Economic Analysis

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SampleEconometricsProblem.xlsx
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Sheet1

DSPIC96 PCE
pch Percent Change pch Percent Change
q Monthly q Monthly
03/01/1970 1959-01-01 to 2015-11-01 03/01/1970 1959-01-01 to 2015-11-01
Real Disposable Personal Income Personal Consumption Expenditures
US. Bureau of Economic Analysis US. Bureau of Economic Analysis
date value date value
01/01/1970 1.0 01/01/1970 1.8
04/01/1970 1.2 04/01/1970 1.6
07/01/1970 1.6 07/01/1970 1.9
10/01/1970 -0.3 10/01/1970 1.0
01/01/1971 2.0 01/01/1971 2.9
04/01/1971 1.5 04/01/1971 2.1
07/01/1971 0.5 07/01/1971 1.8
10/01/1971 1.2 10/01/1971 2.3
01/01/1972 0.5 01/01/1972 2.4
04/01/1972 1.0 04/01/1972 2.5
07/01/1972 1.9 07/01/1972 2.4
10/01/1972 4.0 10/01/1972 3.2
01/01/1973 0.7 01/01/1973 3.1
04/01/1973 0.8 04/01/1973 1.9
07/01/1973 0.4 07/01/1973 2.2
10/01/1973 1.1 10/01/1973 1.8
01/01/1974 -1.6 01/01/1974 2.1
04/01/1974 -0.9 04/01/1974 3.2
07/01/1974 0.1 07/01/1974 3.1
10/01/1974 -0.1 10/01/1974 1.0
01/01/1975 -0.2 01/01/1975 2.7
04/01/1975 4.6 04/01/1975 2.9
07/01/1975 -1.5 07/01/1975 3.3
10/01/1975 0.8 10/01/1975 2.8
01/01/1976 1.2 01/01/1976 3.1
04/01/1976 0.5 04/01/1976 1.8
07/01/1976 0.7 07/01/1976 2.6
10/01/1976 0.6 10/01/1976 2.9
01/01/1977 -0.0 01/01/1977 3.0 SUMMARY OUTPUT
04/01/1977 1.2 04/01/1977 2.3
07/01/1977 1.5 07/01/1977 2.5 Regression Statistics
10/01/1977 1.9 10/01/1977 3.0 Multiple R 0.1648728679
01/01/1978 0.7 01/01/1978 2.3 R Square 0.0271830626
04/01/1978 1.0 04/01/1978 4.2 Adjusted R Square 0.0218083834
07/01/1978 0.7 07/01/1978 2.2 Standard Error 0.8644320749
10/01/1978 0.8 10/01/1978 2.7 Observations 183
01/01/1979 1.1 01/01/1979 2.4
04/01/1979 -0.9 04/01/1979 2.7 ANOVA
07/01/1979 0.5 07/01/1979 3.5 df SS MS F Significance F
10/01/1979 0.4 10/01/1979 2.7 Regression 1 3.7792670633 3.7792670633 5.0576158137 0.0257234201
01/01/1980 0.3 01/01/1980 2.8 Residual 181 135.2509489957 0.7472428121
04/01/1980 -1.5 04/01/1980 0.1 Total 182 139.030216059
07/01/1980 1.2 07/01/1980 3.4
10/01/1980 2.0 10/01/1980 3.8 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
01/01/1981 -0.3 01/01/1981 3.0 Intercept 1.5410844848 0.0804617917 19.1529973645 2.13977211481791E-45 1.3823207338 1.6998482358 1.3823207338 1.6998482358
04/01/1981 -0.0 04/01/1981 1.7 X Variable 1 0.1523102318 0.0677261145 2.2489143633 0.0257234201 0.0186759719 0.2859444916 0.0186759719 0.2859444916
07/01/1981 2.0 07/01/1981 2.0
10/01/1981 0.2 10/01/1981 0.8
01/01/1982 0.1 01/01/1982 1.9
04/01/1982 0.6 04/01/1982 1.3 RESIDUAL OUTPUT PROBABILITY OUTPUT
07/01/1982 0.5 07/01/1982 2.4
10/01/1982 0.5 10/01/1982 3.0 Observation Predicted Y Residuals Percentile Y
01/01/1983 0.9 01/01/1983 1.8 1 1.6903546043 0.0956453957 0.2732240437 -2.62027
04/01/1983 0.7 04/01/1983 2.9 2 1.7210999477 -0.1561299477 0.8196721311 -0.90673
07/01/1983 1.5 07/01/1983 3.1 3 1.7790478985 0.0886521015 1.3661202186 -0.04975
10/01/1983 2.2 10/01/1983 2.3 4 1.5022545143 -0.4785745143 1.912568306 -0.00512
01/01/1984 2.0 01/01/1984 1.9 5 1.846324851 1.027235149 2.4590163934 0.14064
04/01/1984 1.7 04/01/1984 2.4 6 1.7635655635 0.3093544365 3.0054644809 0.14932
07/01/1984 1.4 07/01/1984 1.6 7 1.6222978235 0.1636721765 3.5519125683 0.28824
10/01/1984 0.8 10/01/1984 2.0 8 1.7183827332 0.5739572668 4.0983606557 0.44258
01/01/1985 -0.2 01/01/1985 2.9 9 1.6112720858 0.7680379142 4.6448087432 0.45246
04/01/1985 1.9 04/01/1985 1.8 10 1.6967120334 0.8029479666 5.1912568306 0.47644
07/01/1985 -0.3 07/01/1985 2.7 11 1.8334546364 0.6052453636 5.737704918 0.48222
10/01/1985 1.2 10/01/1985 0.9 12 2.1456936578 1.0456563422 6.2841530055 0.54356
01/01/1986 1.2 01/01/1986 1.6 13 1.6489475447 1.4062924553 6.8306010929 0.59227
04/01/1986 1.3 04/01/1986 1.0 14 1.6625473253 0.2251626747 7.3770491803 0.64985
07/01/1986 0.7 07/01/1986 2.3 15 1.6073028812 0.5898471188 7.9234972678 0.67032
10/01/1986 0.2 10/01/1986 1.2 16 1.7085968008 0.0461931992 8.4699453552 0.68344
01/01/1987 0.8 01/01/1987 1.1 17 1.2904625677 0.7881074323 9.0163934426 0.68677
04/01/1987 -1.0 04/01/1987 2.4 18 1.398450522 1.790179478 9.5628415301 0.70372
07/01/1987 1.8 07/01/1987 2.1 19 1.5558722852 1.5667577148 10.1092896175 0.72165
10/01/1987 1.3 10/01/1987 1.1 20 1.521646653 -0.491256653 10.6557377049 0.73643
01/01/1988 1.5 01/01/1988 2.6 21 1.5169509286 1.2096590714 11.2021857923 0.74682
04/01/1988 1.0 04/01/1988 1.8 22 2.2483248612 0.6591851388 11.7486338798 0.76484
07/01/1988 1.0 07/01/1988 2.1 23 1.3193999886 2.0080300114 12.2950819672 0.81907
10/01/1988 1.0 10/01/1988 2.2 24 1.6579110019 1.0955189981 12.8415300546 0.83813
01/01/1989 1.2 01/01/1989 1.6 25 1.71893105 1.41504895 13.3879781421 0.847
04/01/1989 -0.3 04/01/1989 1.8 26 1.6204518235 0.1416581765 13.9344262295 0.87777
07/01/1989 0.7 07/01/1989 1.6 27 1.6532457395 0.9441542605 14.4808743169 0.92787
10/01/1989 0.8 10/01/1989 1.2 28 1.6319146915 1.2786153085 15.0273224044 0.93982
01/01/1990 0.8 01/01/1990 2.3 29 1.5363506828 1.4341093172 15.5737704918 0.944
04/01/1990 0.6 04/01/1990 1.2 30 1.7304655039 0.5367244961 16.1202185792 0.94766
07/01/1990 0.0 07/01/1990 1.7 31 1.774544085 0.704595915 16.6666666667 0.96289
10/01/1990 -0.8 10/01/1990 0.5 32 1.8351468031 1.1267831969 17.2131147541 0.96701
01/01/1991 0.2 01/01/1991 0.1 33 1.6491821025 0.6024978975 17.7595628415 0.97776
04/01/1991 0.7 04/01/1991 1.4 34 1.6915624245 2.5432275755 18.306010929 0.99689
07/01/1991 0.4 07/01/1991 1.2 35 1.6507874523 0.5324925477 18.8524590164 0.99834
10/01/1991 0.9 10/01/1991 0.7 36 1.6612009029 1.0493490971 19.3989071038 1.01331
01/01/1992 2.1 01/01/1992 2.5 37 1.7026795483 0.6939804517 19.9453551913 1.02368
04/01/1992 1.0 04/01/1992 1.4 38 1.4101677482 1.2525522518 20.4918032787 1.02504
07/01/1992 0.4 07/01/1992 1.7 39 1.6133267508 1.8769032492 21.0382513661 1.03039
10/01/1992 0.3 10/01/1992 1.9 40 1.6069662755 1.0848637245 21.5846994536 1.03162
01/01/1993 0.6 01/01/1993 1.0 41 1.5933634487 1.2388165513 22.131147541 1.06883
04/01/1993 0.2 04/01/1993 1.6 42 1.3197442098 -1.1791042098 22.6775956284 1.0856
07/01/1993 0.1 07/01/1993 1.5 43 1.7269638917 1.7138461083 23.2240437158 1.08824
10/01/1993 0.7 10/01/1993 1.5 44 1.840162379 1.989677621 23.7704918033 1.09441
01/01/1994 0.7 01/01/1994 1.5 45 1.4999744301 1.5129955699 24.3169398907 1.1307
04/01/1994 1.1 04/01/1994 1.3 46 1.537485394 0.112694606 24.8633879781 1.13743
07/01/1994 0.6 07/01/1994 1.5 47 1.8526091712 0.1922408288 25.4098360656 1.14331
10/01/1994 1.4 10/01/1994 1.6 48 1.5712282028 -0.8063882028 25.956284153 1.14956
01/01/1995 1.0 01/01/1995 0.7 49 1.5596465327 0.3733534673 26.5027322404 1.15212
04/01/1995 0.2 04/01/1995 1.5 50 1.628988812 -0.303528812 27.0491803279 1.16337
07/01/1995 0.9 07/01/1995 1.3 51 1.6224455644 0.7341244356 27.5956284153 1.16642
10/01/1995 0.6 10/01/1995 1.1 52 1.6096834901 1.3435965099 28.1420765027 1.18283
01/01/1996 1.0 01/01/1996 1.5 53 1.6716889854 0.1740510146 28.6885245902 1.1849
04/01/1996 1.0 04/01/1996 1.8 54 1.6493603055 1.2676496945 29.2349726776 1.19971
07/01/1996 0.8 07/01/1996 1.0 55 1.7709800255 1.3250499745 29.781420765 1.20634
10/01/1996 0.5 10/01/1996 1.5 56 1.8692018478 0.3852381522 30.3278688525 1.2121
01/01/1997 1.0 01/01/1997 1.5 57 1.8518247735 0.0878352265 30.8743169399 1.21538
04/01/1997 0.9 04/01/1997 0.7 58 1.794953656 0.615476344 31.4207650273 1.21712
07/01/1997 1.2 07/01/1997 2.0 59 1.7501820634 -0.1985120634 31.9672131148 1.21721
10/01/1997 1.4 10/01/1997 1.5 60 1.6663779277 0.2862320723 32.5136612022 1.21916
01/01/1998 2.1 01/01/1998 1.0 61 1.5047326018 1.4148073982 33.0601092896 1.23018
04/01/1998 1.4 04/01/1998 1.9 62 1.8340044763 -0.0449844763 33.606557377 1.23955
07/01/1998 1.0 07/01/1998 1.6 63 1.4900910192 1.2410289808 34.1530054645 1.24245
10/01/1998 0.8 10/01/1998 1.7 64 1.7162686672 -0.7686086672 34.6994535519 1.2537
01/01/1999 0.9 01/01/1999 1.2 65 1.7307716474 -0.1613816474 35.2459016393 1.28389
04/01/1999 0.2 04/01/1999 2.0 66 1.7433722729 -0.7450322729 35.7923497268 1.2854
07/01/1999 0.7 07/01/1999 1.7 67 1.6490754853 0.6806445147 36.3387978142 1.30326
10/01/1999 1.5 10/01/1999 2.1 68 1.568224645 -0.325774645 36.8852459016 1.30716
01/01/2000 2.0 01/01/2000 2.4 69 1.6667175795 -0.5811175795 37.4316939891 1.3219
04/01/2000 1.0 04/01/2000 1.4 70 1.3927708735 0.9585591265 37.9781420765 1.32546
07/01/2000 1.2 07/01/2000 1.6 71 1.8182830142 0.2900369858 38.5245901639 1.33813
10/01/2000 0.3 10/01/2000 1.4 72 1.7446136013 -0.6563736013 39.0710382514 1.3527
01/01/2001 0.9 01/01/2001 1.1 73 1.7633294826 0.8064405174 39.6174863388 1.35697
04/01/2001 -0.1 04/01/2001 0.7 74 1.6973669674 0.1493530326 40.1639344262 1.37525
07/01/2001 2.4 07/01/2001 0.4 75 1.6879816109 0.4063083891 40.7103825137 1.42412
10/01/2001 -1.2 10/01/2001 1.6 76 1.6880729971 0.4698170029 41.2568306011 1.43421
01/01/2002 2.4 01/01/2002 0.5 77 1.7288632002 -0.1381132002 41.8032786885 1.44919
04/01/2002 0.5 04/01/2002 1.3 78 1.4964789103 0.3118010897 42.349726776 1.4608
07/01/2002 -0.1 07/01/2002 1.2 79 1.6447361668 -0.0758861668 42.8961748634 1.46471
10/01/2002 0.5 10/01/2002 1.0 80 1.66370336 -0.43352336 43.4426229508 1.46619
01/01/2003 0.3 01/01/2003 1.1 81 1.6689870019 0.6306729981 43.9890710383 1.4684
04/01/2003 1.4 04/01/2003 1.2 82 1.6323304984 -0.4151204984 44.5355191257 1.48364
07/01/2003 1.6 07/01/2003 2.1 83 1.5470200145 0.1160499855 45.0819672131 1.4927
10/01/2003 0.4 10/01/2003 1.2 84 1.4200359281 -0.8764759281 45.6284153005 1.49471
01/01/2004 0.7 01/01/2004 1.7 85 1.5738616467 -1.4245416467 46.174863388 1.49923
04/01/2004 1.0 04/01/2004 1.4 86 1.6461298054 -0.2708798054 46.7213114754 1.50085
07/01/2004 0.5 07/01/2004 1.5 87 1.5965665329 -0.4301465329 47.2677595628 1.50481
10/01/2004 1.2 10/01/2004 1.8 88 1.6712533782 -0.9844833782 47.8142076503 1.5428
01/01/2005 -1.0 01/01/2005 1.3 89 1.8680838907 0.6362061093 48.3606557377 1.54366
04/01/2005 0.8 04/01/2005 1.8 90 1.7002303998 -0.3475303998 48.9071038251 1.55167
07/01/2005 0.5 07/01/2005 1.9 91 1.607807028 0.117402972 49.4535519126 1.55245
10/01/2005 0.8 10/01/2005 1.2 92 1.593054259 0.310185741 50 1.56155
01/01/2006 2.3 01/01/2006 1.6 93 1.6268808384 -0.6491208384 50.5464480874 1.56497
04/01/2006 0.1 04/01/2006 1.3 94 1.5677311598 0.0117588402 51.0928961749 1.56885
07/01/2006 0.3 07/01/2006 1.3 95 1.5502489914 -0.0065889914 51.6393442623 1.56939
10/01/2006 1.3 10/01/2006 0.8 96 1.6409451652 -0.1762351652 52.1857923497 1.57949
01/01/2007 0.7 01/01/2007 1.5 97 1.6478402493 -0.1430302493 52.7322404372 1.5893
04/01/2007 0.2 04/01/2007 1.1 98 1.7024175747 -0.3642875747 53.2786885246 1.59075
07/01/2007 0.3 07/01/2007 1.0 99 1.6318095975 -0.1391095975 53.825136612 1.5936
10/01/2007 0.1 10/01/2007 1.1 100 1.7524636707 -0.2000136707 54.3715846995 1.60153
01/01/2008 0.7 01/01/2008 0.6 101 1.6864904938 -0.9396704938 54.9180327869 1.62177
04/01/2008 2.1 04/01/2008 1.2 102 1.5758218794 -0.1096318794 55.4644808743 1.65018
07/01/2008 -2.3 07/01/2008 0.3 103 1.6771797693 -0.3552797693 56.0109289617 1.66307
10/01/2008 0.6 10/01/2008 -2.6 104 1.6292660166 -0.4859560166 56.5573770492 1.6664
01/01/2009 -0.2 01/01/2009 -0.9 105 1.6866519426 -0.1919419426 57.1038251366 1.72521
04/01/2009 0.7 04/01/2009 -0.0 106 1.6865118172 0.0675381828 57.650273224 1.72692
07/01/2009 -1.1 07/01/2009 1.2 107 1.6626600349 -0.6310400349 58.1967213115 1.74342
10/01/2009 -0.1 10/01/2009 0.7 108 1.6205462558 -0.1521462558 58.7431693989 1.75405
01/01/2010 0.1 01/01/2010 0.9 109 1.6939415103 -0.1947115103 59.2896174863 1.75479
04/01/2010 1.3 04/01/2010 0.9 110 1.6712594706 -0.9675394706 59.8360655738 1.75899
07/01/2010 0.5 07/01/2010 0.9 111 1.7224174312 0.2502525688 60.3825136612 1.76211
10/01/2010 0.7 10/01/2010 1.6 112 1.7592155832 -0.2583655832 60.9289617486 1.78597
01/01/2011 1.2 01/01/2011 1.3 113 1.8656865277 -0.8406465277 61.4754098361 1.786
04/01/2011 -0.2 04/01/2011 1.2 114 1.7539136641 0.1935663359 62.0218579235 1.78902
07/01/2011 0.5 07/01/2011 1.0 115 1.6962261638 -0.0744561638 62.5683060109 1.80828
10/01/2011 0.1 10/01/2011 0.7 116 1.6649781966 0.0619418034 63.1147540984 1.82372
01/01/2012 1.6 01/01/2012 1.2 117 1.6775118056 -0.4654118056 63.6612021858 1.84574
04/01/2012 0.8 04/01/2012 0.5 118 1.5787858365 0.4443841635 64.2076502732 1.84672
07/01/2012 -0.1 07/01/2012 0.6 119 1.6432404803 0.0231595197 64.7540983607 1.8677
10/01/2012 2.6 10/01/2012 0.8 120 1.7650490651 0.3066209349 65.3005464481 1.88104
01/01/2013 -4.2 01/01/2013 1.0 121 1.8412757668 0.5289242332 65.8469945355 1.88771
04/01/2013 0.7 04/01/2013 0.5 122 1.6988672232 -0.2747472232 66.393442623 1.90324
07/01/2013 0.5 07/01/2013 0.8 123 1.7192402398 -0.1177102398 66.9398907104 1.933
10/01/2013 0.1 10/01/2013 1.2 124 1.5923673398 -0.1431773398 67.4863387978 1.93966
01/01/2014 1.0 01/01/2014 0.7 125 1.6710629904 -0.5766529904 68.0327868852 1.94748
04/01/2014 0.7 04/01/2014 1.5 126 1.527659861 -0.791229861 68.5792349727 1.95261
07/01/2014 0.7 07/01/2014 1.2 127 1.9011885196 -1.4586085196 69.1256830601 1.97267
10/01/2014 1.1 10/01/2014 0.9 128 1.3527208981 0.2408791019 69.6721311475 2.02317
01/01/2015 1.0 01/01/2015 -0.0 129 1.9113978744 -1.4291778744 70.218579235 2.04485
04/01/2015 0.7 04/01/2015 1.4 130 1.6184489439 -0.3345589439 70.7650273224 2.07167
07/01/2015 0.9 07/01/2015 1.1 131 1.5213968642 -0.3150568642 71.3114754098 2.07292
132 1.6142802129 -0.6173902129 71.8579234973 2.07857
133 1.5851463117 -0.4355863117 72.4043715847 2.09429
134 1.7618779661 -0.5621679661 72.9508196721 2.0951
135 1.7906493689 0.3044506311 73.4972677596 2.10832
136 1.6023527986 -0.4195227986 74.043715847 2.15789
137 1.6521338748 0.0912861252 74.5901639344 2.18328
138 1.6911542331 -0.3341842331 75.1366120219 2.19715
139 1.6214783944 -0.0786783944 75.6830601093 2.25168
140 1.7311676541 0.0925523459 76.2295081967 2.25444
141 1.3944828405 -0.1090828405 76.7759562842 2.26719
142 1.6614689689 0.0975210311 77.3224043716 2.29234
143 1.6191632789 0.2618767211 77.868852459 2.29966
144 1.6667739343 -0.5034039343 78.4153005464 2.32972
145 1.8888940377 -0.2995940377 78.9617486339 2.35133
146 1.5639279734 -0.2567679734 79.5081967213 2.35657
147 1.5845370708 -0.2812770708 80.0546448087 2.3702
148 1.7401661425 -0.8931661425 80.6010928962 2.37931
149 1.6411172757 -0.1803172757 81.1475409836 2.39666
150 1.5710119222 -0.4335819222 81.693989071 2.41043
151 1.5803927094 -0.5670827094 82.2404371585 2.4387
152 1.5538724519 -0.4231724519 82.7868852459 2.47914
153 1.6520059342 -1.0021559342 83.3333333333 2.49966
154 1.8608506778 -0.6437306778 83.8797814208 2.50429
155 1.1914395936 -0.9031995936 84.4262295082 2.56977
156 1.6394570942 -4.2597270942 84.9726775956 2.5974
157 1.5116505325 -2.4183805325 85.5191256831 2.66272
158 1.6495872477 -1.6547072477 86.0655737705 2.69183
159 1.3740945929 -0.1345445929 86.6120218579 2.71055
160 1.5212536926 -0.8509336926 87.1584699454 2.72661
161 1.5550680872 -0.6772980872 87.7049180328 2.73112
162 1.7390497085 -0.8111797085 88.2513661202 2.75343
163 1.6169380264 -0.6729380264 88.7978142077 2.83218
164 1.6470269127 -0.0854769127 89.3442622951 2.87356
165 1.7276569032 -0.4739569032 89.8907103825 2.90751
166 1.5172540259 -0.3018740259 90.4371584699 2.91053
167 1.6219916799 -0.6549816799 90.9836065574 2.91701
168 1.5502048215 -0.8667648215 91.5300546448 2.91954
169 1.7900203276 -0.6051203276 92.0765027322 2.95328
170 1.6583405167 -1.1819005167 92.6229508197 2.96193
171 1.533362356 -0.941092356 93.1693989071 2.97046
172 1.9411532013 -1.1220832013 93.7158469945 3.01297
173 0.8966857869 0.0662042131 94.262295082 3.05524
174 1.6414142807 -1.1889542807 94.8087431694 3.09603
175 1.6242123631 -0.7860823631 95.3551912568 3.12263
176 1.5625434733 -0.3433834733 95.9016393443 3.13398
177 1.689902243 -0.968252243 96.4480874317 3.18863
178 1.6529197956 -0.1692797956 96.9945355191 3.19135
179 1.6424119127 -0.4902919127 97.5409836066 3.32743
180 1.7153091127 -0.7754891127 98.087431694 3.44081
181 1.688205507 -1.737955507 98.6338797814 3.49023
182 1.6404059869 -0.2061959869 99.1803278689 3.82984
183 1.6843551043 -0.6155251043 99.7267759563 4.23479

Scatterplot of quarterly percent change in personal consumption expenditures and real disposable income, 1970: 1-2015:3

y = 0.1523x + 1.5411

0.98004000000000002 1.1819 1.56236 -0.25494 2.00407 1.46071 0.53320999999999996 1.1640600000000001 0.46082000000000001 1.0217799999999999 1.91957 3.9695900000000002 0.70818000000000003 0.79747000000000001 0.43475999999999998 1.09981 -1.64547 -0.93647000000000002 9.7089999999999996E-2 -0.12762000000000001 -0.15845000000000001 4.6434199999999999 -1.4554800000000001 0.76702999999999999 1.1676599999999999 0.52109000000000005 0.73640000000000005 0.59635000000000005 -3.108E-2 1.24339 1.5327900000000001 1.93068 0.70972000000000002 0.98797000000000001 0.72026000000000001 0.78863000000000005 1.0609599999999999 -0.85953999999999997 0.47431000000000001 0.43254999999999999 0.34323999999999999 -1.45322 1.2203999999999999 1.9636100000000001 -0.26990999999999998 -2.3630000000000002E-2 2.0453299999999999 0.19791 0.12187000000000001 0.57713999999999999 0.53417999999999999 0.45039000000000001 0.85748999999999997 0.71089000000000002 1.50939 2.1542699999999999 2.0401799999999999 1.66679 1.3728400000000001 0.82262000000000002 -0.23866999999999999 1.9231799999999999 -0.33479999999999999 1.15018 1.2454000000000001 1.32813 0.70901999999999998 0.17818999999999999 0.82484999999999997 -0.97375999999999996 1.81996 1.3362799999999999 1.45916 1.0260800000000001 0.96445999999999998 0.96506000000000003 1.2328699999999999 -0.29286000000000001 0.68052999999999997 0.80506 0.83975 0.59907999999999995 3.8969999999999998E-2 -0.79474999999999996 0.2152 0.68967999999999996 0.36426999999999998 0.85463 2.1469299999999998 1.04488 0.43807000000000001 0.34121000000000001 0.56330000000000002 0.17494999999999999 6.0170000000000001E-2 0.65564 0.70091000000000003 1.05924 0.59565999999999997 1.3878200000000001 0.95467000000000002 0.22806999999999999 0.89354 0.57896000000000003 0.95572999999999997 0.95481000000000005 0.79820999999999998 0.52171000000000001 1.00359 0.85467000000000004 1.19055 1.43215 2.1311900000000001 1.39734 1.0185900000000001 0.81342999999999999 0.89571999999999996 0.24753 0.67071000000000003 1.47045 1.97092 1.03593 1.1696899999999999 0.3367 0.85338000000000003 -8.8139999999999996E-2 2.3642799999999999 -1.23671 2.4313099999999999 0.50793999999999995 -0.12926000000000001 0.48057 0.28928999999999999 1.44963 1.63853 0.40226000000000001 0.72909999999999997 0.98529 0.52783000000000002 1.248 -0.96252000000000004 0.79039000000000004 0.51263000000000003 0.82521999999999995 2.28356 0.1499 8 0.28528999999999999 1.30708 0.65676999999999996 0.19649 0.25807999999999998 8.3960000000000007E-2 0.72826000000000002 2.09944 -2.2956099999999999 0.64587000000000006 -0.19325000000000001 0.71238000000000001 -1.0963799999999999 -0.13020000000000001 9.1810000000000003E-2 1.29975 0.49802000000000002 0.69557000000000002 1.22495 -0.15645999999999999 0.53120000000000001 5.9880000000000003E-2 1.6344000000000001 0.76985000000000003 -5.0700000000000002E-2 2.6266699999999998 -4.2308300000000001 0.65871999999999997 0.54578000000000004 0.14088999999999999 0.97706999999999999 0.73426000000000002 0.66527000000000003 1.14388 0.96592999999999996 0.65210000000000001 0.94064999999999999 1.786 1.56497 1.8676999999999999 1.0236799999999999 2.8735599999999999 2.0729199999999999 1.7859700000000001 2.2923399999999998 2.3793099999999998 2.49966 2.4386999999999999 3.1913499999999999 3.05524 1.88771 2.1971500000000002 1.7547900000000001 2.07857 3.1886299999999999 3.12263 1.0303899999999999 2.72661 2.9075099999999998 3.3274300000000001 2.7534299999999998 3.1339800000000002 1.7621100000000001 2.5973999999999999 2.9105300000000001 2.9704600000000001 2.2671899999999998 2.4791400000000001 2.9619300000000002 2.2516799999999999 4.2347900000000003 2.1832799999999999 2.71055 2.3966599999999998 2.6627200000000002 3.4902299999999999 2.6918299999999999 2.8321800000000001 0.14063999999999999 3.4408099999999999 3.8298399999999999 3.0129700000000001 1.65018 2.0448499999999998 0.76483999999999996 1.9330000000000001 1.3254600000000001 2.3565700000000001 2.9532799999999999 1.8457399999999999 2.9170099999999999 3.0960299999999998 2.2544400000000002 1.9396599999999999 2.4104299999999999 1.5516700000000001 1.95261 2.91954 1.7890200000000001 2.7311200000000002 0.94765999999999995 1.5693900000000001 0.99834000000000001 2.32972 1.2424500000000001 1.0855999999999999 2.3513299999999999 2.10832 1.0882400000000001 2.5697700000000001 1.8467199999999999 2.09429 2.1578900000000001 1.5907500000000001 1.8082800000000001 1.5688500000000001 1.2301800000000001 2.2996599999999998 1.2172099999999999 1.66307 0.5435600000 0000004 0.14932000000000001 1.3752500000000001 1.16642 0.68676999999999999 2.5042900000000001 1.3527 1.7252099999999999 1.90324 0.97775999999999996 1.5794900000000001 1.54366 1.46471 1.50481 1.33813 1.4926999999999999 1.5524500000000001 0.74682000000000004 1.4661900000000001 1.3219000000000001 1.14331 1.49471 1.7540500000000001 1.03162 1.4683999999999999 1.4992300000000001 0.70372000000000001 1.9726699999999999 1.50085 1.02504 1.9474800000000001 1.6217699999999999 1.72692 1.2121 2.0231699999999999 1.6664000000000001 2.0716700000000001 2.3702000000000001 1.4241200000000001 1.6015299999999999 1.44919 1.0944100000000001 0.73643000000000003 0.44257999999999997 1.5935999999999999 0.48221999999999998 1.28389 1.20634 0.99689000000000005 1.1495599999999999 1.1997100000000001 2.0951 1.18283 1.74342 1.35697 1.5427999999999999 1.82372 1.2854000000000001 1.7589900000000001 1.88104 1.16337 1.5892999999999999 1.3071600000000001 1.3032600000000001 0.84699999999999998 1.4608000000000001 1.1374299999999999 1.0133099999999999 1.1307 0.64985000000000004 1.21712 0.28824 -2.6202700000000001 -0.90673000000000004 -5.1200000000000004E-3 1.2395499999999999 0.67032000000000003 0.87777000000000005 0.92786999999999997 0.94399999999999995 1.56155 1.2537 1.2153799999999999 0.96701000000000004 0.68344000000000005 1.1 849000000000001 0.47643999999999997 0.59226999999999996 0.81906999999999996 0.96289000000000002 0.45245999999999997 0.83813000000000004 1.21916 0.72165000000000001 1.4836400000000001 1.15212 0.93981999999999999 -4.9750000000000003E-2 1.43421 1.0688299999999999

% change in Income

% change in Consumption

X Variable 1 Residual Plot

0.98004000000000002 1.1819 1.56236 -0.25494 2.00407 1.46071 0.53320999999999996 1.1640600000000001 0.46082000000000001 1.0217799999999999 1.91957 3.9695900000000002 0.70818000000000003 0.79747000000000001 0.43475999999999998 1.09981 -1.64547 -0.93647000000000002 9.7089999999999996E-2 -0.1276200000 0000001 -0.15845000000000001 4.6434199999999999 -1.4554800000000001 0.76702999999999999 1.1676599999999999 0.52109000000000005 0.73640000000000005 0.59635000000000005 -3.108E-2 1.24339 1.5327900000000001 1.93068 0.70972000000000002 0.98797000000000001 0.72026000000000001 0.78863000000000005 1.0609599999999999 -0.85953999999999997 0.47431000000000001 0.43254999999999999 0.34323999999999999 -1.45322 1.2203999999999999 1.9636100000000001 -0.26990999999999998 -2.3630000000000002E-2 2.0453299999999999 0.19791 0.12187000000000001 0.57713999999999999 0.53417999999999999 0.45039000000000001 0.85748999999999997 0.71089000000000002 1.50939 2.1542699999999999 2.0401799999999999 1.66679 1.3728400000000001 0.82262000000000002 -0.2386699999 9999999 1.9231799999999999 -0.33479999999999999 1.15018 1.2454000000000001 1.32813 0.70901999999999998 0.17818999999999999 0.82484999999999997 -0.97375999999999996 1.81996 1.3362799999999999 1.45916 1.0260800000000001 0.96445999999999998 0.96506000000000003 1.2328699999999999 -0.29286000000000001 0.68052999999999997 0.80506 0.83975 0.59907999999999995 3.8969999999999998E-2 -0.79474999999999996 0.2152 0.68967999999999996 0.36426999999999998 0.85463 2.1469299999999998 1.04488 0.43807000000000001 0.34121000000000001 0.56330000000000002 0.17494999999999999 6.0170000000000001E-2 0.65564 0.70091000000000003 1.05924 0.59565999999999997 1.3878200000000001 0.95467000000000002 0.22806999999999999 0.893 54 0.57896000000000003 0.95572999999999997 0.95481000000000005 0.79820999999999998 0.52171000000000001 1.00359 0.85467000000000004 1.19055 1.43215 2.1311900000000001 1.39734 1.0185900000000001 0.81342999999999999 0.89571999999999996 0.24753 0.67071000000000003 1.47045 1.97092 1.03593 1.1696899999999999 0.3367 0.85338000000000003 -8.8139999999999996E-2 2.3642799999999999 -1.23671 2.4313099999999999 0.50793999999999995 -0.12926000000000001 0.48057 0.28928999999999999 1.44963 1.63853 0.40226000000000001 0.72909999999999997 0.98529 0.52783000000000002 1.248 -0.96252000000000004 0.79039000000000004 0.51263000000000003 0.82521999999999995 2.28356 0.14998 0.28528999999999999 1.30708 0.65676999999999996 0.19649 0.25807999999999998 8.3960000000000007E-2 0.72826000000000002 2.09944 -2.2956099999999999 0.64587000000000006 -0.19325000000000001 0.71238000000000001 -1.0963799999999999 -0.13020000000000001 9.1810000000000003E-2 1.29975 0.49802000000000002 0.69557000000000002 1.22495 -0.15645999999999999 0.53120000000000001 5.9880000000000003E-2 1.6344000000000001 0.76985000000000003 -5.0700000000000002E-2 2.6266699999999998 -4.2308300000000001 0.65871999999999997 0.54578000000000004 0.14088999999999999 0.97706999999999999 0.73426000000000002 0.66527000000000003 1.14388 0.96592999999999996 0.65210000000000001 0.94064999999999999 9.5645395655630239E-2 -0.15612994773091193 8.8652101487141088E-2 -0.47857451430418441 1.0272351490088414 0.30935443654729156 0.16367217652062904 0.57395726680399295 0.76803791419897904 0.80294796658125067 0.60524536359401337 1.0456563422461529 1.4062924552665752 0.22516267467119055 0.5898471188390928 4.6193199195677215E-2 0.78810743228894209 1.7901794779589191 1.5667577148032941 -0.49125665301405519 1.2096590714316353 0.65918513876773366 2.0080300113535952 1.0955189981264879 1.4150489499695955 0.14165817652976842 0.94415426052582307 1.2786153084862177 1.4341093172101758 0.53672449611710893 0.70459591504079255 1.1267831969189692 0.60249789750963822 2.5432275755176375 0.53249254766670684 1.0493490971201009 0.69398045170022038 1.2525522518283008 1.876903249172305 1.0848637244513202 1.2388165512513405 -1.1791042097702213 1.7138461083456664 1.9896776209865463 1.5129955698655204 0.1126946059834355 0.19224082884571492 -0.80638820276448153 0.37335346725985552 -0.30352881196134263 0.7341244355958052 1.3435965099164151 0.17405101455992411 1.267649694538459 1.3250499744643782 0.38523815219590896 8.7835226539367373E-2 0.61547634398264961 -0.198512063386447 0.28623207234199444 1.4148073982248011 -4.4984476342702084E-2 1.2410289808055417 -0.76860866717893961 -0.16138164744876282 -0.74503227292368934 0.68064451467188247 -0.32577464499383546 -0.58111757947486886 0.95855912650189046 0.29003698578133874 -0.6563736013126733 0.80644051740654654 0.14935303258460864 0.40630838906671873 0.46981700292765249 -0.13811320024459484 0.31180108968480669 -7.5886166824785439E-2 -0.43352335998799818 0.63067299807165123 -0.4151204984465342 0.11604998547418388 -0.87647592808854302 -1.424541646671909 -0.2708798054455468 -0.4301465329229337 -0.98448337817719322 0.63620610929715338 -0.34753039977280231 0.11740297197191008 0.31018574102184826 -0.6491208383535465 1.1758840157122696E-2 -6.5889914394923199E-3 -0.17623516515585158 -0.14303024934840458 -0.3642875747011225 -0.13910959745385609 -0.2000136706584692 -0.93967049376418244 -0.10963187935488139 -0.35527976929564331 -0.48595601658317711 -0.19194194260986652 6.7538182803368763E-2 -0.63104003490032445 -0.15214625581393348 -0.19471151030272238 -0.96753947058646428 0.25025256876421542 -0.25836558323315195 -0.84064652765467396 0.19356633593501194 -7.4456163779380136E-2 6.1941803372026705E-2 -0.4654118056009175 5 0.44438416353473453 2.3159519651266391E-2 0.30662093488978215 0.52892423319225523 -0.27474722319839651 -0.11771023980091266 -0.14317733983283687 -0.57665299038747153 -0.79122986096461834 -1.4586085195796175 0.24087910194770057 -1.4291778744156423 -0.33455894392236152 -0.31505686423394064 -0.61739021287861995 -0.43558631174428064 -0.56216796608461705 0.3044506311326729 -0.4195227986281489 9.1286125217796554E-2 -0.33418423306119993 -7.8678394432409871E-2 9.2552345948616388E-2 -0.10908284050328509 9.7521031112173029E-2 0.26187672109060345 -0.50340393426062624 -0.29959403767056325 -0.25676797335540114 -0.28127707081717168 -0.89316614254477966 -0.18031727571775957 -0.43358192223535807 -0.56708270941051464 -0.42317245185347163 -1.0021559341875106 -0.64373067779574833 -0.90319959362344004 -4.2597270941913887 -2.4183805325025185 -1.6547072477068889 -0.13454459287759146 -0.85093369261606999 -0.6772980871729225 -0.81117970854585297 -0.67293802642313194 -8.5476912710714448E-2 -0.47395690320891948 -0.30187402592960133 -0.65498167991349876 -0.86676482147227696 -0.60512032761008716 -1.1819005167271237 -0.94109235604235619 -1.1220832012956325 6.6204213116399901E-2 -1.1889542806697251 -0.78608236309281021 -0.34338347334854658 -0.96825224295599155 -0.16927979557817352 -0.49029191268786576 -0.77548911271874343 -1.7379555069739936 -0.20619598693536023 -0.61552510431466656

X Variable 1

Residuals

X Variable 1 Line Fit Plot

Y 0.98004000000000002 1.1819 1.56236 -0.25494 2.00407 1.46071 0.53320999999999996 1.1640600000000001 0.46082000000000001 1.0217799999999999 1.91957 3.9695900000000002 0.70818000000000003 0.79747000000000001 0.43475999999999998 1.09981 -1.64547 -0.93647000000000002 9.7089999999999996E-2 -0.12762000000000001 -0.15845000000000001 4.6434199999999999 -1.4554800000000001 0.76702999999999999 1.1676599999999999 0.52109000000000005 0.73640000000000005 0.59635000000000005 -3.108E-2 1.24339 1.5327900000000001 1.93068 0.70972000000000002 0.98797000000000001 0.72026000000000001 0.78863000000000005 1.0609599999999999 -0.85953999999999997 0.47431000000000001 0.43254999999999999 0.34323999999999999 -1.45322 1.2203999999999999 1.9636100000000001 -0.26990999999999998 -2.3630000000000002E-2 2.0453299999999999 0.19791 0.12187000000000001 0.57713999999999999 0.53417999999999999 0.45039000000000001 0.85748999999999997 0.71089000000000002 1.50939 2.1542699999999999 2.0401799999999999 1.66679 1.3728400000000001 0.82262000000000002 -0.23866999999999999 1.9231799999999999 -0.33479999999999999 1.15018 1.2454000000000001 1.32813 0.70901999999999998 0.17818999999999999 0.82484999999999997 -0.97375999999999996 1.81996 1.3362799999999999 1.45916 1.0260800000000001 0.96445999999999998 0.96506000000000003 1.2328699999999999 -0.29286000000000001 0.68052999999999997 0.80506 0.83975 0.59907999999999995 3.8969999999999998E-2 -0.79474999999999996 0.2152 0.68967999999999996 0.36426999999999998 0.85463 2.1469299999999998 1.04488 0.43807000000000001 0.34121000000000001 0.56330000000000002 0.17494999999999999 6.0170000000000001E-2 0.65564 0.70091000000000003 1.05924 0.59565999999999997 1.3878200000000001 0.95467000000000002 0.22806999999999999 0.89354 0.57896000000000003 0.95572999999999997 0.95481000000000005 0.79820999999999998 0.52171000000000001 1.00359 0.85467000000000004 1.19055 1.43215 2.1311900000000001 1.39734 1.0185900000000001 0.81342999999999999 0.89571999999999996 0.24753 0.67071000000000003 1.47045 1.97092 1.03593 1.1696899999999999 0.3367 0.85338000000000003 -8.8139999999999996E-2 2.3642799999999999 -1.23671 2.4313099999999999 0.50793999999999995 -0.12926000000000001 0.48057 0.28928999999999999 1.44963 1.63853 0.40226000000000001 0.72909999999999997 0.98529 0.52783000000000002 1.248 -0.96252000000000004 0.79039000000000004 0.51263000000000003 0.82521999999999995 2.28356 0.14998 0.28528999999999999 1.30708 0.65676999999999996 0.19649 0.25807999999999998 8.3960000000000007E-2 0.72826000000000002 2.09944 -2.2956099999999999 0.64587000000000006 -0.19325000000000001 0.71238000000000001 -1.0963799999999999 -0.13020000000000001 9.1810000000000003E-2 1.29975 0.49802000000000002 0.69557000000000002 1.22495 -0.15645999999999999 0.53120000000000001 5.9880000000000003E-2 1.6344000000000001 0.76985000000000003 -5.0700000000000002E-2 2.6266699999999998 -4.2308300000000001 0.65871999999999997 0.54578000000000004 0.14088999999999999 0.97706999999999999 0.73426000000000002 0.66527000000000003 1.14388 0.96592999999999996 0.65210000000000001 0.94064999999999999 1.786 1.56497 1.8676999999999999 1.0236799999999999 2.8735599999999999 2.0729199999999999 1.7859700000000001 2.2923399999999998 2.3793099999999998 2.49966 2.4386999999999999 3.1913499999999999 3.05524 1.88771 2.1971500000000002 1.7547900000000001 2.07857 3.1886299999999999 3.12263 1.0303899999999999 2.72661 2.9075099999999998 3.3274300000000001 2.7534299999999998 3.1339800000000002 1.7621100000000001 2.5973999999999999 2.9105300000000001 2.9704600000000001 2.2671899999999998 2.4791400000000001 2.9619300000000002 2.2516799999999999 4.2347900000000003 2.1832799999999999 2.71055 2.3966599999999998 2.6627200000000002 3.4902299999999999 2.6918299999999999 2.8321800000000001 0.14063999999999999 3.4408099999999999 3.8298399999999999 3.0129700000000001 1.65018 2.0448499999999998 0.76483999999999996 1.9330000000000001 1.3254600000000001 2.3565700000000001 2.9532799999999999 1.8457399999999999 2.9170099999999999 3.0960299999999998 2.2544400000000002 1.9396599999999999 2.4104299999999999 1.5516700000000001 1.95261 2.91954 1.7890200000000001 2.7311200000000002 0.94765999999999995 1.5693900000000001 0.99834000000000001 2.32972 1.2424500000000001 1.0855999999999999 2.3513299999999999 2.10832 1.0882400000000001 2.5697700000000001 1.8467199999999999 2.09429 2.1578900000000001 1.5907500000000001 1.8082800000000001 1.5688500000000001 1.2301800000000001 2.2996599999999998 1.2172099999999999 1.66307 0.54356000000000004 0.14932000000000001 1.3752500000000001 1.16642 0.68676999999999999 2.5042900000000001 1.3527 1.7252099999999999 1.90324 0.97775999999999996 1.5794900000000001 1.54366 1.46471 1.50481 1.33813 1.4926999999999999 1.5524500000000001 0.74682000000000004 1.4661900000000001 1.3219000000000001 1.14331 1.49471 1.7540500000000001 1.03162 1.4683999999999999 1.4992300000000001 0.70372000000000001 1.9726699999999999 1.50085 1.02504 1.9474800000000001 1.6217699999999999 1.72692 1.2121 2.0231699999999999 1.6664000000000001 2.0716700000000001 2.3702000000000001 1.4241200000000001 1.6015299999999999 1.44919 1.0944100000000001 0.73643000000000003 0.44257999999999997 1.5935999999999999 0.48221999999999998 1.28389 1.20634 0.99689000000000005 1.1495599999999999 1.1997100000000001 2.0951 1.18283 1.74342 1.35697 1.5427999999999999 1.82372 1.2854000000000001 1.7589900000000001 1.88104 1.16337 1.5892999999999999 1.3071600000000001 1.3032600000000001 0.84699999999999998 1.4608000000000001 1.1374299999999999 1.0133099999999999 1.1307 0.64985000000000004 1.21712 0.28824 -2.6202700000000001 -0.90673000000000004 -5.1200000000000004E-3 1.2395499999999999 0.67032000000000003 0.87777000000000005 0.92786999999999997 0.94399999999999995 1.56155 1.2537 1.2153799999999999 0.96701000000000004 0.6 8344000000000005 1.1849000000000001 0.47643999999999997 0.59226999999999996 0.81906999999999996 0.96289000000000002 0.45245999999999997 0.83813000000000004 1.21916 0.72165000000000001 1.4836400000000001 1.15212 0.93981999999999999 -4.9750000000000003E-2 1.43421 1.0688299999999999 Predicted Y 0.98004000000000002 1.1819 1.56236 -0.25494 2.00407 1.46071 0.53320999999999996 1.1640600000000001 0.46082000000000001 1.0217799999999999 1.91957 3.9695900000000002 0.70818000000000003 0.79747000000000001 0.434759999999999 98 1.09981 -1.64547 -0.93647000000000002 9.7089999999999996E-2 -0.12762000000000001 -0.15845000000000001 4.6434199999999999 -1.4554800000000001 0.76702999999999999 1.1676599999999999 0.52109000000000005 0.73640000000000005 0.59635000000000005 -3.108E-2 1.24339 1.5327900000000001 1.93068 0.70972000000000002 0.98797000000000001 0.72026000000000001 0.78863000000000005 1.0609599999999999 -0.85953999999999997 0.47431000000000001 0.43254999999999999 0.34323999999999999 -1.45322 1.2203999999999999 1.9636100000000001 -0.26990999999999998 -2.3630000000000002E-2 2.0453299999999999 0.19791 0.12187000000000001 0.57713999999999999 0.53417999999999999 0.45039000000000001 0.85748999999999997 0.71089000000000002 1.50939 2.1542699999999999 2.0401799999999999 1.66679 1.3728400000000001 0.82262000000000002 -0.23866999999999999 1.9231799999999999 -0.33479999999999999 1.15018 1.2454000000000001 1.32813 0.70901999999999998 0.17818999999999999 0.82484999999999997 -0.97375999999999996 1.81996 1.3362799999999999 1.45916 1.0260800000000001 0.96445999999999998 0.96506000000000003 1.2328699999999999 -0.29286000000000001 0.68052999999999997 0.80506 0.83975 0.59907999999999995 3.8969999999999998E-2 -0.79474999999999996 0.2152 0.68967999999999996 0.36426999999999998 0.85463 2.1469299999999998 1.04488 0.43807000000000001 0.34121000000000001 0.56330000000000002 0.17494999999999999 6.0170000000000001E-2 0.65564 0.70091000000000003 1.05924 0.59565999999999997 1.3878200000000001 0.95467000000000002 0.22806999999999999 0.89354 0.57896000000000003 0.95572999999999997 0.95481000000000005 0.79820999999999998 0.52171000000000001 1.00359 0.85467000000000004 1.19055 1.43215 2.1311900000000001 1.39734 1.0185900000000001 0.81342999999999999 0.89571999999999996 0.24753 0.67071000000000003 1.47045 1.97092 1.03593 1.1696899999999999 0.3367 0.85338000000000003 -8.8139999999999996E-2 2.3642799999999999 -1.23671 2.4313099999999999 0.50793999999999995 -0.12926000000000001 0.48057 0.28928999999999999 1.44963 1.63853 0.40226000000000001 0.72909999999999997 0.98529 0.52783000000000002 1.248 -0.96252000000000004 0.79039000000000004 0.51263000000000003 0.82521999999999995 2.28356 0.14998 0.28528999999999999 1.30708 0.65676999999999996 0.19649 0.25807999999999998 8.3960000000000007E-2 0.72826000000000002 2.09944 -2.2956099999999999 0.64587000000000006 -0.19325000000000001 0.71238000000000001 -1.0963799999999999 -0.13020000000000001 9.1810000000000003E-2 1.29975 0.49802000000000002 0.69557000000000002 1.22495 -0.15645999999999999 0.53120000000000001 5.9880000000000003E-2 1.6344000000000001 0.76985000000000003 -5.0700000000000002E-2 2.6266699999999998 -4.2308300000000001 0.65871999999999997 0.54578000000000004 0.14088999999999999 0.97706999999999999 0.73426000000000002 0.66527000000000003 1.14388 0.96592 999999999996 0.65210000000000001 0.94064999999999999 1.6903546043443698 1.7210999477309119 1.7790478985128588 1.5022545143041843 1.8463248509911585 1.7635655634527083 1.622297823479371 1.7183827331960069 1.6112720858010208 1.6967120334187493 1.8334546364059865 2.145693657753847 1.6489475447334248 1.6625473253288094 1.6073028811609074 1.7085968008043229 1.2904625677110579 1.3984505220410808 1.555872285196706 1.5216466530140551 1.5169509285683647 2.2483248612322662 1.319399988646405 1.6579110018735119 1.7189310500304047 1.6204518234702316 1.6532457394741769 1.6319146915137823 1.5363506827898243 1.7304655038828909 1.7745440849592076 1.835146803081031 1.6491821024903617 1.6915624244823628 1.650787452333293 1.6612009028798991 1.7026795482997794 1.4101677481716994 1.6133267508276949 1.6069662755486798 1.5933634487486596 1.3197442097702214 1.7269638916543335 1.8401623790134536 1.4999744301344797 1.5374853940165645 1.8526091711542849 1.5712282027644815 1.5596465327401445 1.6289888119613427 1.6224455644041949 1.6096834900835848 1.6716889854400758 1.6493603054615409 1.7709800255356216 1.8692018478040913 1.8518247734606326 1.7949536560173502 1.7501820633864471 1.6663779276580055 1.504732601775199 1.8340044763427021 1.4900910191944585 1.7162686671789396 1.7307716474487629 1.7433722729236893 1.6490754853281175 1.5682246449938355 1.6667175794748688 1.3927708734981095 1.8182830142186612 1.7446136013126734 1.7633294825934536 1.6973669674153913 1.6879816109332813 1.6880729970723476 1.7288632002445949 1.4964789103151934 1.6447361668247855 1.6637033599879982 1.6689870019283486 1.6323304984465341 1.5470200145258162 1.4200359280885431 1.5738616466719091 1.6461298054455469 1.5965665329229337 1.6712533781771932 1.8680838907028467 1.7002303997728023 1.6078070280280898 1.5930542589781518 1.6268808383535465 1.5677311598428774 1.5502489914394924 1.6409451651558515 1.6478402493484046 1.7024175747011225 1.631809597453856 1.7524636706584693 1.6864904937641825 1.5758218793548815 1.6771797692956434 1.6292660165831772 1.6866519426098665 1.6865118171966313 1.6626600349003244 1.6205462558139334 1.6939415103027224 1.6712594705864643 1.7224174312357845 1.759215583233152 1.8656865276546739 1.7539136640649882 1.6962261637793801 1.6649781966279733 1.6775118056009175 1.5787858364652654 1.6432404803487337 1.765049065110218 1.8412757668077449 1.6988672231983966 1.7192402398009126 1.5923673398328368 1.6710629903874716 1.5276598609646184 1.9011885195796174 1.3527208980522993 1.9113978744156421 1.6184489439223615 1.5213968642339406 1.61428021287862 1.5851463117442806 1.7618779660846171 1.7906493688673271 1.6023527986281489 1.6521338747822034 1.6911542330611999 1.6214783944324098 1.7311676540513836 1.3944828405032852 1.661468968887827 1.6191632789093966 1.6667739342606263 1.8888940376705632 1.5639279733554012 1.5845370708171718 1.7401661425447796 1.6411172757177597 1.571011922235358 1.5803927094105146 1.5538724518534717 1.6520059341875106 1.8608506777957483 1.1914395936234401 1.6394570941913884 1.5116505325025187 1.6495872477068889 1.3740945928775914 1.52125369261607 1.5550680871729226 1.7390497085458529 1.6169380264231319 1.6470269127107144 1.7276569032089195 1.5172540259296012 1.6219916799134988 1.550204821472277 1.7900203276100872 1.6583405167271237 1.5333623560423562 1.9411532012956325 0.89668578688360012 1.6414142806697252 1.6242123630928103 1.5625434733485466 1.6899022429559916 1.6529197955781736 1.6424119126878658 1.7153091127187434 1.6882055069739936 1.6404059869353602 1.6843551043146665

X Variable 1

Y

Normal Probability Plot

0.27322404371584702 0.81967213114754101 1.3661202185792352 1.9125683060109291 2.459016393442623 3.0054644808743172 3.5519125683060109 4.0983606557377055 4.6448087431693992 5.1912568306010929 5.7377049180327875 6.2841530054644812 6.8306010928961749 7.3770491803278695 7.9234972677595632 8.4699453551912587 9.0163934426229524 9.5628415300546461 10.10928961748634 10.655737704918035 11.202185792349729 11.748633879781423 12.295081967213116 12.84153005464481 13.387978142076504 13.934426229508199 14.480874316939893 15.027322404371587 15.57377049180328 16.120218579234972 16.666666666666668 17.21311475409836 17.759562841530055 18.306010928961751 18.852459016393443 19.398907103825138 19.94535519125683 20.491803278688526 21.038251366120221 21.584699453551913 22.131147540983608 22.6775956284153 23.224043715846996 23.770491803278691 24.316939890710383 24.863387978142079 25.409836065573771 25.956284153005466 26.502732240437158 27.049180327868854 27.595628415300549 28.142076502732241 28.688524590163937 29.234972677595628 29.781420765027324 30.327868852459019 30.874316939890711 31.420765027322407 31.967213114754099 32.513661202185801 33.060109289617493 33.606557377049185 34.153005464480877 34.699453551912576 35.245901639344268 35.79234972677596 36.338797814207659 36.885245901639351 37.431693989071043 37.978142076502735 38.524590163934434 39.071038251366126 39.617486338797818 40.163934426229517 40.710382513661209 41.256830601092901 41.8032786885246 42.349726775956292 42.896174863387984 43.442622950819676 43.989071038251375 44.535519125683066 45.081967213114758 45.628415300546457 46.174863387978149 46.721311475409841 47.26775956284154 47.814207650273232 48.360655737704924 48.907103825136616 49.453551912568315 50.000000000000007 50.546448087431699 51.092896174863398 51.63934426229509 52.185792349726782 52.732240437158474 53.278688524590173 53.8251366120 21865 54.371584699453557 54.918032786885256 55.464480874316948 56.01092896174864 56.557377049180339 57.103825136612031 57.650273224043723 58.196721311475414 58.743169398907114 59.289617486338805 59.836065573770497 60.382513661202196 60.928961748633888 61.47540983606558 62.021857923497279 62.568306010928971 63.114754098360663 63.661202185792355 64.207650273224047 64.754098360655746 65.300546448087431 65.84699453551913 66.393442622950815 66.939890710382514 67.486338797814213 68.032786885245898 68.579234972677597 69.125683060109296 69.672131147540981 70.21857923497268 70.765027322404379 71.311475409836063 71.857923497267763 72.404371584699462 72.950819672131146 73.497267759562845 74.043715846994544 74.590163934426229 75.136612021857928 75.683060109289613 76.229508196721312 76.775956284153011 77.322404371584696 77.868852459016395 78.415300546448094 78.961748633879779 79.508196721311478 80.054644808743177 80.601092896174862 81.147540983606561 81.69398907103826 82.240437158469945 82.786885245901644 83.333333333333343 83.879781420765028 84.426229508196727 84.972677595628426 85.519125683060111 86.06557377049181 86.612021857923494 87.158469945355193 87.704918032786892 88.251366120218577 88.797814207650276 89.344262295081975 89.89071038251366 90.437158469945359 90.983606557377058 91.530054644808743 92.076502732240442 92.622950819672141 93.169398907103826 93.715846994535525 94.262295081967224 94.808743169398909 95.355191256830608 95.901639344262293 96.448087431693992 96.99453 5519125691 97.540983606557376 98.087431693989075 98.633879781420774 99.180327868852459 99.726775956284158 -2.6202700000000001 -0.90673000000000004 -4.9750000000000003E-2 -5.1200000000000004E-3 0.14063999999999999 0.14932000000000001 0.28824 0.44257999999999997 0.45245999999999997 0.47643999999999997 0.48221999999999998 0.54356000000000004 0.59226999999999996 0.64985000000000004 0.67032000000000003 0.68344000000000005 0.68676999999999999 0.70372000000000001 0.72165000000000001 0.73643000000000003 0.74682000000000004 0.76483999999999996 0.81906999999999996 0.83813000000000004 0.84699999999999998 0.87777000000000005 0.92786999999999997 0.93981999999999999 0.94399999999999995 0.94765999999999995 0.96289000000000002 0.96701000000000004 0.97775999999999996 0.99689000000000005 0.99834000000000001 1.0133099999999999 1.0236799999999999 1.02504 1.0303899999999999 1.03162 1.0688299999999999 1.0855999999999999 1.0882400000000001 1.0944100000000001 1.1307 1.1374299999999999 1.14331 1.1495599999999999 1.15212 1.16337 1.16642 1.18283 1.1849000000000001 1.1997100000000001 1.20634 1.2121 1.2153799999999999 1.21712 1.2172099999999999 1.21916 1.2301800000000001 1.2395499999999999 1.2424500000000001 1.2537 1.28389 1.2854000000000001 1.3032600000000001 1.3071600000000001 1.3219000000000001 1.3254600000000001 1.33813 1.3527 1.35697 1.3752500000000001 1.4241200000000001 1.43421 1.44919 1.4608000000000001 1.46471 1.4661900000000001 1.4683999999999999 1.4836400000000001 1.4926999999999999 1.49471 1.4992300000000001 1.50085 1.50481 1.5427999999999999 1.54366 1.5516700000000001 1.5524500000000001 1.56155 1.56497 1.5688500000000001 1.5693900000000001 1.5794900000000001 1.5892999999999999 1.5907500000000001 1.5935999999999999 1.6015299999999999 1.6217699999999999 1.65018 1.66307 1.6664000000000001 1.7252099999999999 1.72692 1.74342 1.7540500000000001 1.7547900000000001 1.7589900000000001 1.7621100000000001 1.7859700000000001 1.786 1.7890200000000001 1.8082800000000001 1.82372 1.8457399999999999 1.8467199999999999 1.8676999999999999 1.88104 1.88771 1.90324 1.9330000000000001 1.9396599999999999 1.9474800000000001 1.95261 1.9726699999999999 2.0231699999999999 2.0448499999999998 2.0716700000000001 2.0729199999999999 2.07857 2.09429 2.0951 2.10832 2.1578900000000001 2.1832799999999999 2.1971500000000002 2.2516799999999999 2.2544400000000002 2.2671899999999998 2.2923399999999998 2.2996599999999998 2.32972 2.3513299999999999 2.3565700000000001 2.3702000000000001 2.3793099999999998 2.3966599999999998 2.4104299999999999 2.4386999999999999 2.4791400000000001 2.49966 2.5042900000000001 2.5697700000000001 2.5973999999999999 2.6627200000000002 2.6918299999999999 2.71055 2.72661 2.7311200000000002 2.7534299999999998 2.8321800000000001 2.8735599999999999 2.9075099999999998 2.9105300000000001 2.9170099999999999 2.91954 2.9532799999999999 2.9619300000000002 2.9704600000000001 3.0129700000000001 3.05524 3.0960299999999998 3.12263 3.1339800000000002 3.1886299999999999 3.1913499999999999 3.3274300000000001 3.4408099999999999 3.4902299999999999 3.8298399999999999 4.2347900000000003

Sample Percentile

Y

https://research.stlouisfed.org/fred2/series/DSPIC96 https://research.stlouisfed.org/fred2/series/PCE