From 5694381c5bd8bddbd4da1048f1197d9511c8f464 Mon Sep 17 00:00:00 2001 From: Vikas Rawal Date: Sat, 30 Nov 2019 14:23:21 +0530 Subject: [PATCH] Minor --- associations.org | 274 ++++++++++++++++++++++++++--------------------- 1 file changed, 152 insertions(+), 122 deletions(-) diff --git a/associations.org b/associations.org index 6d6cc89..1454fba 100644 --- a/associations.org +++ b/associations.org @@ -42,7 +42,7 @@ #+NAME: sassociation2 -#+BEGIN_SRC R :results output list org +#+BEGIN_SRC R :results output org lm(wage~sex+age+years_edu, data=worker)->t summary(t) @@ -60,127 +60,157 @@ #+RESULTS: sassociation2 #+begin_src org -- Call: -- lm(formula = wage ~ sex -- age -- years_edu, data = worker) -- Residuals: -- Min 1Q Median 3Q Max -- -1638.7 -489.5 -72.1 437.6 12305.1 -- Coefficients: -- Estimate Std. Error t value Pr(>|t|) -- (Intercept) 2185.0021 19.6473 111.211 < 0.0000000000000002 *** -- sex -667.9011 9.5525 -69.919 < 0.0000000000000002 *** -- age 1.9781 0.3152 6.276 0.000000000352 *** -- years_edu 10.7387 0.8999 11.933 < 0.0000000000000002 *** -- --- -- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 -- Residual standard error: 695.3 on 37631 degrees of freedom -- Multiple R-squared: 0.1343, Adjusted R-squared: 0.1342 -- F-statistic: 1946 on 3 and 37631 DF, p-value: < 0.00000000000000022 -- Call: -- lm(formula = wage ~ sex -- age -- years_edu -- sector -- social_group -- religion -- quarter, data = worker) -- Residuals: -- Min 1Q Median 3Q Max -- -1789.3 -484.2 -60.3 432.2 12337.4 -- Coefficients: -- Estimate Std. Error t value Pr(>|t|) -- (Intercept) 1716.2498 23.9940 71.528 < 0.0000000000000002 *** -- sex -621.1712 9.4569 -65.684 < 0.0000000000000002 *** -- age 1.5207 0.3096 4.912 0.00000090742386603 *** -- years_edu 8.0624 0.8860 9.100 < 0.0000000000000002 *** -- sector 211.8919 8.0576 26.297 < 0.0000000000000002 *** -- social_group 15.1192 1.3090 11.550 < 0.0000000000000002 *** -- religion 24.2759 3.0235 8.029 0.00000000000000101 *** -- quarterQ2 33.0336 11.4750 2.879 0.00399 ** -- quarterQ3 42.1100 10.9479 3.846 0.00012 *** -- quarterQ4 60.3340 10.7247 5.626 0.00000001860438745 *** -- quarterQ5 96.8388 13.8317 7.001 0.00000000000257946 *** -- --- -- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 -- Residual standard error: 682.3 on 37624 degrees of freedom -- Multiple R-squared: 0.1665, Adjusted R-squared: 0.1662 -- F-statistic: 751.4 on 10 and 37624 DF, p-value: < 0.00000000000000022 -- Call: -- lm(formula = wage ~ sex -- age -- years_edu -- sector -- social_group -- religion -- quarter -- state, data = worker) -- Residuals: -- Min 1Q Median 3Q Max -- -2166.6 -420.9 -26.9 393.6 11885.4 -- Coefficients: -- Estimate Std. Error t value Pr(>|t|) -- (Intercept) 2334.9216 31.6980 73.661 < 0.0000000000000002 *** -- sex -600.1791 8.9602 -66.983 < 0.0000000000000002 *** -- age -0.7958 0.2925 -2.720 0.006522 ** -- years_edu 3.5156 0.8463 4.154 0.0000327426267356 *** -- sector 170.5218 7.7194 22.090 < 0.0000000000000002 *** -- social_group 11.0980 1.2958 8.565 < 0.0000000000000002 *** -- religion 6.8266 3.0199 2.261 0.023793 * -- quarterQ2 27.5969 10.5232 2.622 0.008733 ** -- quarterQ3 47.4106 10.0603 4.713 0.0000024541348868 *** -- quarterQ4 65.0550 9.8696 6.591 0.0000000000441218 *** -- quarterQ5 111.5467 12.9159 8.636 < 0.0000000000000002 *** -- state02 -182.7089 36.7495 -4.972 0.0000006664834133 *** -- state03 -302.4308 31.4091 -9.629 < 0.0000000000000002 *** -- state04 54.6670 157.9356 0.346 0.729243 -- state05 -364.2626 49.7310 -7.325 0.0000000000002443 *** -- state06 -158.2256 34.1364 -4.635 0.0000035796630662 *** -- state07 103.8315 85.9533 1.208 0.227056 -- state08 -232.7281 31.6792 -7.346 0.0000000000002077 *** -- state09 -625.4561 26.6275 -23.489 < 0.0000000000000002 *** -- state1 -329.4467 43.8025 -7.521 0.0000000000000555 *** -- state10 -228.9421 27.2168 -8.412 < 0.0000000000000002 *** -- state11 229.4834 90.4784 2.536 0.011206 * -- state12 8.6292 53.5113 0.161 0.871889 -- state13 -414.2133 108.2687 -3.826 0.000131 *** -- state14 24.9990 33.2053 0.753 0.451537 -- state15 -386.4679 38.6430 -10.001 < 0.0000000000000002 *** -- state16 -408.9313 35.7746 -11.431 < 0.0000000000000002 *** -- state17 -169.2716 39.6051 -4.274 0.0000192485172076 *** -- state18 -191.4328 31.9025 -6.001 0.0000000019842884 *** -- state19 -849.3718 25.4194 -33.414 < 0.0000000000000002 *** -- state2 -127.5145 72.9047 -1.749 0.080289 . -- state20 -627.1074 29.7862 -21.054 < 0.0000000000000002 *** -- state21 -739.1066 28.7611 -25.698 < 0.0000000000000002 *** -- state22 -873.9305 30.4180 -28.731 < 0.0000000000000002 *** -- state23 -803.9339 26.7202 -30.087 < 0.0000000000000002 *** -- state24 -541.8985 29.4421 -18.406 < 0.0000000000000002 *** -- state25 57.8958 313.5190 0.185 0.853493 -- state26 -211.9977 199.1455 -1.065 0.287093 -- state27 -594.3999 24.9000 -23.872 < 0.0000000000000002 *** -- state28 -381.2620 26.4571 -14.411 < 0.0000000000000002 *** -- state29 -367.1243 26.4633 -13.873 < 0.0000000000000002 *** -- state3 -479.1579 40.3655 -11.870 < 0.0000000000000002 *** -- state30 63.4353 74.2422 0.854 0.392869 -- state31 157.6998 89.1517 1.769 0.076920 . -- state32 38.5378 26.3576 1.462 0.143717 -- state33 -423.9537 25.3135 -16.748 < 0.0000000000000002 *** -- state34 -419.1475 40.5708 -10.331 < 0.0000000000000002 *** -- state35 416.7570 57.3598 7.266 0.0000000000003784 *** -- state36 -31.7199 29.3147 -1.082 0.279238 -- state4 371.0493 182.0114 2.039 0.041496 * -- state5 -599.6303 58.8906 -10.182 < 0.0000000000000002 *** -- state6 -197.8508 55.0537 -3.594 0.000326 *** -- state7 253.3238 116.6312 2.172 0.029861 * -- state8 -291.8271 42.4682 -6.872 0.0000000000064448 *** -- state9 -734.4680 34.6586 -21.192 < 0.0000000000000002 *** -- --- -- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 -- Residual standard error: 625.2 on 37580 degrees of freedom -- Multiple R-squared: 0.301, Adjusted R-squared: 0.3 -- F-statistic: 299.7 on 54 and 37580 DF, p-value: < 0.00000000000000022 + +Call: +lm(formula = wage ~ sex +age +years_edu, data = worker) + +Residuals: + Min 1Q Median 3Q Max +-292.30 -74.80 -14.61 57.25 2170.72 + +Coefficients: + Estimate Std. Error t value Pr(>|t|) +(Intercept) 327.62380 3.44462 95.11 <0.0000000000000002 *** +sex -97.04291 1.67477 -57.94 <0.0000000000000002 *** +age 1.38151 0.05526 25.00 <0.0000000000000002 *** +years_edu 4.48268 0.15777 28.41 <0.0000000000000002 *** +--- +Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 + +Residual standard error: 121.9 on 37631 degrees of freedom +Multiple R-squared: 0.1261, Adjusted R-squared: 0.126 +F-statistic: 1809 on 3 and 37631 DF, p-value: < 0.00000000000000022 + +Call: +lm(formula = wage ~ sex +age +years_edu +sector +social_group + + religion +quarter, data = worker) + +Residuals: + Min 1Q Median 3Q Max +-315.65 -72.11 -14.15 52.51 2140.20 + +Coefficients: + Estimate Std. Error t value Pr(>|t|) +(Intercept) 257.94757 3.99129 64.628 < 0.0000000000000002 *** +sex -86.56036 1.65149 -52.414 < 0.0000000000000002 *** +age 1.23305 0.05423 22.735 < 0.0000000000000002 *** +years_edu 3.76046 0.15523 24.225 < 0.0000000000000002 *** +sector2 30.32294 1.41191 21.477 < 0.0000000000000002 *** +social_group2 29.29921 2.21158 13.248 < 0.0000000000000002 *** +social_group3 38.85215 2.10791 18.432 < 0.0000000000000002 *** +social_group9 36.39078 2.37599 15.316 < 0.0000000000000002 *** +religion2 15.28020 1.88933 8.088 0.000000000000000626 *** +religion3 70.06425 3.05735 22.917 < 0.0000000000000002 *** +religion4 0.90753 4.34322 0.209 0.834486 +religion5 9.92952 16.27422 0.610 0.541774 +religion6 -27.61440 5.46808 -5.050 0.000000443610331942 *** +religion7 -28.12453 44.72117 -0.629 0.529427 +religion9 22.53928 5.90700 3.816 0.000136 *** +quarterQ2 11.19254 1.98958 5.626 0.000000018618898647 *** +quarterQ3 15.15791 1.89871 7.983 0.000000000000001465 *** +quarterQ4 25.67351 1.85931 13.808 < 0.0000000000000002 *** +quarterQ5 32.23325 2.39793 13.442 < 0.0000000000000002 *** +--- +Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 + +Residual standard error: 118.3 on 37616 degrees of freedom +Multiple R-squared: 0.1778, Adjusted R-squared: 0.1774 +F-statistic: 451.8 on 18 and 37616 DF, p-value: < 0.00000000000000022 + +Call: +lm(formula = wage ~ sex +age +years_edu +sector +social_group + + religion +quarter +state, data = worker) + +Residuals: + Min 1Q Median 3Q Max +-421.28 -53.87 -3.68 47.22 1919.02 + +Coefficients: + Estimate Std. Error t value Pr(>|t|) +(Intercept) 444.01115 4.77338 93.018 < 0.0000000000000002 *** +sex -90.39577 1.35581 -66.673 < 0.0000000000000002 *** +age 0.09864 0.04447 2.218 0.026552 * +years_edu 0.78564 0.12845 6.116 0.00000000096630021 *** +sector2 20.38448 1.17589 17.335 < 0.0000000000000002 *** +social_group2 8.16327 1.89780 4.301 0.00001701239040995 *** +social_group3 7.00001 1.82389 3.838 0.000124 *** +social_group9 14.48824 2.02081 7.170 0.00000000000076649 *** +religion2 3.06706 1.61097 1.904 0.056937 . +religion3 3.99327 3.09503 1.290 0.196982 +religion4 1.21196 4.75423 0.255 0.798784 +religion5 18.31698 13.00836 1.408 0.159112 +religion6 11.40087 4.59791 2.480 0.013158 * +religion7 1.18490 35.69842 0.033 0.973522 +religion9 22.95917 4.86976 4.715 0.00000243003135992 *** +quarterQ2 10.21411 1.58877 6.429 0.00000000013002120 *** +quarterQ3 16.82258 1.51923 11.073 < 0.0000000000000002 *** +quarterQ4 25.14926 1.49016 16.877 < 0.0000000000000002 *** +quarterQ5 33.08983 1.95044 16.965 < 0.0000000000000002 *** +state02 -68.16250 5.62831 -12.111 < 0.0000000000000002 *** +state03 -96.24984 5.63379 -17.084 < 0.0000000000000002 *** +state04 -71.16512 23.87015 -2.981 0.002872 ** +state05 -115.06098 7.55209 -15.236 < 0.0000000000000002 *** +state06 -69.65578 5.27142 -13.214 < 0.0000000000000002 *** +state07 -46.63160 13.00126 -3.587 0.000335 *** +state08 -93.14096 4.86947 -19.128 < 0.0000000000000002 *** +state09 -130.45617 4.11177 -31.728 < 0.0000000000000002 *** +state1 -14.79943 6.61379 -2.238 0.025249 * +state10 -111.30326 4.22934 -26.317 < 0.0000000000000002 *** +state11 -30.89194 13.71763 -2.252 0.024329 * +state12 -69.11195 8.17680 -8.452 < 0.0000000000000002 *** +state13 -23.54944 16.54163 -1.424 0.154557 +state14 -58.14358 5.19732 -11.187 < 0.0000000000000002 *** +state15 -67.54526 6.62181 -10.200 < 0.0000000000000002 *** +state16 -45.92342 5.48738 -8.369 < 0.0000000000000002 *** +state17 -53.92123 6.67236 -8.081 0.00000000000000066 *** +state18 -86.09270 4.86428 -17.699 < 0.0000000000000002 *** +state19 -150.31537 3.89883 -38.554 < 0.0000000000000002 *** +state2 -56.38856 11.04817 -5.104 0.00000033437294375 *** +state20 -137.77298 4.59079 -30.011 < 0.0000000000000002 *** +state21 -147.27217 4.45380 -33.067 < 0.0000000000000002 *** +state22 -172.27146 4.70857 -36.587 < 0.0000000000000002 *** +state23 -161.52791 4.12939 -39.117 < 0.0000000000000002 *** +state24 -145.44044 4.54569 -31.995 < 0.0000000000000002 *** +state25 -63.12764 47.32958 -1.334 0.182281 +state26 -102.84861 30.08812 -3.418 0.000631 *** +state27 -142.91329 3.89854 -36.658 < 0.0000000000000002 *** +state28 -84.41173 4.12350 -20.471 < 0.0000000000000002 *** +state29 -100.69647 4.08499 -24.650 < 0.0000000000000002 *** +state3 -121.25472 6.44927 -18.801 < 0.0000000000000002 *** +state30 25.50491 11.26961 2.263 0.023632 * +state31 112.13284 13.52131 8.293 < 0.0000000000000002 *** +state32 146.37176 4.10836 35.628 < 0.0000000000000002 *** +state33 -40.33733 3.97872 -10.138 < 0.0000000000000002 *** +state34 -61.09002 6.25575 -9.765 < 0.0000000000000002 *** +state35 17.72228 8.72443 2.031 0.042227 * +state36 -85.02720 4.53862 -18.734 < 0.0000000000000002 *** +state4 -68.28980 27.50122 -2.483 0.013027 * +state5 -144.20165 8.92408 -16.159 < 0.0000000000000002 *** +state6 -71.93804 8.39931 -8.565 < 0.0000000000000002 *** +state7 -41.36610 17.62915 -2.346 0.018958 * +state8 -103.71783 6.46870 -16.034 < 0.0000000000000002 *** +state9 -152.19543 5.27778 -28.837 < 0.0000000000000002 *** +--- +Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 + +Residual standard error: 94.36 on 37572 degrees of freedom +Multiple R-squared: 0.4771, Adjusted R-squared: 0.4763 +F-statistic: 553 on 62 and 37572 DF, p-value: < 0.00000000000000022 #+end_src #+NAME: sassociation3