>,passed,2364.227083999822,,,,,,,,,,,,,,,,,,,,,,,,,,165.9602779998295
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+270,taxcalc/tests/test_utils.py::test_write_graph_file,<function test_write_graph_file at 0x7f83ccacec10>,passed,2242.9486680000537,,,,,,,,,,,,,,,,,,,,,,,,,,129.80059699998492
+271,taxcalc/tests/test_utils.py::test_ce_aftertax_income,<function test_ce_aftertax_income at 0x7f83ccaceca0>,passed,3965.853143000004,,,,,,,,,,,,,,,,,,,,,,,,,,252.1934680000868
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+274,taxcalc/tests/test_utils.py::test_create_delete_temp_file,<function test_create_delete_temp_file at 0x7f83ccacee50>,passed,0.27735899993786006,,,,,,,,,,,,,,,,,,,,,,,,,,0.007997000011528144
+275,taxcalc/tests/test_utils.py::test_bootstrap_se_ci,<function test_bootstrap_se_ci at 0x7f83ccaceee0>,passed,0.4014409998944757,,,,,,,,,,,,,,,,,,,,,,,,,,-0.023421000150847193
+276,taxcalc/tests/test_utils.py::test_table_columns_labels,<function test_table_columns_labels at 0x7f83ccacef70>,passed,0.11539499996615632,,,,,,,,,,,,,,,,,,,,,,,,,,-7.100015864118514e-05
diff --git a/taxcalc/utils.py b/taxcalc/utils.py
index 4da525171..031e5631f 100644
--- a/taxcalc/utils.py
+++ b/taxcalc/utils.py
@@ -261,6 +261,7 @@ def add_income_table_row_variable(dframe, income_measure, bin_edges):
     assert isinstance(bin_edges, list)
     dframe['table_row'] = pd.cut(dframe[income_measure],
                                  bin_edges, right=False)
+
     return dframe
 
 
@@ -539,8 +540,7 @@ def count_gt_zero(dframe, col_name, tolerance=0.001):
             df2, baseline_expanded_income, SOI_AGI_BINS)
     del df2
     # create grouped Pandas DataFrame
-    gdf = dframe.groupby('table_row', as_index=False)
-    del dframe['table_row']
+    gdf = dframe.groupby('table_row', as_index=False, observed=False)
     # create additive difference table statistics from gdf
     diff_table = additive_stats_dataframe(gdf)
     # calculate additive statistics on sums row