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statsmodels.jl
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statsmodels.jl
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### A Pluto.jl notebook ###
# v0.19.2
using Markdown
using InteractiveUtils
# ╔═╡ aff78fac-c7c0-11ec-2a40-010246ecf2fe
using CSV, DataFrames, Plots, StatsModels, GLM
# ╔═╡ efcad994-6dba-4395-b762-500040b91a34
pessoas_file = download("https://raw.githubusercontent.com/abelsiqueira/intro-a-ml/main/data/pessoas.csv", "pessoas.csv")
# ╔═╡ 31c21359-de3d-42dd-ad40-17f8da74557d
df = CSV.read(pessoas_file, DataFrame)
# ╔═╡ 8ca26f21-986f-4a3f-9092-d080ae166b85
describe(df)
# ╔═╡ d8125d11-50b9-44a9-aedb-e9baf60ca287
unique(df.cargo)
# ╔═╡ e9ac673c-62c1-4e7d-a444-eb0e4dfddc63
let
scatter(df.idade |> Array, df.salario)
end
# ╔═╡ cb807753-1c4a-4caf-a2b2-1c859fd1caef
fm = @formula(salario ~ 1 + exp(0.1 * idade) + cargo)
# ╔═╡ 3cef58f4-97bc-451f-a54c-2777e699db11
sch = apply_schema(fm, schema(fm, df));
# ╔═╡ f1098c6e-4cff-4148-82cc-389103eba949
y, X = modelcols(sch, df)
# ╔═╡ bfc5d88d-85d6-49e6-90bf-91c98c798410
coefnames(sch)
# ╔═╡ 8e5d04d3-1d46-4925-87b4-a0521f6367e2
mod = glm(fm, df, Poisson())
# ╔═╡ f03e0211-f695-4b00-84a9-ecacb990a094
let
ŷ = predict(mod)
scatter(df.idade |> Array, df.salario)
scatter!(df.idade |> Array, ŷ, c=:red)
end
# ╔═╡ a85160a7-f7a6-482d-888d-0ae409afee23
let
ŷ = predict(mod)
plot(camera=(45, 45))
scatter!(df.idade |> Array, df.cargo, -5e4 * ones(size(df, 1)), c=:gray, lab="")
scatter!(0 * ones(size(df, 1)), df.cargo, df.salario, c=:gray, lab="")
scatter!(df.idade |> Array, df.cargo, df.salario)
scatter!(df.idade |> Array, df.cargo, ŷ, c=:red)
end
# ╔═╡ e5e9a6fb-c7f4-4e83-bb33-a83c5e5d6d1a
covid_file = download("https://raw.githubusercontent.com/abelsiqueira/intro-a-ml/main/data/covid.csv", "covid.csv")
# ╔═╡ 619e8b8c-4910-4082-a0e6-1caaf5e8ebe0
df_covid = CSV.read(covid_file, DataFrame)
# ╔═╡ 948a03e5-fb50-48e8-bfc6-61deb284c593
let
scatter(
df_covid.febre |> Array,
df_covid.covid + 0.1 * randn(1000) |> Array,
group = df_covid.covid,
)
end
# ╔═╡ f83eca55-abe1-42c6-a078-90e5e9b68842
begin
mod_covid = glm(
@formula(covid ~ febre + coriza + falta_de_ar),
df_covid,
Bernoulli(),
)
end
# ╔═╡ 7793d249-cd95-4116-a972-48e02681b2e7
let
scatter(
df_covid.febre |> Array,
df_covid.covid + 0.1 * randn(1000) |> Array,
group = df_covid.covid,
)
ŷ = predict(mod_covid)
scatter!(
df_covid.febre |> Array,
ŷ,
zcolor = ŷ,
c = :blues
)
end
# ╔═╡ 00000000-0000-0000-0000-000000000001
PLUTO_PROJECT_TOML_CONTENTS = """
[deps]
CSV = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
GLM = "38e38edf-8417-5370-95a0-9cbb8c7f171a"
Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
StatsModels = "3eaba693-59b7-5ba5-a881-562e759f1c8d"
[compat]
CSV = "~0.10.4"
DataFrames = "~1.3.3"
GLM = "~1.7.0"
Plots = "~1.28.0"
StatsModels = "~0.6.29"
"""
# ╔═╡ 00000000-0000-0000-0000-000000000002
PLUTO_MANIFEST_TOML_CONTENTS = """
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