exploring_data_01x01.jl

### A Pluto.jl notebook ###
# v0.19.25

using Markdown
using InteractiveUtils

# ╔═╡ c8069b1e-b274-11ed-2d06-3bcd51fb96cb
using DataFrames, CSV, MLJ, MLJDecisionTreeInterface

# ╔═╡ fcf0eb23-ef8f-4989-9e21-a2af15ccaf04
using Statistics, Dates

# ╔═╡ db8b51cd-e3e5-4ac2-8c39-0b417c788d2c
iowa_file_path = "data//home-data-for-ml-course//train.csv"

# ╔═╡ 8fc214c8-b6c0-4974-b3fd-b504c9bee4de
home_data = CSV.read(iowa_file_path, DataFrame);

# ╔═╡ 71d94f76-7a2c-4039-b366-31985fa98ef5
describe(home_data)

# ╔═╡ 5f56e71f-98cd-403e-bdea-5da5d68e9788
avg_lot_size = round(mean(home_data.LotArea))
# mean using Statistics

# ╔═╡ 892b92b0-9e11-41e7-8965-045ea6767a87
newest_home_age = year(today()) - maximum(home_data.YearBuilt)
# today() using Dates

# ╔═╡ 0c2f0920-9ee6-49e5-b2d5-7667bbf0eea7
names(home_data)

# ╔═╡ e3895d9e-edbf-4758-8bab-101284182333
y = home_data.SalePrice;

# ╔═╡ 0f934889-d80c-48fe-bf02-73e33ec79187
feature_names = [:LotArea, :YearBuilt, Symbol("1stFlrSF"), Symbol("2ndFlrSF"), :FullBath, :BedroomAbvGr, :TotRmsAbvGrd];

# ╔═╡ 15e9fff2-14e9-42e3-8fca-387bd1bec100
X = home_data[:, feature_names];

# ╔═╡ ecfc61b4-e948-4b5f-ac40-6cf7ace207e6
describe(X)

# ╔═╡ cced4118-2994-4af2-aefd-1376707dd606
Tree = @load DecisionTreeRegressor pkg=DecisionTree verbosity=0

# ╔═╡ a22f3e4d-70f2-409b-a916-d4acd20e3c1d
iowa_model = Tree(rng = 123)

# ╔═╡ e6570fc8-2e1c-4b1b-a70d-b742897dbb9e
mach = machine(iowa_model, X, y, scitype_check_level=0)

# ╔═╡ 5aa6fa82-6f13-4e04-bcfc-ea82c42ac675
fit!(mach)

# ╔═╡ c15e0cd2-a066-46fd-b8d7-f61737e2c32f
predictions = predict(mach, X)

# ╔═╡ b51a296d-8ccb-4dbb-bbe9-52be822ecca7
DataFrame("predictions"=> round.(Int,predictions), "y" => y)

# ╔═╡ 4de45774-6a91-4689-9610-30131dc579a9
begin
	println("First in-sample predictions:", predictions[1:5])
	println("Actual target values for those homes:", y[1:5])
end

# ╔═╡ 0840878b-ca2b-47ba-a991-b08bcdaa40d4
mean_absolute_error(predictions,y)

# ╔═╡ 6b6cd6f1-9611-4867-ae4d-40960eab4c7d
(Xtrain, Xtest), (ytrain, ytest) = partition((X, y), 0.8, rng=123, multi=true)

# ╔═╡ aa9d9b3e-6826-4889-abb6-79eaaac7c48f
iowa_model1 = Tree(rng = 123)

# ╔═╡ 7477243f-4d10-4af6-8a99-d17c886e0ed1
mach1 = machine(iowa_model1, Xtrain, ytrain, scitype_check_level=0)

# ╔═╡ bc7c8dcf-c454-4544-b9f4-b191dfad6a40
fit!(mach1)

# ╔═╡ edb8d69d-4397-49d4-aa30-d85362c7eee1
val_predictions = predict(mach1, Xtest)

# ╔═╡ 2206a3b9-8cf5-4e81-97ab-c70a79157f74
DataFrame("val_predictions"=> round.(Int,val_predictions[1:5]), "val_y" => ytest[1:5])

# ╔═╡ c8b001fb-81b8-456b-b7db-2db075b4e1e3
mean_absolute_error(val_predictions, ytest)

# ╔═╡ 00000000-0000-0000-0000-000000000001
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"""

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