R-commander Statistical Analysis
- 1. Call:
lm(formula = GDP.per.capita ~ Air.pollution + Assault.rate +
Consultation.on.rule.making + Educational.attain + Employment.rate +
H.n.a.d + H.n.f.wealth + Housing.expenditure + Job.security +
Life.satisfaction + Quality.of.support.network + Self.reported.health
+
Time.devoted.to.leisure.and.personal.care + Voter.turnout,
data = Dataset)
Residuals:
Min 1Q Median 3Q Max
-11151.4 -4443.9 -640.9 2336.2 21977.1
Coefficients:
Estimate Std. Error t value
(Intercept) 3.520e+04 7.545e+04 0.467
Air.pollution -1.690e+02 2.292e+02 -0.737
Assault.rate 2.887e+02 1.770e+03 0.163
Consultation.on.rule.making -2.900e+02 7.631e+02 -0.380
Educational.attain 1.896e+01 1.441e+02 0.132
Employment.rate -8.528e+01 3.823e+02 -0.223
H.n.a.d 1.781e+00 6.548e-01 2.721
H.n.f.wealth -7.180e-02 9.835e-02 -0.730
Housing.expenditure -5.926e+01 8.330e+02 -0.071
Job.security -8.886e+02 6.648e+02 -1.337
Life.satisfaction 5.140e+03 6.086e+03 0.844
Quality.of.support.network -1.624e+02 9.504e+02 -0.171
Self.reported.health -1.355e+02 1.810e+02 -0.749
Time.devoted.to.leisure.and.personal.care -2.512e+03 3.559e+03 -0.706
Voter.turnout 1.251e+02 1.608e+02 0.778
Pr(>|t|)
(Intercept) 0.646
Air.pollution 0.470
Assault.rate 0.872
Consultation.on.rule.making 0.708
Educational.attain 0.897
Employment.rate 0.826
H.n.a.d 0.014 *
H.n.f.wealth 0.475
Housing.expenditure 0.944
Job.security 0.198
Life.satisfaction 0.410
Quality.of.support.network 0.866
Self.reported.health 0.464
Time.devoted.to.leisure.and.personal.care 0.489
Voter.turnout 0.447
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 8084 on 18 degrees of freedom
Multiple R-squared: 0.814, Adjusted R-squared: 0.6693
F-statistic: 5.625 on 14 and 18 DF, p-value: 0.0004478
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Call:
lm(formula = Life.satisfaction ~ Air.pollution + Assault.rate +
- 2. Consultation.on.rule.making + Educational.attain + Employment.rate +
H.n.a.d + H.n.f.wealth + Housing.expenditure + Job.security +
Quality.of.support.network + Self.reported.health +
Time.devoted.to.leisure.and.personal.care +
Voter.turnout, data = Dataset)
Residuals:
Min 1Q Median 3Q Max
-0.43165 -0.13297 -0.02331 0.13202 0.56014
Coefficients:
Estimate Std. Error t value
(Intercept) -8.471e+00 2.076e+00 -4.080
Air.pollution 1.783e-02 7.609e-03 2.343
Assault.rate 2.255e-01 4.209e-02 5.359
Consultation.on.rule.making 1.157e-02 2.864e-02 0.404
Educational.attain 1.084e-02 4.831e-03 2.244
Employment.rate 3.534e-02 1.191e-02 2.968
H.n.a.d 6.242e-05 2.010e-05 3.105
H.n.f.wealth -6.330e-06 3.411e-06 -1.856
Housing.expenditure 5.594e-02 2.866e-02 1.952
Job.security 5.604e-02 2.151e-02 2.605
Quality.of.support.network 1.041e-01 2.671e-02 3.895
Self.reported.health 1.736e-02 5.538e-03 3.134
Time.devoted.to.leisure.and.personal.care -2.193e-01 1.243e-01 -1.764
Voter.turnout 3.852e-03 5.997e-03 0.642
Pr(>|t|)
(Intercept) 0.000638 ***
Air.pollution 0.030174 *
Assault.rate 3.59e-05 ***
Consultation.on.rule.making 0.690703
Educational.attain 0.036927 *
Employment.rate 0.007910 **
H.n.a.d 0.005830 **
H.n.f.wealth 0.079037 .
Housing.expenditure 0.065826 .
Job.security 0.017394 *
Quality.of.support.network 0.000974 ***
Self.reported.health 0.005461 **
Time.devoted.to.leisure.and.personal.care 0.093797 .
Voter.turnout 0.528357
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.3047 on 19 degrees of freedom
Multiple R-squared: 0.9271,Adjusted R-squared: 0.8772
F-statistic: 18.58 on 13 and 19 DF, p-value: 4.333e-08
------------------------------------------------------------
Call:
lm(formula = HDI ~ Air.pollution + Assault.rate +
Consultation.on.rule.making +
Educational.attain + Employment.rate + H.n.a.d + H.n.f.wealth +
Housing.expenditure + Job.security + Life.satisfaction +
Quality.of.support.network + Self.reported.health +
Time.devoted.to.leisure.and.personal.care +
Voter.turnout, data = Dataset)
- 3. Residuals:
Min 1Q Median 3Q Max
-0.022551 -0.008414 -0.002203 0.004788 0.031997
Coefficients:
Estimate Std. Error t value
(Intercept) 5.996e-01 1.614e-01 3.715
Air.pollution 2.031e-05 4.903e-04 0.041
Assault.rate -6.971e-03 3.786e-03 -1.841
Consultation.on.rule.making -1.542e-03 1.632e-03 -0.945
Educational.attain 2.965e-04 3.084e-04 0.962
Employment.rate 1.903e-03 8.178e-04 2.327
H.n.a.d 4.728e-07 1.401e-06 0.338
H.n.f.wealth 1.109e-07 2.104e-07 0.527
Housing.expenditure -2.705e-03 1.782e-03 -1.518
Job.security -1.509e-03 1.422e-03 -1.061
Life.satisfaction 7.942e-03 1.302e-02 0.610
Quality.of.support.network -1.069e-03 2.033e-03 -0.526
Self.reported.health 6.856e-04 3.872e-04 1.771
Time.devoted.to.leisure.and.personal.care 1.350e-02 7.613e-03 1.773
Voter.turnout 2.912e-04 3.441e-04 0.846
Pr(>|t|)
(Intercept) 0.00158 **
Air.pollution 0.96742
Assault.rate 0.08209 .
Consultation.on.rule.making 0.35737
Educational.attain 0.34903
Employment.rate 0.03183 *
H.n.a.d 0.73961
H.n.f.wealth 0.60458
Housing.expenditure 0.14640
Job.security 0.30288
Life.satisfaction 0.54950
Quality.of.support.network 0.60563
Self.reported.health 0.09351 .
Time.devoted.to.leisure.and.personal.care 0.09313 .
Voter.turnout 0.40839
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.01729 on 18 degrees of freedom
Multiple R-squared: 0.9122,Adjusted R-squared: 0.844
F-statistic: 13.36 on 14 and 18 DF, p-value: 9.451e-07
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Call:
factanal(x = ~Air.pollution + Assault.rate + Consultation.on.rule.making
+ Educational.attain + Employment.rate + H.n.a.d + H.n.f.wealth +
Housing.expenditure + Job.security + Life.satisfaction +
Quality.of.support.network + Self.reported.health +
Time.devoted.to.leisure.and.personal.care + Voter.turnout, factors =
4, data = Dataset, scores = "regression", rotation = "varimax")
Uniquenesses:
Air.pollution
0.620
Assault.rate
0.005