Created
June 30, 2022 19:41
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noInt1
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using LinearRegressionKit, StatsModels, DataFrames, CSV | |
y = [130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140] | |
x = [60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70] | |
df = DataFrame(x= x, y= y) | |
f = @formula(y ~ 0 + x ) | |
lm= regress(f, df, req_stats=["default"]) | |
delta(a,b) = if isapprox(abs(a-b), 0., atol=eps()) return 0. else return abs(a-b) end | |
println("NoInt1 - LRK") | |
println(string("delta B1 ", delta(2.07438016528926, lm.coefs[1]))) | |
println(string("delta std err B1 ", delta(0.165289256198347E-01, lm.stderrors[1]))) | |
println(string("delta resid std dev ", delta(3.56753034006338, lm.RMSE))) | |
println(string("delta R2 ", delta(0.999365492298663, lm.R2))) | |
# using GLM | |
println("NoInt1 - GLM") | |
lr = GLM.lm(f, df) | |
println(string("delta B1 ", delta(2.07438016528926, coef(lr)[1]))) | |
println(string("delta std err B1 ", delta(0.165289256198347E-01, stderror(lr)[1]))) | |
println(string("delta resid std dev ", delta(3.56753034006338, deviance(lr)/dof_residual(lr)))) | |
println(string("delta R2 ", delta(0.999365492298663, r2(lr)))) |
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