Created
June 30, 2022 19:43
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NoInt2
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using LinearRegressionKit, StatsModels, DataFrames, CSV | |
y = [3, 4, 4] | |
x = [4, 5, 6] | |
df = DataFrame(x= x, y= y) | |
f = @formula(y ~ 0 + x ) | |
lm= regress(f, df, req_stats=["default"]) | |
lm | |
delta(a,b) = if isapprox(abs(a-b), 0., atol=eps()) return 0. else return abs(a-b) end | |
println("NoInt2 - LRK") | |
println(string("delta B1 ", delta(0.727272727272727, lm.coefs[1]))) | |
println(string("delta std err B1 ", delta(0.420827318078432E-01, lm.stderrors[1]))) | |
println(string("delta resid std dev ", delta(0.369274472937998, lm.RMSE))) | |
println(string("delta R2 ", delta(0.993348115299335, lm.R2))) | |
# using GLM | |
println("NoInt2 - GLM") | |
lr = GLM.lm(f, df) | |
println(string("delta B1 ", delta(0.727272727272727, coef(lr)[1]))) | |
println(string("delta std err B1 ", delta(0.420827318078432E-01, stderror(lr)[1]))) | |
println(string("delta resid std dev ", delta(0.369274472937998, deviance(lr)/dof_residual(lr)))) | |
println(string("delta R2 ", delta(0.993348115299335, r2(lr)))) |
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