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Hugo Schindler
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notebook.jl
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488
notebook.jl
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### A Pluto.jl notebook ###
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# v0.12.20
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using Markdown
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using InteractiveUtils
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# ╔═╡ e8322e0e-6bd2-11eb-3c59-032d9259f937
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begin
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using Dates
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using CSV, Statistics
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#using DataFrames
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using Plots
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#using AutoMLPipeline
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using Flux
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using CUDA
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using MultivariateStats
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using Distributed
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using ScikitLearn
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using JLBoost, JLBoostMLJ, MLJ
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end
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# ╔═╡ 87c0f780-6c4f-11eb-28d0-3dedf07b9c50
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begin
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@sync @everywhere using AutoMLPipeline
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@sync @everywhere using DataFrames
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end
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# ╔═╡ ce121a34-6c59-11eb-019d-0bf399586199
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begin
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using RDatasets;
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iris = dataset("datasets", "iris");
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iris[!, :is_setosa] = iris.Species .== "setosa";
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Xi, yi = unpack(iris, x->!(x in [:is_setosa, :Species]), ==(:is_setosa));
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end
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# ╔═╡ d0e9a9d8-6c5a-11eb-059d-a51a5d6aa7e8
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begin
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using Lathe.models: RandomForestClassifier
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using StatsBase
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end
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# ╔═╡ 962ac8c4-6be0-11eb-3865-f5dce353b241
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splitLabel(label) = split(label, " ")[1]
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# ╔═╡ 75736b1c-6bd5-11eb-08a7-630cd343e6bb
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function onehot_df(training::DataFrame, key::String, insert::Bool)
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if !insert
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return select(training, Not(key))
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end
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labels = sort(unique(training[!, key]))
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oh_key = Flux.onehotbatch(training[!, key], labels)
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return hcat(select(training, Not(key)), DataFrame(oh_key', (key[1:4]*"_") .* splitLabel.(labels)))
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end
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# ╔═╡ 90803e02-6bdd-11eb-0c9e-992ccc13cf4c
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dateConv(d) = Dates.DateTime(d, "yyyy-mm-dd HH:MM:SS")
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# ╔═╡ 50e1ff74-6be2-11eb-0f36-458c037d64fc
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convertDay(array) = Dates.value.(convert.(Dates.Day, round.(array, Dates.Day)))
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# ╔═╡ 29fdbcde-6bda-11eb-2d0e-f737cdf5d019
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begin
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training = DataFrame(CSV.File("training_SC_GGP_AXA_FR.csv"))
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# Date conversion
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# Missing
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today = Dates.now()
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today_string = Dates.format(today, "yyyy-mm-dd HH:MM:SS")
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replace!(training.ouverture_dernier_sinistre, missing => today_string)
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replace!(training.cloture_dernier_sinistre, missing => today_string)
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for key in ["debut_contrat", "ouverture_dernier_sinistre", "cloture_dernier_sinistre"]
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training[!, key] = dateConv.(training[!, key])
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end
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# Add duree
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insertcols!(training, "duree_contrat" => convertDay(today - training.debut_contrat))
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insertcols!(training, "duree_dernier_sinistre" => convertDay(training.cloture_dernier_sinistre - training.ouverture_dernier_sinistre))
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insertcols!(training, "duree_zero_sinistre" => convertDay(today - training.cloture_dernier_sinistre))
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select!(training, Not("debut_contrat"))
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select!(training, Not("ouverture_dernier_sinistre"))
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select!(training, Not("cloture_dernier_sinistre"))
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# One hot encode categorical
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training = onehot_df(training, "departement", true)
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training = onehot_df(training, "categorie_socio_professionnelle", true)
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training = onehot_df(training, "type_de_bien", true)
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training = onehot_df(training, "statut", true)
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select!(training, Not("index"))
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training = Float32.(training)
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end
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# ╔═╡ 4d58899e-6bed-11eb-2a00-674d22246165
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begin
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using Flux.Data: DataLoader
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using Flux: onehotbatch, onecold, logitcrossentropy, throttle, @epochs
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using Base.Iterators: repeated
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using Parameters: @with_kw
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using MLDatasets
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if has_cuda() # Check if CUDA is available
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@info "CUDA is on"
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CUDA.allowscalar(false)
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end
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η = 1e-5 # learning rate
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batchsize = 1000 # batch size
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epochs = 1000 # number of epochs
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device = cpu # set as gpu, if gpu available
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function getdata()
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ENV["DATADEPS_ALWAYS_ACCEPT"] = "true"
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# Loading Dataset
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xtrain = permutedims(Array(Float32.(select(training, Not("target")))))
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ytrain = permutedims(Array(Float32.(select(training, "target"))))
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xtest, ytest = xtrain, ytrain
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#xtrain, ytrain = MLDatasets.MNIST.traindata(Float32)
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#xtest, ytest = MLDatasets.MNIST.testdata(Float32)
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@show(size(xtrain), size(ytrain))
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@show(typeof(xtrain), typeof(ytrain))
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# Reshape Data in order to flatten each image into a linear array
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#xtrain = Flux.flatten(xtrain)
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#xtest = Flux.flatten(xtest)
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ytrain = dropdims(ytrain; dims = 1)
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ytest = dropdims(ytest; dims = 1)
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@show(size(xtrain), size(ytrain))
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@show(typeof(xtrain), typeof(ytrain))
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# One-hot-encode the labels
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ytrain, ytest = onehotbatch(ytrain, 0:1), onehotbatch(ytest, 0:1)
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#ytrain, ytest = onehotbatch(ytrain, 0:9), onehotbatch(ytest, 0:9)
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@show(size(xtrain), size(ytrain))
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@show(typeof(xtrain), typeof(ytrain))
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# Batching
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train_data = DataLoader(xtrain, ytrain, batchsize=batchsize, shuffle=true)
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test_data = DataLoader(xtest, ytest, batchsize=batchsize)
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return train_data, test_data
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end
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function build_model(; imgsize=(20,1), nclasses=2, hidden=1024)
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return Chain(
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Dense(prod(imgsize), hidden, relu),
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Dense(hidden, hidden, relu),
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Dense(hidden, nclasses))
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end
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function loss_all(dataloader, model)
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l = 0f0
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for (x,y) in dataloader
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l += logitcrossentropy(model(x), y)
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end
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l/length(dataloader)
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end
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function accuracy(data_loader, model)
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acc = 0
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for (x,y) in data_loader
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acc += sum(onecold(cpu(model(x))) .== onecold(cpu(y)))*1 / size(x,2)
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end
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acc/length(data_loader)
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end
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function focal_loss(yh, y)
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ce_loss = Flux.crossentropy(yh, y; agg=identity)
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pt = exp.(-ce_loss)
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gamma = 100
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return mean(((1 .- pt) .^ gamma) .* ce_loss)
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end
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function train()
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# Initializing Model parameters
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# Load Data
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train_data,test_data = getdata()
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# Construct model
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m = build_model()
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train_data = device.(train_data)
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test_data = device.(test_data)
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m = device(m)
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#loss(x,y) = focal_loss(m(x), y)
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loss(x,y) = logitcrossentropy(m(x), y)
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## Training
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evalcb = () -> @show(loss_all(train_data, m), accuracy(train_data, m))
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opt = ADAM(η)
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#Flux.@epochs epochs Flux.train!(loss, params(m), train_data, opt, cb = evalcb)
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#@show accuracy(train_data, m)
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#@show accuracy(test_data, m)
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end
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train()
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end
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# ╔═╡ 5ccf4fc8-6c5b-11eb-1aaa-876ea467c25d
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begin
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using Lathe.preprocess: TrainTestSplit
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using Lathe.lstats: catacc
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dtrain,dtest = TrainTestSplit(training)
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end
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# ╔═╡ c7ca7334-6bdb-11eb-2413-f50b8cd50f89
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size(training)
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# ╔═╡ b69d0732-6bd8-11eb-0144-39023b4d5326
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describe(training)
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# ╔═╡ 964d8b78-6bf6-11eb-1129-9b6e7d2c21d1
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#begin
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# X = permutedims(Array(Float32.(select(training, Not("target")))))#[:, 1:100]# |> gpu
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# Y = permutedims(Array(Float32.(select(training, "target"))))#[:, 1:100]# |> gpu
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# Y = onehotbatch(dropdims(Y; dims = 1), 0:1)
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#m = Chain(
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# Dense(size(X)[1], 32, relu),
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#Dense(32, 2),
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#softmax)# |> gpu
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# function loss(x, y)
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# return Flux.logitcrossentropy(m(x), y)
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# end
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# function Accuracy(x, y)
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# a = Flux.onecold(m(x))
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# b = Flux.onecold(y)# |> gpu #### If this is not there, it beceomes a julia array
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# @show(size(a), size(b))
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# return mean(a .== b)
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# end
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# dataset = Iterators.repeated((X, Y), 10)
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# evalcb = () -> @show(loss(X, Y), Accuracy(X, Y))
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# opt = ADAM(0.001, (0.9, 0.999))
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# Flux.@epochs 100 Flux.train!(loss, params(m), dataset, opt, cb = Flux.throttle(evalcb, 10))
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# Accuracy(X, Y), loss(X, Y)
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#end
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# ╔═╡ 4a55b5fa-6c47-11eb-1b2d-95ae61217361
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begin
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X = Float32.(select(training, Not("target")))
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Y = Float32.(training[!, "target"]) |> Vector
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end
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# ╔═╡ e250e5da-6c49-11eb-1005-8567cf37eaf8
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begin
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ppca = SKPreprocessor("PCA");
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pnumf = NumFeatureSelector();
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prb = SKPreprocessor("RobustScaler");
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pohePCA = @pipeline pnumf |> prb |> ppca
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trPCA = fit_transform!(pohePCA,X,Y)
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scatter(trPCA[:, 1], trPCA[:, 2], markersize=3*Y.+1)
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end
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# ╔═╡ e9e72212-6c4b-11eb-0f57-9bd831b4dd80
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begin
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prf = SKLearner("RandomForestClassifier",Dict(:impl_args=>Dict(:n_estimators => 100)))
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rfp1 = @pipeline pnumf |> prb |> prf;
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crossvalidate(rfp1, X,Y)
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end
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# ╔═╡ 3c0a1b1c-6c4c-11eb-1cb8-bb4182cf5dd1
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begin
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# from discourse discussion with zevelev
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#addprocs()
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#@everywhere using AutoMLPipeline, DataFrames
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#Get models.
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sk= AutoMLPipeline.SKLearners.learner_dict |> keys |> collect;
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sk= sk |> x-> sort(x,lt=(x,y)->lowercase(x)<lowercase(y));
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m_cl= sk[occursin.("Classifier", sk)];
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m_cl= m_cl ∪ sk[occursin.("NB", sk)];
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m_cl= m_cl ∪ sk[occursin.("SVC", sk)];
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m_cl= m_cl ∪ ["LDA", "QDA"];
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# find optimal learners
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learners = @distributed (vcat) for m in m_cl
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learner = SKLearner(m)
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pcmc = AutoMLPipeline.@pipeline learner
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println(learner.name)
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mean,sd,folds,err = crossvalidate(pcmc,X,Y,"accuracy_score",5)
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if !isnan(mean)
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DataFrame(name=learner.name,mean=mean,sd=sd,folds=folds,errors=err)
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else
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DataFrame()
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end
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end;
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sort!(learners,:mean,rev=true)
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@show learners;
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# optimized C
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#results=@distributed (vcat) for C in 1:5
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# @distributed (vcat) for gamma = 1:5
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# svcmodel = SKLearner("SVC",Dict(:impl_args=>Dict(:kernel=>"rbf",:C=>C,:gamma=>gamma) ))
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# mn,sd,fld,err = crossvalidate(svcmodel,X,Y)
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#DataFrame(name=svcmodel.name,mean=mn,sd=sd,C=C,gamma=gamma,folds=fld,errors=err)
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# end
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#end
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#sort!(results,:mean,rev=true)
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#@show results
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# search best learner by crossvalidation and use it for prediction
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#learners = SKLearner.(["AdaBoostClassifier","BaggingClassifier","SGDClassifier","SVC","LinearSVC"])
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#blearner = BestLearner(learners)
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#crossvalidate(blearner,X,Y,"accuracy_score")
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#fit!(blearner,X,Y)
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end
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# ╔═╡ 996a1126-6c4d-11eb-34fc-c97f0636695d
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learners[1, :]
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# ╔═╡ 6eb62f38-6c4f-11eb-0d56-975521d7d224
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begin
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# Add workers
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nprocs() == 1 && addprocs();
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workers()
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#### feature selectors
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catf = CatFeatureSelector();
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numf = NumFeatureSelector();
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# hot-bit encoder
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ohe = AutoMLPipeline.OneHotEncoder();
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#### feature scalers
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rb = SKPreprocessor("RobustScaler");
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pt = SKPreprocessor("PowerTransformer");
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mx = SKPreprocessor("MinMaxScaler");
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std = SKPreprocessor("StandardScaler");
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norm = SKPreprocessor("Normalizer");
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#### feature extractors
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#pca = SKPreprocessor("PCA", Dict(:autocomponent => true));
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#ica = SKPreprocessor("FastICA", Dict(:autocomponent => true));
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#fa = SKPreprocessor("FactorAnalysis", Dict(:autocomponent => true));
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#### Learners
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rf = SKLearner("RandomForestClassifier", Dict(:impl_args => Dict(:n_estimators => 10)));
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gb = SKLearner("GradientBoostingClassifier");
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lsvc = SKLearner("LinearSVC");
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mlp = SKLearner("MLPClassifier");
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stack = StackEnsemble();
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rbfsvc = SKLearner("SVC");
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ada = SKLearner("AdaBoostClassifier");
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vote = VoteEnsemble();
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best = BestLearner();
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tree = PrunedTree();
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sgd = SKLearner("SGDClassifier");
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noop = Identity(Dict(:name => "Noop"));
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# Parallel Search for Datamining Optimal Pipelines
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function prpsearch()
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learners = [rf,ada,sgd,tree,rbfsvc,lsvc,gb];
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scalers = [rb,pt,norm,std,mx,noop];
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dftable = @sync @distributed (vcat) for lr in learners
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@distributed (vcat) for sc in scalers
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pipe = AutoMLPipeline.@pipeline (catf |> ohe) + (numf |> sc ) |> lr
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scn = sc.name[1:end - 4]; lrn = lr.name[1:end - 4]
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pname = "$scn |> $lrn"
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ptime = @elapsed begin
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mean, sd, kfold, _ = crossvalidate(pipe, X, Y, "accuracy_score", 5)
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end
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DataFrame(pipeline=pname, mean=mean, sd=sd, time=ptime, folds=kfold)
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end
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end
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sort!(dftable, :mean, rev=true);
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dftable
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end
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runtime = @elapsed begin
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#df = prpsearch()
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end;
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#serialtime = df.time |> sum;
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#(serialtime = "$(round(serialtime / 60.0)) minutes", paralleltime = "$(round(runtime)) seconds")
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# pipeline performances
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#@show df
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end
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# ╔═╡ 22b11720-6c50-11eb-3e44-c726d18c6948
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df
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# ╔═╡ e3d0797a-6c53-11eb-1923-c719d8210533
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gb
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# ╔═╡ cd229ebc-6c56-11eb-1f44-b3ce2e8e0875
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begin
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jlb = JLBoostClassifier()
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r1 = range(jlb, :nrounds, lower=1, upper = 6)
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r2 = range(jlb, :max_depth, lower=1, upper = 6)
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r3 = range(jlb, :eta, lower=0.1, upper=1.0)
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tm = TunedModel(model = jlb, ranges = [r1, r2, r3], measure = cross_entropy)
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XX = X
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YY = categorical(Bool.(Y))
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m = machine(tm, XX, YY)
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end
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# ╔═╡ 13522512-6c5a-11eb-2278-2d6bda47e9a1
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parent(YY)
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# ╔═╡ 331af5c8-6c59-11eb-2dbd-c3a9b8127f97
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MLJ.fit!(m)
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# ╔═╡ 232e07a2-6c5b-11eb-15e2-2b94b7f934dc
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X
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# ╔═╡ 24c4b282-6c5b-11eb-3a32-3936b6fde11e
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Y
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# ╔═╡ 5e8e1a92-6c5b-11eb-3a34-a5d8452288b5
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training
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# ╔═╡ a98857da-6c5b-11eb-3d4e-75e9ad20b4fc
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dtest
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||||
# ╔═╡ 834f2260-6c5b-11eb-3577-3d0ffc913da6
|
||||
begin
|
||||
trainX = (select(dtrain, Not("target")))
|
||||
trainy = dtrain[!, "target"]
|
||||
testX = (select(dtest, Not("target")))
|
||||
testy = dtest[!, "target"]
|
||||
end
|
||||
|
||||
# ╔═╡ dcb1ae36-6c5b-11eb-2e8c-8ff8c85b46c7
|
||||
begin
|
||||
model = RandomForestClassifier(trainX, trainy, n_trees = 10, max_depth = 11)
|
||||
yhat = model.predict(testX)
|
||||
Set(yhat), catacc(yhat, testy)
|
||||
end
|
||||
|
||||
# ╔═╡ eb259a9e-6c5c-11eb-231a-c37636e42302
|
||||
begin
|
||||
Booster = @load EvoTreeRegressor
|
||||
booster = Booster(max_depth=2) # specify hyperparamter at construction
|
||||
booster.nrounds=50 # or mutate post facto
|
||||
end
|
||||
|
||||
# ╔═╡ f24fea0e-6c5c-11eb-0c7a-8f2bd3550ecc
|
||||
|
||||
|
||||
# ╔═╡ f70c90ee-6c5c-11eb-355e-454a4b2f89d9
|
||||
|
||||
|
||||
# ╔═╡ ffce310e-6c5c-11eb-2025-5f17f3cbed51
|
||||
|
||||
|
||||
# ╔═╡ 091bbe02-6c5d-11eb-2979-75c5cab5b613
|
||||
|
||||
|
||||
# ╔═╡ Cell order:
|
||||
# ╠═e8322e0e-6bd2-11eb-3c59-032d9259f937
|
||||
# ╠═87c0f780-6c4f-11eb-28d0-3dedf07b9c50
|
||||
# ╠═962ac8c4-6be0-11eb-3865-f5dce353b241
|
||||
# ╠═75736b1c-6bd5-11eb-08a7-630cd343e6bb
|
||||
# ╠═90803e02-6bdd-11eb-0c9e-992ccc13cf4c
|
||||
# ╠═50e1ff74-6be2-11eb-0f36-458c037d64fc
|
||||
# ╠═29fdbcde-6bda-11eb-2d0e-f737cdf5d019
|
||||
# ╠═c7ca7334-6bdb-11eb-2413-f50b8cd50f89
|
||||
# ╠═b69d0732-6bd8-11eb-0144-39023b4d5326
|
||||
# ╠═964d8b78-6bf6-11eb-1129-9b6e7d2c21d1
|
||||
# ╠═4d58899e-6bed-11eb-2a00-674d22246165
|
||||
# ╠═4a55b5fa-6c47-11eb-1b2d-95ae61217361
|
||||
# ╠═e250e5da-6c49-11eb-1005-8567cf37eaf8
|
||||
# ╠═e9e72212-6c4b-11eb-0f57-9bd831b4dd80
|
||||
# ╠═3c0a1b1c-6c4c-11eb-1cb8-bb4182cf5dd1
|
||||
# ╠═996a1126-6c4d-11eb-34fc-c97f0636695d
|
||||
# ╠═6eb62f38-6c4f-11eb-0d56-975521d7d224
|
||||
# ╠═22b11720-6c50-11eb-3e44-c726d18c6948
|
||||
# ╠═e3d0797a-6c53-11eb-1923-c719d8210533
|
||||
# ╠═cd229ebc-6c56-11eb-1f44-b3ce2e8e0875
|
||||
# ╠═13522512-6c5a-11eb-2278-2d6bda47e9a1
|
||||
# ╠═ce121a34-6c59-11eb-019d-0bf399586199
|
||||
# ╠═331af5c8-6c59-11eb-2dbd-c3a9b8127f97
|
||||
# ╠═d0e9a9d8-6c5a-11eb-059d-a51a5d6aa7e8
|
||||
# ╠═232e07a2-6c5b-11eb-15e2-2b94b7f934dc
|
||||
# ╠═24c4b282-6c5b-11eb-3a32-3936b6fde11e
|
||||
# ╠═5e8e1a92-6c5b-11eb-3a34-a5d8452288b5
|
||||
# ╠═5ccf4fc8-6c5b-11eb-1aaa-876ea467c25d
|
||||
# ╠═a98857da-6c5b-11eb-3d4e-75e9ad20b4fc
|
||||
# ╠═834f2260-6c5b-11eb-3577-3d0ffc913da6
|
||||
# ╠═dcb1ae36-6c5b-11eb-2e8c-8ff8c85b46c7
|
||||
# ╠═eb259a9e-6c5c-11eb-231a-c37636e42302
|
||||
# ╠═f24fea0e-6c5c-11eb-0c7a-8f2bd3550ecc
|
||||
# ╠═f70c90ee-6c5c-11eb-355e-454a4b2f89d9
|
||||
# ╠═ffce310e-6c5c-11eb-2025-5f17f3cbed51
|
||||
# ╠═091bbe02-6c5d-11eb-2979-75c5cab5b613
|
||||
121
preprocessing.jl
Normal file
121
preprocessing.jl
Normal file
|
|
@ -0,0 +1,121 @@
|
|||
### A Pluto.jl notebook ###
|
||||
# v0.12.20
|
||||
|
||||
using Markdown
|
||||
using InteractiveUtils
|
||||
|
||||
# ╔═╡ 21895968-6c5d-11eb-1800-cd0f921c6d83
|
||||
begin
|
||||
using DataFrames, CSV
|
||||
using Dates
|
||||
using Flux
|
||||
end
|
||||
|
||||
# ╔═╡ 326f6ec0-6c5d-11eb-105a-ff2f251973c2
|
||||
splitLabel(label) = split(label, " ")[1]
|
||||
|
||||
# ╔═╡ 3771c65c-6c5d-11eb-24d7-39b38b5bfde6
|
||||
function onehot_df(training::DataFrame, key::String, labels::Array, insert::Bool)
|
||||
if !insert
|
||||
return select(training, Not(key))
|
||||
end
|
||||
oh_key = Flux.onehotbatch(training[!, key], labels)
|
||||
return hcat(select(training, Not(key)), DataFrame(oh_key', (key[1:4]*"_") .* splitLabel.(labels)))
|
||||
end
|
||||
|
||||
# ╔═╡ 3b016552-6c5d-11eb-0818-096189d166bb
|
||||
dateConv(d) = Dates.DateTime(d, "yyyy-mm-dd HH:MM:SS")
|
||||
|
||||
# ╔═╡ 49b50c02-6c5d-11eb-2c20-15a0ffa11887
|
||||
convertDay(array) = Dates.value.(convert.(Dates.Day, round.(array, Dates.Day)))
|
||||
|
||||
# ╔═╡ 4d686d12-6c5d-11eb-0f48-f9ad13682cd2
|
||||
begin
|
||||
filename_training = "training_SC_GGP_AXA_FR.csv"
|
||||
filename_scoring = "scoring_SC_GGP_AXA_FR.csv"
|
||||
training = DataFrame(CSV.File(filename_training))
|
||||
scoring = DataFrame(CSV.File(filename_scoring))
|
||||
|
||||
# Date conversion
|
||||
# Missing
|
||||
today_ = Dates.now()
|
||||
today_string = Dates.format(today_, "yyyy-mm-dd HH:MM:SS")
|
||||
replace!(training.ouverture_dernier_sinistre, missing => today_string)
|
||||
replace!(scoring.ouverture_dernier_sinistre, missing => today_string)
|
||||
replace!(training.cloture_dernier_sinistre, missing => today_string)
|
||||
replace!(scoring.cloture_dernier_sinistre, missing => today_string)
|
||||
|
||||
# Date conversion
|
||||
date_keys = ["debut_contrat", "ouverture_dernier_sinistre", "cloture_dernier_sinistre"]
|
||||
for key in date_keys
|
||||
training[!, key] = dateConv.(training[!, key])
|
||||
scoring[!, key] = dateConv.(scoring[!, key])
|
||||
end
|
||||
|
||||
# Add duree
|
||||
insertcols!(training, "duree_contrat" => convertDay(today_ - training.debut_contrat))
|
||||
insertcols!(scoring, "duree_contrat" => convertDay(today_ - scoring.debut_contrat))
|
||||
insertcols!(training, "duree_dernier_sinistre" => convertDay(training.cloture_dernier_sinistre - training.ouverture_dernier_sinistre))
|
||||
insertcols!(scoring, "duree_dernier_sinistre" => convertDay(scoring.cloture_dernier_sinistre - scoring.ouverture_dernier_sinistre))
|
||||
insertcols!(training, "duree_zero_sinistre" => convertDay(today_ - training.cloture_dernier_sinistre))
|
||||
insertcols!(scoring, "duree_zero_sinistre" => convertDay(today_ - scoring.cloture_dernier_sinistre))
|
||||
|
||||
# Remove dates
|
||||
for key in date_keys
|
||||
select!(training, Not(key))
|
||||
select!(scoring, Not(key))
|
||||
end
|
||||
|
||||
# One hot encode categorical
|
||||
categorical_keys = ["departement", "categorie_socio_professionnelle", "type_de_bien", "statut"]
|
||||
insert_bools = [true, true, true, true]
|
||||
for i in 1:4
|
||||
key = categorical_keys[i]
|
||||
insert = insert_bools[i]
|
||||
labels = sort(unique(training[!, key]))
|
||||
global training = onehot_df(training, key, labels, insert)
|
||||
global scoring = onehot_df(scoring, key, labels, insert)
|
||||
end
|
||||
|
||||
# drop useless
|
||||
select!(training, Not("index"))
|
||||
select!(scoring, Not("index"))
|
||||
|
||||
training = Float32.(training)
|
||||
scoring = Float32.(scoring)
|
||||
|
||||
#write to files
|
||||
Xscoring = Float32.(scoring)
|
||||
CSV.write("x"*filename_scoring, Xscoring)
|
||||
|
||||
Xtraining = Float32.(select(training, Not("target")))
|
||||
CSV.write("x"*filename_training, Xtraining)
|
||||
|
||||
Ytraining = Float32.(training[!, "target"])
|
||||
CSV.write("y"*filename_training, DataFrame(target=Ytraining));
|
||||
|
||||
end
|
||||
|
||||
# ╔═╡ 9eb19f36-6c71-11eb-32da-394849a133bd
|
||||
training
|
||||
|
||||
# ╔═╡ a231b4a2-6c71-11eb-306b-cf574cf3d093
|
||||
scoring
|
||||
|
||||
# ╔═╡ 97a6a438-6c72-11eb-3996-0f96b5765cfe
|
||||
describe(training)
|
||||
|
||||
# ╔═╡ 9da64908-6c72-11eb-256e-9f683ffde6bc
|
||||
describe(scoring)
|
||||
|
||||
# ╔═╡ Cell order:
|
||||
# ╠═21895968-6c5d-11eb-1800-cd0f921c6d83
|
||||
# ╠═326f6ec0-6c5d-11eb-105a-ff2f251973c2
|
||||
# ╠═3771c65c-6c5d-11eb-24d7-39b38b5bfde6
|
||||
# ╠═3b016552-6c5d-11eb-0818-096189d166bb
|
||||
# ╠═49b50c02-6c5d-11eb-2c20-15a0ffa11887
|
||||
# ╠═4d686d12-6c5d-11eb-0f48-f9ad13682cd2
|
||||
# ╠═9eb19f36-6c71-11eb-32da-394849a133bd
|
||||
# ╠═a231b4a2-6c71-11eb-306b-cf574cf3d093
|
||||
# ╠═97a6a438-6c72-11eb-3996-0f96b5765cfe
|
||||
# ╠═9da64908-6c72-11eb-256e-9f683ffde6bc
|
||||
982
python.ipynb
Normal file
982
python.ipynb
Normal file
File diff suppressed because one or more lines are too long
301
result_schindler_hugo.csv
Normal file
301
result_schindler_hugo.csv
Normal file
|
|
@ -0,0 +1,301 @@
|
|||
,target
|
||||
1000,1
|
||||
1001,1
|
||||
1002,0
|
||||
1003,0
|
||||
1004,0
|
||||
1005,0
|
||||
1006,0
|
||||
1007,1
|
||||
1008,1
|
||||
1009,0
|
||||
1010,0
|
||||
1011,0
|
||||
1012,0
|
||||
1013,0
|
||||
1014,0
|
||||
1015,0
|
||||
1016,0
|
||||
1017,0
|
||||
1018,1
|
||||
1019,1
|
||||
1020,0
|
||||
1021,0
|
||||
1022,0
|
||||
1023,1
|
||||
1024,0
|
||||
1025,1
|
||||
1026,0
|
||||
1027,0
|
||||
1028,0
|
||||
1029,0
|
||||
1030,0
|
||||
1031,1
|
||||
1032,0
|
||||
1033,0
|
||||
1034,0
|
||||
1035,0
|
||||
1036,1
|
||||
1037,1
|
||||
1038,1
|
||||
1039,0
|
||||
1040,0
|
||||
1041,0
|
||||
1042,1
|
||||
1043,0
|
||||
1044,0
|
||||
1045,0
|
||||
1046,0
|
||||
1047,0
|
||||
1048,0
|
||||
1049,0
|
||||
1050,1
|
||||
1051,0
|
||||
1052,0
|
||||
1053,0
|
||||
1054,0
|
||||
1055,0
|
||||
1056,0
|
||||
1057,1
|
||||
1058,0
|
||||
1059,0
|
||||
1060,1
|
||||
1061,0
|
||||
1062,0
|
||||
1063,0
|
||||
1064,0
|
||||
1065,0
|
||||
1066,0
|
||||
1067,0
|
||||
1068,0
|
||||
1069,1
|
||||
1070,0
|
||||
1071,0
|
||||
1072,0
|
||||
1073,0
|
||||
1074,0
|
||||
1075,0
|
||||
1076,0
|
||||
1077,0
|
||||
1078,0
|
||||
1079,0
|
||||
1080,0
|
||||
1081,0
|
||||
1082,1
|
||||
1083,0
|
||||
1084,0
|
||||
1085,0
|
||||
1086,1
|
||||
1087,1
|
||||
1088,1
|
||||
1089,0
|
||||
1090,1
|
||||
1091,1
|
||||
1092,0
|
||||
1093,0
|
||||
1094,0
|
||||
1095,0
|
||||
1096,0
|
||||
1097,0
|
||||
1098,1
|
||||
1099,1
|
||||
1100,0
|
||||
1101,0
|
||||
1102,0
|
||||
1103,0
|
||||
1104,1
|
||||
1105,0
|
||||
1106,1
|
||||
1107,0
|
||||
1108,0
|
||||
1109,0
|
||||
1110,1
|
||||
1111,1
|
||||
1112,0
|
||||
1113,0
|
||||
1114,0
|
||||
1115,0
|
||||
1116,0
|
||||
1117,1
|
||||
1118,1
|
||||
1119,0
|
||||
1120,1
|
||||
1121,0
|
||||
1122,0
|
||||
1123,1
|
||||
1124,0
|
||||
1125,0
|
||||
1126,0
|
||||
1127,0
|
||||
1128,0
|
||||
1129,0
|
||||
1130,1
|
||||
1131,0
|
||||
1132,0
|
||||
1133,0
|
||||
1134,0
|
||||
1135,0
|
||||
1136,0
|
||||
1137,0
|
||||
1138,1
|
||||
1139,0
|
||||
1140,0
|
||||
1141,0
|
||||
1142,0
|
||||
1143,0
|
||||
1144,0
|
||||
1145,0
|
||||
1146,0
|
||||
1147,0
|
||||
1148,0
|
||||
1149,1
|
||||
1150,0
|
||||
1151,0
|
||||
1152,0
|
||||
1153,0
|
||||
1154,1
|
||||
1155,0
|
||||
1156,0
|
||||
1157,0
|
||||
1158,0
|
||||
1159,1
|
||||
1160,0
|
||||
1161,0
|
||||
1162,0
|
||||
1163,1
|
||||
1164,1
|
||||
1165,0
|
||||
1166,0
|
||||
1167,1
|
||||
1168,0
|
||||
1169,0
|
||||
1170,1
|
||||
1171,0
|
||||
1172,0
|
||||
1173,0
|
||||
1174,0
|
||||
1175,1
|
||||
1176,0
|
||||
1177,0
|
||||
1178,1
|
||||
1179,0
|
||||
1180,0
|
||||
1181,0
|
||||
1182,1
|
||||
1183,0
|
||||
1184,1
|
||||
1185,0
|
||||
1186,1
|
||||
1187,0
|
||||
1188,0
|
||||
1189,0
|
||||
1190,1
|
||||
1191,0
|
||||
1192,0
|
||||
1193,0
|
||||
1194,0
|
||||
1195,1
|
||||
1196,0
|
||||
1197,1
|
||||
1198,1
|
||||
1199,1
|
||||
1200,1
|
||||
1201,0
|
||||
1202,0
|
||||
1203,1
|
||||
1204,1
|
||||
1205,1
|
||||
1206,0
|
||||
1207,1
|
||||
1208,0
|
||||
1209,0
|
||||
1210,0
|
||||
1211,0
|
||||
1212,0
|
||||
1213,1
|
||||
1214,1
|
||||
1215,0
|
||||
1216,0
|
||||
1217,0
|
||||
1218,0
|
||||
1219,0
|
||||
1220,0
|
||||
1221,0
|
||||
1222,0
|
||||
1223,0
|
||||
1224,0
|
||||
1225,0
|
||||
1226,0
|
||||
1227,1
|
||||
1228,0
|
||||
1229,0
|
||||
1230,0
|
||||
1231,0
|
||||
1232,0
|
||||
1233,0
|
||||
1234,0
|
||||
1235,0
|
||||
1236,1
|
||||
1237,0
|
||||
1238,1
|
||||
1239,0
|
||||
1240,0
|
||||
1241,0
|
||||
1242,0
|
||||
1243,1
|
||||
1244,0
|
||||
1245,1
|
||||
1246,0
|
||||
1247,0
|
||||
1248,0
|
||||
1249,0
|
||||
1250,0
|
||||
1251,0
|
||||
1252,0
|
||||
1253,0
|
||||
1254,0
|
||||
1255,0
|
||||
1256,0
|
||||
1257,1
|
||||
1258,1
|
||||
1259,0
|
||||
1260,0
|
||||
1261,1
|
||||
1262,0
|
||||
1263,1
|
||||
1264,0
|
||||
1265,1
|
||||
1266,0
|
||||
1267,0
|
||||
1268,0
|
||||
1269,0
|
||||
1270,0
|
||||
1271,1
|
||||
1272,0
|
||||
1273,0
|
||||
1274,1
|
||||
1275,1
|
||||
1276,0
|
||||
1277,0
|
||||
1278,0
|
||||
1279,1
|
||||
1280,0
|
||||
1281,0
|
||||
1282,0
|
||||
1283,1
|
||||
1284,0
|
||||
1285,1
|
||||
1286,1
|
||||
1287,0
|
||||
1288,0
|
||||
1289,1
|
||||
1290,1
|
||||
1291,0
|
||||
1292,0
|
||||
1293,0
|
||||
1294,0
|
||||
1295,1
|
||||
1296,1
|
||||
1297,1
|
||||
1298,0
|
||||
1299,1
|
||||
|
301
scoring_SC_GGP_AXA_FR.csv
Normal file
301
scoring_SC_GGP_AXA_FR.csv
Normal file
|
|
@ -0,0 +1,301 @@
|
|||
index,age,departement,categorie_socio_professionnelle,type_de_bien,statut,surface,montant_assure,debut_contrat,nb_sinistres_depuis_ouverture,ouverture_dernier_sinistre,cloture_dernier_sinistre,cotisation_n-1,cotisation_n
|
||||
1000,19.0,81,Employés,Maison,Propriétaire,158.35,45419.0,2005-10-13 00:00:00,3.0,2007-04-12 14:57:38,2007-07-21 14:57:38,376.12,387.09
|
||||
1001,49.0,70,Employés,Maison,Propriétaire,125.06,13374.0,2014-04-10 00:00:00,1.0,2017-10-31 07:46:20,2017-11-10 07:46:20,314.26,314.49
|
||||
1002,30.0,55,"Artisans, commerçants, chefs d'entreprise",Appartement,Locataire,87.29,17763.0,1999-11-09 00:00:00,2.0,2002-09-09 08:58:42,2002-09-10 08:58:42,204.33,208.21
|
||||
1003,62.0,61,Agriculteurs exploitants,Appartement,Locataire,69.58,24241.0,2020-09-24 00:00:00,0.0,,,208.14,210.1
|
||||
1004,21.0,75,Agriculteurs exploitants,Appartement,Locataire,76.56,19501.0,1999-08-21 00:00:00,2.0,2001-06-28 15:59:21,2001-06-29 15:59:21,201.64,210.3
|
||||
1005,53.0,78,Employés,Appartement,Locataire,43.54,34634.0,2000-10-15 00:00:00,1.0,2002-03-24 22:31:56,2002-08-17 22:31:56,216.32,223.41
|
||||
1006,35.0,93,Employés,Appartement,Locataire,78.87,18030.0,2018-01-10 00:00:00,1.0,2019-03-24 23:09:17,2019-06-03 23:09:17,205.07,208.38
|
||||
1007,15.0,75,Employés,Appartement,Propriétaire,60.66,15889.0,2014-09-22 00:00:00,1.0,2019-05-13 07:14:47,2019-07-14 07:14:47,247.31,247.67
|
||||
1008,31.0,55,Agriculteurs exploitants,Appartement,Propriétaire,75.71,8595.0,2012-05-11 00:00:00,2.0,2015-11-24 06:43:33,2016-02-22 06:43:33,220.18,227.6
|
||||
1009,16.0,51,Employés,Maison,Locataire,149.34,26247.0,2013-02-07 00:00:00,1.0,2015-08-08 10:46:59,2015-08-14 10:46:59,406.03,421.68
|
||||
1010,55.0,43,Ouvriers,Appartement,Locataire,43.9,17814.0,2014-12-14 00:00:00,2.0,2016-08-06 10:09:08,2016-10-25 10:09:08,223.82,232.08
|
||||
1011,47.0,43,Employés,Appartement,Locataire,52.71,20690.0,1996-03-15 00:00:00,3.0,1999-05-17 16:06:11,1999-07-15 16:06:11,213.23,270.01
|
||||
1012,71.0,93,"Artisans, commerçants, chefs d'entreprise",Appartement,Locataire,57.19,25668.0,2006-06-09 00:00:00,1.0,2009-09-05 15:59:12,2009-09-21 15:59:12,223.68,232.45
|
||||
1013,47.0,74,"Artisans, commerçants, chefs d'entreprise",Maison,Locataire,133.47,35702.0,2017-05-22 00:00:00,2.0,2020-03-11 09:37:24,2020-05-24 09:37:24,376.52,392.07
|
||||
1014,43.0,67,Ouvriers,Maison,Locataire,133.73,14307.0,2010-01-10 00:00:00,0.0,,,333.01,333.09
|
||||
1015,40.0,17,Employés,Appartement,Propriétaire,70.92,9720.0,2017-10-05 00:00:00,1.0,2019-06-19 11:42:12,2019-09-07 11:42:12,246.43,248.37
|
||||
1016,30.0,07,"Artisans, commerçants, chefs d'entreprise",Appartement,Locataire,92.42,13636.0,2005-03-08 00:00:00,3.0,2005-12-05 03:55:36,2005-12-06 03:55:36,228.59,284.57
|
||||
1017,39.0,75,Agriculteurs exploitants,Maison,Propriétaire,109.98,15120.0,2017-02-06 00:00:00,1.0,2018-04-11 20:45:41,2018-08-16 20:45:41,400.59,408.11
|
||||
1018,25.0,75,Employés,Appartement,Propriétaire,67.54,34039.0,2011-03-27 00:00:00,1.0,2013-11-20 10:11:11,2014-01-31 10:11:11,237.26,237.71
|
||||
1019,35.0,57,Cadres et professions intellectuelles supérieures,Maison,Propriétaire,139.59,34040.0,2010-07-02 00:00:00,1.0,2012-06-18 23:55:16,2012-07-03 23:55:16,338.66,342.96
|
||||
1020,37.0,51,Employés,Maison,Locataire,143.21,23381.0,2015-07-22 00:00:00,1.0,2016-12-25 18:13:04,2017-01-24 18:13:04,387.22,387.85
|
||||
1021,67.0,23,Cadres et professions intellectuelles supérieures,Appartement,Locataire,83.71,27261.0,2001-10-24 00:00:00,1.0,2005-10-09 21:51:47,2005-11-16 21:51:47,211.66,211.69
|
||||
1022,59.0,42,Employés,Appartement,Locataire,52.62,36958.0,2003-08-03 00:00:00,2.0,2004-06-07 10:28:19,2004-07-30 10:28:19,213.47,213.55
|
||||
1023,36.0,22,Cadres et professions intellectuelles supérieures,Appartement,Propriétaire,67.48,11811.0,2005-02-06 00:00:00,0.0,,,213.77,214.21
|
||||
1024,64.0,83,"Artisans, commerçants, chefs d'entreprise",Appartement,Propriétaire,85.38,22661.0,1998-11-03 00:00:00,2.0,2001-12-20 11:20:39,2001-12-26 11:20:39,204.87,204.87
|
||||
1025,52.0,05,Agriculteurs exploitants,Appartement,Propriétaire,69.83,38626.0,2016-03-22 00:00:00,1.0,2020-03-15 03:40:01,2020-05-20 03:40:01,216.89,217.07
|
||||
1026,43.0,12,Employés,Maison,Locataire,150.74,26230.0,1995-01-10 00:00:00,1.0,1998-11-22 10:49:20,1999-02-19 10:49:20,389.62,407.37
|
||||
1027,35.0,77,Employés,Appartement,Locataire,72.41,18068.0,2007-01-16 00:00:00,1.0,2010-11-13 17:18:37,2010-11-14 17:18:37,217.95,218.25
|
||||
1028,16.0,77,"Artisans, commerçants, chefs d'entreprise",Appartement,Locataire,58.91,16551.0,2002-06-20 00:00:00,4.0,2003-10-11 18:36:40,2003-11-11 18:36:40,206.43,241.55
|
||||
1029,43.0,77,Cadres et professions intellectuelles supérieures,Maison,Locataire,105.42,18700.0,2013-08-05 00:00:00,1.0,2018-01-18 06:21:38,2018-02-11 06:21:38,338.36,340.33
|
||||
1030,37.0,45,"Artisans, commerçants, chefs d'entreprise",Maison,Locataire,89.92,38413.0,2017-10-30 00:00:00,3.0,2018-05-17 18:18:09,2018-06-20 18:18:09,404.27,452.06
|
||||
1031,48.0,62,Employés,Appartement,Propriétaire,54.12,30864.0,2013-11-27 00:00:00,0.0,,,222.61,232.18
|
||||
1032,77.0,17,Employés,Maison,Propriétaire,104.51,18164.0,2017-06-25 00:00:00,2.0,2017-11-04 03:21:35,2017-11-09 03:21:35,367.1,414.86
|
||||
1033,58.0,40,Employés,Appartement,Propriétaire,77.11,39021.0,2003-03-19 00:00:00,1.0,2004-10-26 06:41:33,2004-11-02 06:41:33,202.21,207.37
|
||||
1034,15.0,11,Employés,Maison,Locataire,155.45,24446.0,1996-03-22 00:00:00,1.0,1997-07-23 09:34:13,1997-08-26 09:34:13,400.99,401.13
|
||||
1035,44.0,75,Cadres et professions intellectuelles supérieures,Appartement,Locataire,47.93,26163.0,2019-02-19 00:00:00,2.0,2020-10-30 21:52:58,2020-10-31 21:52:58,227.4,230.62
|
||||
1036,34.0,77,Cadres et professions intellectuelles supérieures,Appartement,Propriétaire,70.0,14234.0,2014-01-29 00:00:00,1.0,2017-01-15 20:49:03,2017-05-13 20:49:03,234.94,236.84
|
||||
1037,57.0,976,Cadres et professions intellectuelles supérieures,Appartement,Propriétaire,70.61,8190.0,2002-05-12 00:00:00,0.0,,,224.58,224.6
|
||||
1038,44.0,25,Employés,Appartement,Propriétaire,57.59,13212.0,1999-11-13 00:00:00,0.0,,,220.83,224.32
|
||||
1039,60.0,84,Employés,Appartement,Propriétaire,74.9,26628.0,2012-07-23 00:00:00,2.0,2014-03-01 11:07:58,2014-03-17 11:07:58,229.37,229.37
|
||||
1040,31.0,28,Ouvriers,Appartement,Locataire,77.77,49457.0,2001-07-03 00:00:00,0.0,,,227.68,229.54
|
||||
1041,55.0,51,Agriculteurs exploitants,Appartement,Locataire,104.04,16337.0,2009-06-23 00:00:00,1.0,2012-07-28 07:44:10,2012-10-02 07:44:10,177.34,188.04
|
||||
1042,32.0,93,Cadres et professions intellectuelles supérieures,Appartement,Propriétaire,56.01,46522.0,2007-12-22 00:00:00,2.0,2008-10-25 18:42:59,2008-10-26 18:42:59,216.11,220.88
|
||||
1043,29.0,06,Agriculteurs exploitants,Appartement,Locataire,73.17,13680.0,2009-10-11 00:00:00,2.0,2012-02-11 03:20:47,2012-05-17 03:20:47,199.53,201.0
|
||||
1044,31.0,80,Employés,Maison,Locataire,97.19,37678.0,2012-07-08 00:00:00,0.0,,,399.11,402.94
|
||||
1045,29.0,57,Cadres et professions intellectuelles supérieures,Appartement,Locataire,89.38,19840.0,2015-04-22 00:00:00,2.0,2016-04-27 00:51:37,2016-06-05 00:51:37,229.78,261.65
|
||||
1046,43.0,05,Employés,Appartement,Locataire,58.14,38871.0,2019-04-27 00:00:00,1.0,2020-07-24 22:43:44,2020-12-05 22:43:44,221.79,223.94
|
||||
1047,61.0,78,Cadres et professions intellectuelles supérieures,Maison,Locataire,91.56,31071.0,2008-11-25 00:00:00,3.0,2009-09-14 22:25:46,2009-10-21 22:25:46,345.18,375.28
|
||||
1048,46.0,87,Ouvriers,Appartement,Propriétaire,98.43,22997.0,2005-11-01 00:00:00,0.0,,,196.7,196.73
|
||||
1049,42.0,89,"Artisans, commerçants, chefs d'entreprise",Appartement,Propriétaire,74.25,35321.0,1998-11-24 00:00:00,2.0,2001-05-02 19:46:16,2001-06-10 19:46:16,180.4,181.17
|
||||
1050,17.0,77,Cadres et professions intellectuelles supérieures,Maison,Propriétaire,120.05,9172.0,2005-12-24 00:00:00,3.0,2007-06-12 19:27:01,2007-07-30 19:27:01,380.69,424.9
|
||||
1051,46.0,94,Agriculteurs exploitants,Maison,Locataire,147.03,28856.0,1996-11-27 00:00:00,1.0,2000-05-05 17:27:29,2000-06-15 17:27:29,339.45,342.27
|
||||
1052,20.0,35,Cadres et professions intellectuelles supérieures,Appartement,Propriétaire,44.88,11399.0,2005-01-16 00:00:00,1.0,2009-04-10 09:11:47,2009-04-11 09:11:47,207.88,208.43
|
||||
1053,44.0,10,Employés,Appartement,Propriétaire,85.79,15290.0,2002-01-06 00:00:00,1.0,2004-12-25 05:25:12,2004-12-26 05:25:12,221.67,229.21
|
||||
1054,46.0,80,Employés,Maison,Locataire,147.96,21705.0,2003-12-12 00:00:00,2.0,2005-09-14 17:41:48,2005-12-11 17:41:48,330.54,330.81
|
||||
1055,59.0,68,Employés,Maison,Locataire,81.17,41259.0,2001-06-03 00:00:00,3.0,2004-03-27 00:58:11,2004-07-07 00:58:11,439.9,485.77
|
||||
1056,45.0,44,Cadres et professions intellectuelles supérieures,Appartement,Locataire,48.85,24958.0,2018-02-20 00:00:00,3.0,2019-01-31 14:06:34,2019-02-14 14:06:34,214.0,242.54
|
||||
1057,21.0,04,Cadres et professions intellectuelles supérieures,Maison,Locataire,107.25,33471.0,2000-04-08 00:00:00,4.0,2003-09-25 15:45:17,2003-10-20 15:45:17,368.57,455.5
|
||||
1058,34.0,78,Employés,Appartement,Locataire,50.05,24157.0,2000-03-10 00:00:00,0.0,,,215.97,217.23
|
||||
1059,36.0,976,Ouvriers,Appartement,Propriétaire,67.5,21288.0,2017-03-02 00:00:00,1.0,2019-11-15 10:23:27,2019-12-28 10:23:27,223.49,229.98
|
||||
1060,39.0,75,Agriculteurs exploitants,Appartement,Propriétaire,29.36,11215.0,2005-12-11 00:00:00,0.0,,,208.58,217.85
|
||||
1061,53.0,78,Inactifs,Maison,Locataire,112.61,14711.0,1997-01-01 00:00:00,1.0,1998-11-18 19:20:06,1999-03-07 19:20:06,361.01,362.86
|
||||
1062,41.0,60,Cadres et professions intellectuelles supérieures,Appartement,Locataire,67.2,12419.0,1995-12-20 00:00:00,3.0,1996-06-11 02:06:10,1996-07-12 02:06:10,217.04,240.69
|
||||
1063,44.0,94,Employés,Appartement,Locataire,82.92,41342.0,1999-11-08 00:00:00,1.0,2002-02-21 09:41:34,2002-03-11 09:41:34,211.51,212.83
|
||||
1064,24.0,91,Cadres et professions intellectuelles supérieures,Maison,Locataire,108.75,30340.0,2020-02-21 00:00:00,1.0,2020-07-11 07:07:05,2020-07-24 07:07:05,377.41,410.34
|
||||
1065,43.0,43,Employés,Maison,Locataire,108.05,18380.0,1995-03-17 00:00:00,0.0,,,353.59,353.92
|
||||
1066,21.0,37,Cadres et professions intellectuelles supérieures,Appartement,Locataire,87.42,26193.0,2006-05-19 00:00:00,3.0,2008-05-25 07:30:28,2008-07-26 07:30:28,216.31,222.71
|
||||
1067,44.0,75,Employés,Maison,Locataire,87.81,11322.0,2016-12-11 00:00:00,0.0,,,393.96,398.58
|
||||
1068,60.0,93,Cadres et professions intellectuelles supérieures,Appartement,Propriétaire,93.28,30965.0,2003-11-19 00:00:00,1.0,2005-03-02 16:32:14,2005-03-10 16:32:14,220.2,220.3
|
||||
1069,43.0,44,Employés,Maison,Propriétaire,128.93,11887.0,2003-04-09 00:00:00,2.0,2006-01-22 22:11:25,2006-01-23 22:11:25,396.69,435.16
|
||||
1070,66.0,78,Employés,Appartement,Propriétaire,67.68,19895.0,2012-05-27 00:00:00,2.0,2012-12-12 18:01:47,2012-12-13 18:01:47,194.52,211.03
|
||||
1071,51.0,60,Employés,Appartement,Propriétaire,100.27,15660.0,2013-12-28 00:00:00,1.0,2017-01-01 09:11:48,2017-01-02 09:11:48,209.85,215.35
|
||||
1072,64.0,73,Employés,Appartement,Locataire,95.62,14274.0,2017-12-05 00:00:00,1.0,2019-02-10 02:14:34,2019-03-22 02:14:34,227.76,231.65
|
||||
1073,32.0,05,Ouvriers,Maison,Locataire,92.45,27893.0,2013-04-26 00:00:00,2.0,2016-06-28 12:10:10,2016-07-15 12:10:10,353.77,360.66
|
||||
1074,39.0,75,Agriculteurs exploitants,Appartement,Propriétaire,60.01,18266.0,1997-08-30 00:00:00,1.0,2001-11-10 08:37:24,2001-11-11 08:37:24,233.34,234.45
|
||||
1075,57.0,57,Employés,Appartement,Locataire,55.37,15761.0,2012-09-28 00:00:00,1.0,2014-12-14 07:47:13,2015-01-17 07:47:13,230.72,234.95
|
||||
1076,64.0,91,"Artisans, commerçants, chefs d'entreprise",Appartement,Propriétaire,48.34,19342.0,2010-03-06 00:00:00,2.0,2013-07-28 14:28:30,2013-10-05 14:28:30,210.2,213.55
|
||||
1077,23.0,72,"Artisans, commerçants, chefs d'entreprise",Appartement,Propriétaire,73.19,39484.0,2011-06-25 00:00:00,2.0,2015-06-19 09:30:24,2015-06-20 09:30:24,202.29,216.06
|
||||
1078,57.0,63,Employés,Appartement,Locataire,62.05,14804.0,2014-04-10 00:00:00,2.0,2017-02-22 12:16:16,2017-03-27 12:16:16,224.11,228.64
|
||||
1079,36.0,78,Cadres et professions intellectuelles supérieures,Appartement,Locataire,55.58,27642.0,2019-03-20 00:00:00,2.0,2019-08-08 05:29:56,2019-11-25 05:29:56,202.89,202.9
|
||||
1080,50.0,92,Employés,Maison,Locataire,155.35,7217.0,2001-04-14 00:00:00,2.0,2004-03-26 02:03:24,2004-03-27 02:03:24,372.5,372.71
|
||||
1081,59.0,77,Employés,Appartement,Propriétaire,67.3,21591.0,2005-04-09 00:00:00,1.0,2009-09-05 16:28:32,2009-09-06 16:28:32,203.72,204.53
|
||||
1082,31.0,57,Employés,Appartement,Propriétaire,55.67,27772.0,2005-08-10 00:00:00,0.0,,,232.67,236.12
|
||||
1083,62.0,04,Employés,Appartement,Propriétaire,48.31,19508.0,1998-11-17 00:00:00,2.0,2002-02-09 11:20:52,2002-03-03 11:20:52,196.1,200.06
|
||||
1084,59.0,27,Employés,Maison,Locataire,93.28,15070.0,2011-02-07 00:00:00,1.0,2015-12-09 17:11:51,2016-03-12 17:11:51,368.4,369.41
|
||||
1085,35.0,55,Ouvriers,Maison,Locataire,148.34,15130.0,2012-08-11 00:00:00,2.0,2016-02-16 11:52:16,2016-08-23 11:52:16,364.35,377.92
|
||||
1086,23.0,34,Cadres et professions intellectuelles supérieures,Maison,Locataire,61.7,26413.0,2015-02-13 00:00:00,2.0,2019-07-27 09:39:45,2019-10-18 09:39:45,413.95,441.45
|
||||
1087,55.0,14,Employés,Appartement,Propriétaire,86.39,22003.0,2008-07-04 00:00:00,3.0,2010-01-17 09:44:13,2010-03-02 09:44:13,217.83,228.01
|
||||
1088,20.0,45,Cadres et professions intellectuelles supérieures,Appartement,Propriétaire,77.62,15033.0,2009-05-06 00:00:00,2.0,2011-09-27 18:38:43,2011-10-16 18:38:43,215.72,222.12
|
||||
1089,42.0,92,Cadres et professions intellectuelles supérieures,Appartement,Locataire,66.08,12955.0,2007-01-20 00:00:00,1.0,2010-04-22 19:04:06,2010-05-10 19:04:06,194.21,200.09
|
||||
1090,48.0,44,Employés,Appartement,Propriétaire,107.68,23535.0,2001-12-31 00:00:00,1.0,2004-07-08 22:26:49,2004-07-20 22:26:49,241.91,248.08
|
||||
1091,53.0,91,Employés,Maison,Propriétaire,80.41,27236.0,2017-01-10 00:00:00,1.0,2019-12-02 19:52:01,2019-12-28 19:52:01,359.98,360.26
|
||||
1092,45.0,94,Employés,Appartement,Propriétaire,70.52,19436.0,2015-08-10 00:00:00,2.0,2016-05-28 03:51:05,2016-05-29 03:51:05,203.26,213.88
|
||||
1093,55.0,76,"Artisans, commerçants, chefs d'entreprise",Maison,Propriétaire,164.76,19386.0,2018-04-15 00:00:00,1.0,2020-11-18 00:03:04,2020-11-19 00:03:04,321.73,335.35
|
||||
1094,38.0,94,Employés,Maison,Locataire,112.12,13838.0,2006-01-11 00:00:00,2.0,2006-07-15 13:33:14,2006-08-28 13:33:14,389.0,408.72
|
||||
1095,55.0,48,"Artisans, commerçants, chefs d'entreprise",Appartement,Locataire,60.39,14056.0,2014-01-22 00:00:00,2.0,2015-12-24 01:02:48,2016-01-28 01:02:48,221.56,231.36
|
||||
1096,45.0,93,Ouvriers,Appartement,Locataire,57.92,45007.0,2013-07-26 00:00:00,3.0,2016-10-29 23:22:17,2016-12-14 23:22:17,215.96,243.45
|
||||
1097,47.0,05,Employés,Maison,Locataire,95.62,14729.0,2013-06-07 00:00:00,1.0,2014-01-30 21:15:47,2014-02-03 21:15:47,398.48,403.26
|
||||
1098,57.0,77,Cadres et professions intellectuelles supérieures,Appartement,Propriétaire,58.37,20936.0,2016-05-01 00:00:00,3.0,2018-12-27 23:11:03,2019-01-29 23:11:03,183.45,204.75
|
||||
1099,33.0,78,Employés,Appartement,Propriétaire,56.91,15204.0,2006-03-17 00:00:00,3.0,2009-02-12 19:25:49,2009-03-10 19:25:49,228.48,251.59
|
||||
1100,63.0,08,Employés,Maison,Locataire,110.85,42261.0,2011-09-04 00:00:00,2.0,2013-01-15 13:04:02,2013-01-24 13:04:02,358.22,407.35
|
||||
1101,18.0,93,Employés,Maison,Locataire,103.0,18190.0,2005-09-02 00:00:00,1.0,2008-12-31 15:49:42,2009-01-01 15:49:42,392.74,406.89
|
||||
1102,29.0,02,Ouvriers,Appartement,Locataire,42.77,17590.0,2002-01-19 00:00:00,3.0,2003-05-26 11:02:53,2003-08-18 11:02:53,213.94,239.67
|
||||
1103,22.0,25,Ouvriers,Maison,Locataire,112.97,20909.0,2008-01-21 00:00:00,1.0,2012-05-03 14:16:16,2012-08-17 14:16:16,373.24,378.79
|
||||
1104,31.0,61,Ouvriers,Appartement,Propriétaire,71.82,17466.0,2018-05-02 00:00:00,1.0,2018-10-14 20:28:01,2018-10-25 20:28:01,233.34,244.08
|
||||
1105,32.0,01,Agriculteurs exploitants,Maison,Locataire,79.35,19933.0,1995-12-12 00:00:00,0.0,,,381.05,386.83
|
||||
1106,57.0,07,Agriculteurs exploitants,Appartement,Propriétaire,68.17,11389.0,2006-06-11 00:00:00,3.0,2010-01-29 21:56:22,2010-01-30 21:56:22,200.89,228.6
|
||||
1107,50.0,88,Employés,Appartement,Propriétaire,87.12,29571.0,2020-11-16 00:00:00,2.0,2020-11-19 21:02:05,2020-12-09 21:02:05,212.07,224.8
|
||||
1108,51.0,28,Ouvriers,Appartement,Propriétaire,82.94,10916.0,2018-01-27 00:00:00,0.0,,,211.73,212.06
|
||||
1109,37.0,77,Employés,Appartement,Locataire,35.24,18310.0,2000-06-25 00:00:00,2.0,2001-09-11 12:25:24,2001-11-12 12:25:24,229.76,232.05
|
||||
1110,42.0,91,Employés,Appartement,Propriétaire,60.85,29152.0,2006-06-23 00:00:00,2.0,2008-03-11 02:54:57,2008-04-05 02:54:57,217.9,240.03
|
||||
1111,64.0,95,Employés,Maison,Propriétaire,97.36,25976.0,1995-12-01 00:00:00,3.0,2000-02-03 19:52:32,2000-04-06 19:52:32,368.43,456.1
|
||||
1112,75.0,973,Cadres et professions intellectuelles supérieures,Appartement,Locataire,60.37,28647.0,2006-07-16 00:00:00,2.0,2010-10-15 04:14:50,2011-03-14 04:14:50,236.91,245.34
|
||||
1113,27.0,14,"Artisans, commerçants, chefs d'entreprise",Appartement,Occupant à titre gratuit,70.76,21421.0,2020-05-27 00:00:00,0.0,,,207.96,208.22
|
||||
1114,23.0,54,Ouvriers,Maison,Locataire,119.42,24235.0,1996-02-11 00:00:00,1.0,1996-08-20 06:03:11,1996-08-21 06:03:11,367.41,367.46
|
||||
1115,52.0,75,"Artisans, commerçants, chefs d'entreprise",Appartement,Locataire,84.38,13662.0,1999-03-09 00:00:00,1.0,2002-11-08 04:18:32,2003-02-19 04:18:32,219.03,220.69
|
||||
1116,54.0,974,"Artisans, commerçants, chefs d'entreprise",Appartement,Locataire,78.38,12512.0,2015-06-26 00:00:00,1.0,2016-08-27 04:04:20,2016-10-17 04:04:20,243.02,246.92
|
||||
1117,54.0,2B,Employés,Maison,Propriétaire,106.6,12160.0,2000-04-15 00:00:00,1.0,2000-09-22 01:26:53,2000-11-11 01:26:53,385.12,387.3
|
||||
1118,44.0,17,Employés,Maison,Propriétaire,113.38,12564.0,1995-06-24 00:00:00,2.0,1999-08-18 07:37:03,1999-09-06 07:37:03,331.19,331.32
|
||||
1119,29.0,95,"Artisans, commerçants, chefs d'entreprise",Appartement,Locataire,34.93,18253.0,2020-09-11 00:00:00,2.0,2020-09-23 12:33:58,2020-10-22 12:33:58,217.26,224.19
|
||||
1120,43.0,94,Employés,Appartement,Propriétaire,58.88,23644.0,1999-12-29 00:00:00,3.0,2003-10-24 19:04:56,2003-12-16 19:04:56,211.91,261.77
|
||||
1121,69.0,971,"Artisans, commerçants, chefs d'entreprise",Appartement,Locataire,63.03,14435.0,1999-09-24 00:00:00,2.0,2002-06-26 12:54:33,2002-12-14 12:54:33,208.28,221.91
|
||||
1122,41.0,37,Agriculteurs exploitants,Maison,Propriétaire,152.08,31923.0,2003-12-22 00:00:00,1.0,2006-10-31 18:40:48,2006-12-24 18:40:48,377.17,377.32
|
||||
1123,49.0,34,Employés,Appartement,Propriétaire,94.64,21312.0,2002-11-06 00:00:00,4.0,2005-10-01 17:07:48,2005-11-14 17:07:48,225.98,262.19
|
||||
1124,35.0,94,Agriculteurs exploitants,Maison,Propriétaire,83.39,26461.0,2020-07-03 00:00:00,2.0,2020-07-07 22:38:40,2020-10-02 22:38:40,365.02,369.73
|
||||
1125,38.0,33,Agriculteurs exploitants,Appartement,Locataire,63.71,17833.0,2009-09-05 00:00:00,2.0,2009-10-26 20:53:29,2009-12-05 20:53:29,234.68,244.65
|
||||
1126,69.0,13,Ouvriers,Appartement,Locataire,57.3,34430.0,2015-09-06 00:00:00,1.0,2019-11-29 16:47:31,2020-02-06 16:47:31,221.59,229.38
|
||||
1127,28.0,71,Ouvriers,Appartement,Locataire,71.5,11938.0,2005-04-04 00:00:00,0.0,,,179.19,181.34
|
||||
1128,41.0,976,Ouvriers,Maison,Locataire,75.93,15764.0,1998-01-03 00:00:00,2.0,1998-06-15 20:24:39,1998-10-15 20:24:39,335.63,344.51
|
||||
1129,63.0,06,Ouvriers,Appartement,Propriétaire,77.5,36348.0,2008-06-07 00:00:00,2.0,2008-09-23 03:34:18,2008-11-26 03:34:18,172.47,197.48
|
||||
1130,51.0,91,"Artisans, commerçants, chefs d'entreprise",Maison,Propriétaire,118.84,17266.0,2016-01-30 00:00:00,0.0,,,360.12,360.16
|
||||
1131,86.0,75,Ouvriers,Appartement,Locataire,65.29,42519.0,2003-11-29 00:00:00,2.0,2006-01-03 20:11:55,2006-03-14 20:11:55,224.07,241.13
|
||||
1132,48.0,56,Cadres et professions intellectuelles supérieures,Appartement,Locataire,62.89,13772.0,2017-10-13 00:00:00,2.0,2019-12-09 12:54:25,2020-02-10 12:54:25,228.68,235.9
|
||||
1133,30.0,24,Employés,Appartement,Locataire,61.68,24876.0,2004-04-28 00:00:00,2.0,2006-01-04 03:34:48,2006-02-18 03:34:48,232.59,240.1
|
||||
1134,53.0,37,"Artisans, commerçants, chefs d'entreprise",Appartement,Propriétaire,50.44,15257.0,2001-04-10 00:00:00,1.0,2004-04-06 01:13:33,2004-04-07 01:13:33,213.64,220.7
|
||||
1135,46.0,09,Employés,Appartement,Locataire,64.63,20553.0,2009-10-04 00:00:00,1.0,2009-10-18 00:08:26,2009-12-20 00:08:26,241.93,246.28
|
||||
1136,47.0,11,Employés,Appartement,Locataire,78.35,9780.0,2001-08-17 00:00:00,2.0,2004-03-06 10:30:27,2004-03-07 10:30:27,231.65,237.78
|
||||
1137,26.0,84,Employés,Appartement,Locataire,105.97,12448.0,2001-01-16 00:00:00,0.0,,,220.96,222.79
|
||||
1138,37.0,94,Cadres et professions intellectuelles supérieures,Maison,Propriétaire,148.03,11902.0,2015-01-16 00:00:00,2.0,2015-07-12 06:12:14,2015-07-13 06:12:14,376.8,385.15
|
||||
1139,58.0,02,Employés,Appartement,Locataire,72.42,24356.0,2001-12-31 00:00:00,2.0,2005-11-03 12:37:48,2005-12-22 12:37:48,222.98,224.58
|
||||
1140,64.0,93,Employés,Appartement,Occupant à titre gratuit,53.16,26380.0,2010-01-04 00:00:00,1.0,2013-01-22 08:17:21,2013-01-23 08:17:21,207.67,208.39
|
||||
1141,38.0,83,Agriculteurs exploitants,Maison,Propriétaire,155.22,15114.0,1996-09-05 00:00:00,0.0,,,329.29,332.91
|
||||
1142,48.0,66,Ouvriers,Appartement,Locataire,50.92,35280.0,2018-06-09 00:00:00,2.0,2020-11-01 08:33:03,2020-11-02 08:33:03,208.15,211.28
|
||||
1143,39.0,75,Employés,Appartement,Propriétaire,70.59,11232.0,2018-02-08 00:00:00,2.0,2020-05-08 00:23:26,2020-05-09 00:23:26,223.61,242.47
|
||||
1144,30.0,13,Employés,Maison,Locataire,110.81,17688.0,2005-05-09 00:00:00,0.0,,,369.18,373.1
|
||||
1145,62.0,974,Employés,Appartement,Locataire,60.06,34345.0,1995-05-04 00:00:00,1.0,1998-09-24 05:06:21,1998-09-25 05:06:21,208.86,210.24
|
||||
1146,37.0,54,Agriculteurs exploitants,Maison,Propriétaire,106.63,24244.0,2017-05-28 00:00:00,2.0,2020-12-07 17:15:27,2020-12-24 17:15:27,355.16,355.16
|
||||
1147,29.0,83,Employés,Appartement,Locataire,63.15,25515.0,2007-05-09 00:00:00,2.0,2011-03-13 18:41:22,2011-04-25 18:41:22,212.16,215.01
|
||||
1148,32.0,51,Agriculteurs exploitants,Maison,Locataire,78.68,20896.0,1996-03-18 00:00:00,2.0,1999-09-16 03:48:00,1999-11-22 03:48:00,379.95,400.92
|
||||
1149,57.0,92,Employés,Maison,Propriétaire,131.09,18499.0,2005-06-11 00:00:00,2.0,2009-06-09 02:16:50,2009-06-10 02:16:50,404.87,437.43
|
||||
1150,34.0,18,Ouvriers,Appartement,Locataire,104.84,37678.0,2013-06-25 00:00:00,2.0,2014-08-06 16:54:21,2014-10-10 16:54:21,223.68,231.87
|
||||
1151,56.0,39,Employés,Maison,Locataire,131.08,16557.0,2010-07-10 00:00:00,0.0,,,361.62,362.68
|
||||
1152,43.0,94,"Artisans, commerçants, chefs d'entreprise",Appartement,Propriétaire,62.21,27139.0,2020-11-10 00:00:00,1.0,2020-12-18 16:54:14,2020-12-19 16:54:14,207.96,214.25
|
||||
1153,34.0,90,Employés,Appartement,Locataire,64.29,9681.0,2008-03-12 00:00:00,3.0,2008-04-30 20:12:46,2008-07-08 20:12:46,231.47,254.83
|
||||
1154,55.0,91,Inactifs,Appartement,Propriétaire,72.22,28865.0,1998-01-21 00:00:00,2.0,1999-08-19 22:13:39,1999-10-05 22:13:39,224.65,229.07
|
||||
1155,58.0,60,"Artisans, commerçants, chefs d'entreprise",Maison,Locataire,123.78,35205.0,2011-05-15 00:00:00,4.0,2015-03-02 03:21:57,2015-04-28 03:21:57,396.23,497.99
|
||||
1156,42.0,39,Employés,Appartement,Locataire,72.18,17986.0,2017-06-23 00:00:00,1.0,2018-09-11 08:50:58,2018-12-04 08:50:58,234.71,262.68
|
||||
1157,35.0,48,Agriculteurs exploitants,Appartement,Locataire,50.21,19188.0,2010-11-17 00:00:00,0.0,,,202.48,202.65
|
||||
1158,15.0,972,Employés,Appartement,Propriétaire,68.82,28016.0,1996-01-12 00:00:00,1.0,2000-03-28 20:44:04,2000-03-29 20:44:04,233.64,235.16
|
||||
1159,53.0,94,"Artisans, commerçants, chefs d'entreprise",Maison,Propriétaire,110.47,16132.0,2004-03-26 00:00:00,1.0,2004-08-29 04:25:29,2004-08-30 04:25:29,450.56,454.87
|
||||
1160,27.0,36,"Artisans, commerçants, chefs d'entreprise",Appartement,Locataire,51.33,20030.0,2003-04-24 00:00:00,2.0,2008-03-09 08:01:54,2008-03-10 08:01:54,205.43,224.19
|
||||
1161,32.0,10,"Artisans, commerçants, chefs d'entreprise",Maison,Locataire,147.28,19665.0,2018-05-16 00:00:00,0.0,,,423.39,423.41
|
||||
1162,48.0,93,"Artisans, commerçants, chefs d'entreprise",Appartement,Locataire,52.98,17030.0,2016-07-26 00:00:00,1.0,2018-03-30 04:46:19,2018-05-22 04:46:19,218.96,223.47
|
||||
1163,50.0,78,Ouvriers,Appartement,Propriétaire,85.85,16033.0,2004-12-06 00:00:00,4.0,2007-10-15 00:42:05,2007-12-10 00:42:05,215.15,238.71
|
||||
1164,55.0,48,Agriculteurs exploitants,Maison,Propriétaire,102.49,50948.0,2002-10-15 00:00:00,2.0,2007-07-03 13:59:45,2007-09-25 13:59:45,411.28,423.1
|
||||
1165,45.0,34,Employés,Appartement,Locataire,59.55,34238.0,2017-09-30 00:00:00,2.0,2019-04-17 14:48:06,2019-06-22 14:48:06,220.95,237.26
|
||||
1166,47.0,12,Agriculteurs exploitants,Appartement,Propriétaire,77.62,17136.0,2011-06-13 00:00:00,1.0,2015-04-22 16:44:04,2015-04-23 16:44:04,203.43,205.03
|
||||
1167,54.0,78,Employés,Appartement,Propriétaire,54.84,19016.0,2011-06-23 00:00:00,1.0,2011-07-05 07:40:10,2011-10-15 07:40:10,200.37,201.76
|
||||
1168,35.0,73,Cadres et professions intellectuelles supérieures,Appartement,Locataire,94.74,17930.0,1998-08-16 00:00:00,0.0,,,196.41,199.92
|
||||
1169,60.0,85,Employés,Maison,Locataire,117.04,27431.0,2006-04-11 00:00:00,1.0,2006-07-15 15:08:04,2006-10-19 15:08:04,367.07,403.99
|
||||
1170,15.0,78,Cadres et professions intellectuelles supérieures,Appartement,Locataire,82.78,14170.0,2003-02-11 00:00:00,4.0,2005-08-03 05:17:02,2005-08-17 05:17:02,217.11,271.88
|
||||
1171,68.0,64,Employés,Maison,Locataire,59.48,18847.0,1999-04-24 00:00:00,0.0,,,360.34,363.12
|
||||
1172,48.0,973,Agriculteurs exploitants,Appartement,Propriétaire,73.66,27583.0,2017-10-26 00:00:00,1.0,2017-11-05 08:43:40,2018-02-02 08:43:40,208.52,216.71
|
||||
1173,34.0,70,Employés,Appartement,Locataire,70.96,27901.0,2002-05-13 00:00:00,3.0,2004-05-23 14:59:39,2004-05-24 14:59:39,226.13,278.4
|
||||
1174,54.0,48,Employés,Appartement,Propriétaire,66.54,17598.0,1999-09-15 00:00:00,1.0,2004-06-24 13:38:12,2004-06-25 13:38:12,183.27,185.7
|
||||
1175,58.0,75,Ouvriers,Appartement,Propriétaire,80.95,9208.0,2002-03-14 00:00:00,0.0,,,222.58,222.65
|
||||
1176,70.0,77,Inactifs,Appartement,Locataire,41.81,31689.0,2014-02-04 00:00:00,2.0,2017-06-06 05:00:01,2017-06-07 05:00:01,209.95,213.52
|
||||
1177,60.0,973,Employés,Appartement,Locataire,55.23,18693.0,2011-03-31 00:00:00,1.0,2013-11-02 03:09:14,2013-12-12 03:09:14,228.04,231.43
|
||||
1178,31.0,50,Cadres et professions intellectuelles supérieures,Maison,Propriétaire,83.89,33468.0,2016-06-30 00:00:00,3.0,2017-11-28 11:55:29,2018-02-18 11:55:29,363.71,396.59
|
||||
1179,29.0,82,Agriculteurs exploitants,Maison,Locataire,113.14,18317.0,1999-09-02 00:00:00,1.0,2001-01-27 23:42:59,2001-03-31 23:42:59,334.23,334.31
|
||||
1180,21.0,75,Employés,Maison,Locataire,82.24,13124.0,2007-12-07 00:00:00,2.0,2012-02-18 13:01:45,2012-02-23 13:01:45,367.81,460.25
|
||||
1181,24.0,77,Employés,Maison,Locataire,111.91,31658.0,2009-09-19 00:00:00,1.0,2012-03-29 14:37:27,2012-06-07 14:37:27,420.72,450.8
|
||||
1182,52.0,70,Employés,Maison,Propriétaire,140.04,27039.0,2015-06-23 00:00:00,1.0,2016-05-12 05:21:51,2016-09-16 05:21:51,441.12,450.63
|
||||
1183,47.0,78,Cadres et professions intellectuelles supérieures,Appartement,Locataire,79.83,30534.0,2012-03-21 00:00:00,3.0,2012-03-26 02:24:51,2012-05-14 02:24:51,225.03,254.18
|
||||
1184,59.0,971,Agriculteurs exploitants,Appartement,Propriétaire,90.87,28410.0,2006-06-27 00:00:00,1.0,2009-04-24 17:33:04,2009-05-15 17:33:04,231.74,233.65
|
||||
1185,61.0,45,Cadres et professions intellectuelles supérieures,Maison,Locataire,140.24,24691.0,2014-11-21 00:00:00,2.0,2016-10-14 17:47:24,2016-11-28 17:47:24,388.95,393.97
|
||||
1186,51.0,33,Employés,Appartement,Propriétaire,74.28,21565.0,2014-03-13 00:00:00,1.0,2015-10-19 09:26:18,2016-01-29 09:26:18,207.66,207.78
|
||||
1187,39.0,91,Inactifs,Maison,Locataire,60.13,10360.0,1998-01-19 00:00:00,2.0,2002-07-03 15:22:02,2002-07-04 15:22:02,437.9,442.68
|
||||
1188,35.0,72,Employés,Appartement,Locataire,60.51,21388.0,2009-10-30 00:00:00,2.0,2011-10-05 12:43:10,2011-10-06 12:43:10,201.17,227.32
|
||||
1189,48.0,01,"Artisans, commerçants, chefs d'entreprise",Appartement,Locataire,68.05,12958.0,2003-01-28 00:00:00,0.0,,,206.91,208.68
|
||||
1190,45.0,78,Employés,Appartement,Propriétaire,87.91,19945.0,2005-05-04 00:00:00,0.0,,,219.49,227.11
|
||||
1191,61.0,79,Ouvriers,Appartement,Propriétaire,72.82,16134.0,2017-07-06 00:00:00,2.0,2019-07-31 08:40:36,2019-08-01 08:40:36,195.01,214.41
|
||||
1192,45.0,71,Agriculteurs exploitants,Appartement,Locataire,80.3,18365.0,2015-07-20 00:00:00,0.0,,,194.88,194.91
|
||||
1193,30.0,45,Employés,Appartement,Locataire,49.12,13088.0,2013-05-25 00:00:00,3.0,2014-03-07 16:19:11,2014-03-08 16:19:11,218.67,283.27
|
||||
1194,56.0,45,Employés,Appartement,Locataire,67.53,27936.0,1999-05-16 00:00:00,3.0,2004-01-27 09:09:43,2004-03-01 09:09:43,200.13,230.54
|
||||
1195,38.0,17,"Artisans, commerçants, chefs d'entreprise",Maison,Propriétaire,93.44,14822.0,2000-11-02 00:00:00,1.0,2005-09-20 09:08:16,2005-11-09 09:08:16,358.21,359.16
|
||||
1196,15.0,32,Agriculteurs exploitants,Appartement,Locataire,89.89,31809.0,2004-05-18 00:00:00,1.0,2009-01-24 08:15:53,2009-02-05 08:15:53,202.05,204.11
|
||||
1197,37.0,77,Cadres et professions intellectuelles supérieures,Maison,Occupant à titre gratuit,140.28,13932.0,2006-01-01 00:00:00,0.0,,,365.22,366.68
|
||||
1198,23.0,08,Cadres et professions intellectuelles supérieures,Appartement,Propriétaire,83.23,13305.0,2001-01-04 00:00:00,2.0,2004-06-07 11:53:45,2004-06-18 11:53:45,238.04,239.31
|
||||
1199,58.0,46,Cadres et professions intellectuelles supérieures,Appartement,Propriétaire,61.59,37337.0,2003-04-12 00:00:00,2.0,2004-11-01 22:32:02,2005-03-08 22:32:02,219.78,238.83
|
||||
1200,29.0,77,Ouvriers,Maison,Propriétaire,132.99,24001.0,2013-10-30 00:00:00,2.0,2013-11-17 17:42:03,2014-02-21 17:42:03,373.85,375.07
|
||||
1201,22.0,14,"Artisans, commerçants, chefs d'entreprise",Appartement,Locataire,72.98,13706.0,2002-04-13 00:00:00,0.0,,,207.1,207.24
|
||||
1202,36.0,92,Ouvriers,Appartement,Locataire,65.26,35932.0,2001-02-08 00:00:00,2.0,2001-06-08 03:04:54,2001-08-11 03:04:54,219.18,227.85
|
||||
1203,30.0,47,Cadres et professions intellectuelles supérieures,Maison,Locataire,126.24,17197.0,2000-04-29 00:00:00,3.0,2003-06-05 17:40:37,2003-11-16 17:40:37,336.09,405.85
|
||||
1204,30.0,78,Agriculteurs exploitants,Appartement,Propriétaire,47.81,34592.0,2009-07-16 00:00:00,2.0,2013-10-23 12:20:32,2013-11-08 12:20:32,224.62,239.08
|
||||
1205,19.0,93,Employés,Appartement,Propriétaire,55.55,27383.0,2015-02-17 00:00:00,1.0,2017-10-17 20:08:12,2017-11-02 20:08:12,223.01,229.77
|
||||
1206,29.0,39,Inactifs,Appartement,Locataire,64.2,26822.0,2016-10-11 00:00:00,3.0,2019-07-15 06:12:08,2019-07-23 06:12:08,195.79,201.62
|
||||
1207,50.0,33,Agriculteurs exploitants,Appartement,Propriétaire,69.68,33334.0,1997-04-27 00:00:00,1.0,1998-12-14 12:30:32,1999-03-05 12:30:32,237.01,237.42
|
||||
1208,61.0,77,Agriculteurs exploitants,Appartement,Propriétaire,63.56,27270.0,2015-09-22 00:00:00,1.0,2016-09-05 03:18:26,2016-10-30 03:18:26,224.48,244.18
|
||||
1209,33.0,37,"Artisans, commerçants, chefs d'entreprise",Appartement,Locataire,75.48,47159.0,2000-08-17 00:00:00,3.0,2004-09-01 09:21:42,2004-11-17 09:21:42,196.62,212.18
|
||||
1210,54.0,34,Employés,Appartement,Occupant à titre gratuit,68.76,14873.0,2006-11-16 00:00:00,0.0,,,228.03,231.93
|
||||
1211,63.0,11,Employés,Appartement,Locataire,62.95,17483.0,2006-04-21 00:00:00,1.0,2006-06-19 03:27:42,2006-07-19 03:27:42,214.75,221.48
|
||||
1212,40.0,48,Employés,Maison,Locataire,109.62,15016.0,2015-08-06 00:00:00,1.0,2017-12-10 00:20:40,2017-12-11 00:20:40,405.48,420.56
|
||||
1213,42.0,73,Agriculteurs exploitants,Maison,Propriétaire,110.57,30055.0,1997-04-14 00:00:00,2.0,2001-09-27 04:40:11,2001-10-03 04:40:11,394.69,405.29
|
||||
1214,55.0,95,Cadres et professions intellectuelles supérieures,Appartement,Propriétaire,50.57,23819.0,2006-03-04 00:00:00,1.0,2010-08-23 08:06:53,2010-09-26 08:06:53,224.09,225.54
|
||||
1215,37.0,77,Cadres et professions intellectuelles supérieures,Maison,Locataire,119.45,32815.0,2004-06-06 00:00:00,2.0,2006-04-17 00:36:40,2006-04-18 00:36:40,356.12,364.14
|
||||
1216,47.0,95,"Artisans, commerçants, chefs d'entreprise",Maison,Locataire,130.16,24326.0,2003-05-10 00:00:00,1.0,2007-09-03 07:14:31,2007-11-29 07:14:31,386.45,402.65
|
||||
1217,15.0,46,Employés,Appartement,Locataire,74.11,17028.0,2006-11-11 00:00:00,1.0,2011-08-18 15:33:38,2011-08-19 15:33:38,199.04,207.6
|
||||
1218,20.0,47,"Artisans, commerçants, chefs d'entreprise",Appartement,Propriétaire,61.34,21692.0,2012-11-13 00:00:00,3.0,2015-04-09 16:49:42,2015-04-10 16:49:42,196.71,212.66
|
||||
1219,81.0,92,"Artisans, commerçants, chefs d'entreprise",Appartement,Propriétaire,61.33,8442.0,2007-10-03 00:00:00,1.0,2008-02-26 20:31:05,2008-05-07 20:31:05,185.36,190.1
|
||||
1220,59.0,78,"Artisans, commerçants, chefs d'entreprise",Maison,Locataire,80.81,35773.0,1999-01-13 00:00:00,1.0,2002-07-17 09:24:10,2002-09-02 09:24:10,337.14,344.08
|
||||
1221,62.0,31,Employés,Appartement,Propriétaire,37.91,31801.0,2013-04-19 00:00:00,1.0,2016-04-24 22:54:21,2016-04-27 22:54:21,230.36,231.71
|
||||
1222,52.0,60,Agriculteurs exploitants,Appartement,Locataire,82.23,16276.0,2004-02-05 00:00:00,1.0,2006-01-15 10:05:59,2006-04-27 10:05:59,202.83,203.44
|
||||
1223,32.0,36,Employés,Maison,Propriétaire,169.56,31290.0,2006-02-20 00:00:00,2.0,2011-01-01 21:09:36,2011-01-02 21:09:36,385.54,440.69
|
||||
1224,52.0,38,Employés,Appartement,Locataire,97.35,19188.0,2014-10-18 00:00:00,1.0,2017-09-12 04:04:34,2017-10-23 04:04:34,201.64,201.78
|
||||
1225,71.0,62,Agriculteurs exploitants,Maison,Locataire,120.19,31909.0,2017-06-02 00:00:00,1.0,2017-12-04 13:42:54,2018-02-13 13:42:54,338.85,343.02
|
||||
1226,43.0,94,Employés,Maison,Propriétaire,168.47,21322.0,2012-03-12 00:00:00,0.0,,,398.19,402.41
|
||||
1227,47.0,49,Cadres et professions intellectuelles supérieures,Maison,Propriétaire,150.76,14345.0,1997-06-21 00:00:00,2.0,1999-01-17 05:23:35,1999-01-18 05:23:35,364.13,373.26
|
||||
1228,42.0,75,"Artisans, commerçants, chefs d'entreprise",Appartement,Locataire,55.16,9027.0,2004-07-13 00:00:00,3.0,2009-01-10 16:46:01,2009-01-11 16:46:01,223.99,248.12
|
||||
1229,53.0,02,Agriculteurs exploitants,Appartement,Locataire,77.85,48511.0,2005-12-17 00:00:00,2.0,2006-08-14 16:06:56,2006-09-28 16:06:56,241.39,255.67
|
||||
1230,32.0,971,Cadres et professions intellectuelles supérieures,Appartement,Locataire,62.51,20725.0,2001-08-01 00:00:00,2.0,2005-11-09 19:30:37,2005-12-04 19:30:37,231.83,248.48
|
||||
1231,36.0,89,Employés,Maison,Locataire,112.5,14802.0,2012-07-31 00:00:00,0.0,,,389.09,390.19
|
||||
1232,56.0,14,"Artisans, commerçants, chefs d'entreprise",Appartement,Locataire,79.74,16641.0,2004-10-09 00:00:00,0.0,,,226.11,226.3
|
||||
1233,24.0,92,Cadres et professions intellectuelles supérieures,Appartement,Locataire,64.57,18479.0,1995-09-25 00:00:00,2.0,2000-05-02 10:53:15,2000-05-03 10:53:15,227.5,232.52
|
||||
1234,52.0,95,"Artisans, commerçants, chefs d'entreprise",Maison,Locataire,150.53,19879.0,1998-08-10 00:00:00,5.0,2000-08-01 11:42:05,2000-08-24 11:42:05,390.16,599.5
|
||||
1235,44.0,32,"Artisans, commerçants, chefs d'entreprise",Appartement,Locataire,71.07,31422.0,2011-06-27 00:00:00,2.0,2016-04-27 07:43:26,2016-07-01 07:43:26,240.3,253.84
|
||||
1236,58.0,92,Cadres et professions intellectuelles supérieures,Appartement,Propriétaire,70.56,13593.0,2012-06-15 00:00:00,1.0,2016-05-09 22:14:48,2016-05-13 22:14:48,247.96,256.66
|
||||
1237,17.0,52,Cadres et professions intellectuelles supérieures,Appartement,Locataire,68.5,49670.0,1995-12-22 00:00:00,0.0,,,219.72,221.18
|
||||
1238,32.0,39,Cadres et professions intellectuelles supérieures,Appartement,Locataire,81.95,22808.0,2016-10-07 00:00:00,3.0,2020-05-11 01:54:01,2020-05-17 01:54:01,210.5,269.18
|
||||
1239,29.0,19,Agriculteurs exploitants,Appartement,Locataire,100.52,16031.0,2002-03-16 00:00:00,2.0,2006-08-18 02:57:52,2006-12-01 02:57:52,226.79,226.82
|
||||
1240,54.0,60,Employés,Maison,Locataire,84.99,25218.0,2009-11-20 00:00:00,1.0,2012-07-23 17:46:14,2012-12-10 17:46:14,358.09,363.84
|
||||
1241,33.0,59,Employés,Appartement,Locataire,85.16,42937.0,2002-02-18 00:00:00,0.0,,,219.48,222.17
|
||||
1242,53.0,94,"Artisans, commerçants, chefs d'entreprise",Maison,Locataire,105.42,21780.0,2007-07-23 00:00:00,1.0,2009-01-06 09:43:05,2009-02-08 09:43:05,333.36,369.61
|
||||
1243,38.0,94,Cadres et professions intellectuelles supérieures,Maison,Propriétaire,145.46,21018.0,2009-06-03 00:00:00,1.0,2010-07-01 21:25:11,2010-08-28 21:25:11,399.07,399.19
|
||||
1244,45.0,77,Employés,Appartement,Locataire,80.43,20506.0,2009-11-25 00:00:00,2.0,2012-04-03 02:44:36,2012-06-01 02:44:36,185.32,190.3
|
||||
1245,28.0,12,Cadres et professions intellectuelles supérieures,Maison,Propriétaire,124.72,17473.0,1996-04-30 00:00:00,2.0,1999-03-23 04:41:06,1999-06-24 04:41:06,325.12,330.32
|
||||
1246,45.0,07,Employés,Maison,Propriétaire,114.63,16463.0,2020-06-12 00:00:00,2.0,2020-07-18 03:10:46,2020-08-05 03:10:46,409.77,443.96
|
||||
1247,32.0,93,Cadres et professions intellectuelles supérieures,Appartement,Locataire,64.44,30857.0,1997-01-17 00:00:00,1.0,1998-03-24 18:34:49,1998-03-25 18:34:49,195.71,195.73
|
||||
1248,63.0,10,Cadres et professions intellectuelles supérieures,Maison,Propriétaire,133.87,24276.0,2000-01-21 00:00:00,1.0,2002-08-05 14:44:59,2002-08-06 14:44:59,386.89,388.21
|
||||
1249,54.0,42,"Artisans, commerçants, chefs d'entreprise",Appartement,Locataire,87.58,16266.0,2019-03-22 00:00:00,2.0,2020-12-04 02:41:51,2020-12-22 02:41:51,214.13,231.28
|
||||
1250,47.0,53,Agriculteurs exploitants,Maison,Locataire,138.36,32164.0,2003-05-31 00:00:00,1.0,2008-01-16 02:03:07,2008-04-11 02:03:07,426.88,436.23
|
||||
1251,27.0,78,Agriculteurs exploitants,Appartement,Locataire,64.77,14382.0,2017-01-31 00:00:00,1.0,2018-07-14 03:00:48,2018-09-08 03:00:48,185.83,189.15
|
||||
1252,48.0,93,Ouvriers,Appartement,Propriétaire,54.51,39223.0,2017-06-17 00:00:00,3.0,2019-07-29 04:49:43,2019-09-24 04:49:43,223.56,249.36
|
||||
1253,48.0,88,Employés,Appartement,Locataire,70.89,13996.0,2007-03-08 00:00:00,0.0,,,228.49,228.71
|
||||
1254,34.0,73,Employés,Maison,Locataire,131.07,33436.0,2018-12-20 00:00:00,1.0,2020-11-22 21:15:32,2020-12-16 09:15:32,368.19,368.43
|
||||
1255,26.0,36,Agriculteurs exploitants,Appartement,Locataire,82.45,21905.0,1995-11-29 00:00:00,1.0,1997-02-21 18:06:25,1997-05-04 18:06:25,204.39,215.09
|
||||
1256,22.0,29,Ouvriers,Appartement,Locataire,61.51,17668.0,2007-02-06 00:00:00,0.0,,,205.82,208.2
|
||||
1257,48.0,45,Inactifs,Maison,Propriétaire,92.71,8639.0,1999-02-12 00:00:00,3.0,2002-07-25 06:57:11,2002-07-29 06:57:11,374.67,405.61
|
||||
1258,41.0,77,"Artisans, commerçants, chefs d'entreprise",Maison,Propriétaire,65.09,9631.0,2012-11-19 00:00:00,1.0,2014-05-16 19:43:47,2014-06-08 19:43:47,386.34,390.23
|
||||
1259,72.0,77,Employés,Maison,Locataire,160.14,12259.0,2019-12-29 00:00:00,2.0,2020-01-28 22:56:27,2020-02-03 22:56:27,408.92,411.27
|
||||
1260,46.0,48,Ouvriers,Appartement,Propriétaire,43.66,25803.0,2010-08-12 00:00:00,0.0,,,212.16,215.32
|
||||
1261,20.0,41,Cadres et professions intellectuelles supérieures,Maison,Occupant à titre gratuit,83.47,33300.0,1995-09-11 00:00:00,1.0,1996-03-20 16:33:39,1996-06-03 16:33:39,368.55,368.82
|
||||
1262,20.0,63,Inactifs,Appartement,Locataire,70.36,23128.0,2003-04-28 00:00:00,1.0,2003-06-02 03:00:14,2003-06-13 03:00:14,210.05,224.93
|
||||
1263,35.0,75,"Artisans, commerçants, chefs d'entreprise",Maison,Propriétaire,81.89,30700.0,2008-02-29 00:00:00,1.0,2010-11-01 19:58:55,2010-11-05 19:58:55,381.37,381.8
|
||||
1264,21.0,65,Ouvriers,Appartement,Propriétaire,60.2,20710.0,2014-06-25 00:00:00,1.0,2014-06-25 14:59:05,2014-08-10 14:59:05,213.0,214.46
|
||||
1265,34.0,94,Employés,Maison,Propriétaire,102.04,14076.0,1996-03-01 00:00:00,2.0,1997-06-11 02:40:48,1997-10-15 02:40:48,355.26,375.73
|
||||
1266,15.0,73,Agriculteurs exploitants,Appartement,Locataire,72.98,42195.0,2001-05-17 00:00:00,1.0,2005-11-29 05:11:23,2005-12-27 05:11:23,221.3,229.06
|
||||
1267,31.0,76,Employés,Appartement,Locataire,67.76,15653.0,2000-05-14 00:00:00,2.0,2002-05-23 01:51:50,2002-08-16 01:51:50,195.98,203.04
|
||||
1268,34.0,07,"Artisans, commerçants, chefs d'entreprise",Appartement,Locataire,87.11,25376.0,2016-10-20 00:00:00,3.0,2017-07-29 23:41:42,2017-07-30 23:41:42,212.72,237.6
|
||||
1269,22.0,03,Agriculteurs exploitants,Maison,Locataire,112.74,14570.0,2004-10-16 00:00:00,1.0,2008-10-17 14:41:29,2008-10-21 14:41:29,367.85,378.99
|
||||
1270,56.0,91,Ouvriers,Appartement,Locataire,48.15,33080.0,2013-03-05 00:00:00,1.0,2014-12-29 22:36:52,2014-12-30 22:36:52,222.44,225.34
|
||||
1271,29.0,35,"Artisans, commerçants, chefs d'entreprise",Maison,Propriétaire,119.29,39477.0,2013-09-30 00:00:00,2.0,2014-10-11 05:19:21,2014-10-12 05:19:21,407.39,455.1
|
||||
1272,66.0,78,Ouvriers,Appartement,Locataire,68.99,27806.0,2013-03-15 00:00:00,2.0,2015-03-15 09:54:26,2015-04-18 09:54:26,211.4,253.68
|
||||
1273,24.0,47,Ouvriers,Appartement,Locataire,53.91,28946.0,2017-10-26 00:00:00,1.0,2019-08-11 07:36:27,2019-08-17 07:36:27,213.38,214.59
|
||||
1274,23.0,95,"Artisans, commerçants, chefs d'entreprise",Maison,Propriétaire,134.48,30165.0,2009-03-23 00:00:00,4.0,2012-05-06 00:20:02,2012-06-21 00:20:02,397.04,481.78
|
||||
1275,30.0,10,Cadres et professions intellectuelles supérieures,Appartement,Propriétaire,77.6,27480.0,1996-04-26 00:00:00,2.0,2000-01-29 16:31:30,2000-01-30 16:31:30,214.43,227.32
|
||||
1276,52.0,16,Cadres et professions intellectuelles supérieures,Maison,Propriétaire,119.42,28945.0,2020-01-12 00:00:00,2.0,2020-02-13 21:27:18,2020-02-14 21:27:18,354.2,382.01
|
||||
1277,39.0,77,Agriculteurs exploitants,Appartement,Propriétaire,67.01,17310.0,2020-08-23 00:00:00,2.0,2020-12-02 19:19:58,2020-12-28 01:19:58,215.8,228.74
|
||||
1278,64.0,78,"Artisans, commerçants, chefs d'entreprise",Maison,Propriétaire,103.81,27160.0,2000-03-06 00:00:00,0.0,,,381.86,384.66
|
||||
1279,37.0,59,Employés,Appartement,Propriétaire,68.58,17651.0,2004-02-25 00:00:00,2.0,2005-09-24 14:29:29,2005-12-09 14:29:29,215.06,241.92
|
||||
1280,15.0,37,Cadres et professions intellectuelles supérieures,Maison,Locataire,106.35,15655.0,1995-07-17 00:00:00,1.0,1998-10-24 17:57:58,1998-12-20 17:57:58,366.67,371.46
|
||||
1281,34.0,75,Ouvriers,Maison,Locataire,121.43,30406.0,2001-09-12 00:00:00,0.0,,,392.42,396.13
|
||||
1282,72.0,10,Ouvriers,Maison,Propriétaire,126.94,26083.0,2012-03-13 00:00:00,1.0,2016-12-15 15:58:32,2016-12-16 15:58:32,325.09,340.02
|
||||
1283,51.0,13,Employés,Maison,Propriétaire,135.89,19174.0,2013-05-13 00:00:00,2.0,2016-08-04 16:18:20,2016-09-19 16:18:20,344.08,356.41
|
||||
1284,42.0,2B,Employés,Appartement,Propriétaire,74.12,11770.0,2016-01-03 00:00:00,0.0,,,178.18,180.7
|
||||
1285,15.0,43,Agriculteurs exploitants,Appartement,Propriétaire,55.52,48325.0,2014-02-14 00:00:00,1.0,2018-03-04 16:31:52,2018-03-22 16:31:52,240.11,252.87
|
||||
1286,52.0,61,"Artisans, commerçants, chefs d'entreprise",Maison,Propriétaire,158.28,13030.0,2001-03-06 00:00:00,1.0,2004-02-13 01:05:56,2004-02-14 01:05:56,408.69,421.56
|
||||
1287,32.0,82,Agriculteurs exploitants,Maison,Locataire,117.16,28444.0,1999-02-08 00:00:00,1.0,2003-05-07 17:04:19,2003-05-08 17:04:19,367.68,369.83
|
||||
1288,29.0,24,Cadres et professions intellectuelles supérieures,Appartement,Locataire,60.69,27083.0,2002-08-29 00:00:00,0.0,,,218.8,218.85
|
||||
1289,53.0,75,Agriculteurs exploitants,Maison,Propriétaire,122.99,36427.0,2014-11-25 00:00:00,2.0,2017-08-14 01:59:25,2017-08-29 01:59:25,356.12,367.84
|
||||
1290,30.0,77,"Artisans, commerçants, chefs d'entreprise",Appartement,Propriétaire,52.7,18119.0,2016-02-09 00:00:00,1.0,2019-01-01 12:54:12,2019-04-16 12:54:12,205.39,205.53
|
||||
1291,35.0,01,Cadres et professions intellectuelles supérieures,Appartement,Locataire,77.57,14013.0,2001-05-23 00:00:00,1.0,2002-05-11 19:45:00,2002-06-22 19:45:00,207.14,212.61
|
||||
1292,52.0,24,Employés,Appartement,Locataire,69.62,42975.0,2019-12-21 00:00:00,2.0,2020-05-07 20:39:33,2020-05-31 20:39:33,209.03,222.43
|
||||
1293,31.0,75,Employés,Maison,Locataire,109.22,18763.0,2012-06-28 00:00:00,1.0,2016-03-19 08:02:05,2016-04-09 08:02:05,322.3,331.65
|
||||
1294,64.0,63,Cadres et professions intellectuelles supérieures,Maison,Locataire,123.7,10390.0,2006-08-31 00:00:00,3.0,2008-02-11 07:06:14,2008-05-14 07:06:14,372.82,422.11
|
||||
1295,46.0,74,Cadres et professions intellectuelles supérieures,Maison,Propriétaire,141.56,26849.0,1999-06-18 00:00:00,0.0,,,386.36,395.15
|
||||
1296,45.0,77,Agriculteurs exploitants,Maison,Propriétaire,76.31,15048.0,2014-11-09 00:00:00,1.0,2016-06-25 01:05:58,2016-06-26 01:05:58,382.09,384.9
|
||||
1297,59.0,16,Employés,Maison,Propriétaire,115.41,21722.0,1996-08-20 00:00:00,0.0,,,415.03,422.36
|
||||
1298,44.0,66,Ouvriers,Appartement,Locataire,84.41,11456.0,2007-02-14 00:00:00,0.0,,,221.25,244.45
|
||||
1299,27.0,93,Cadres et professions intellectuelles supérieures,Appartement,Propriétaire,90.26,24565.0,2014-01-03 00:00:00,2.0,2018-01-03 23:41:39,2018-05-02 23:41:39,213.97,230.39
|
||||
|
1001
training_SC_GGP_AXA_FR.csv
Normal file
1001
training_SC_GGP_AXA_FR.csv
Normal file
File diff suppressed because it is too large
Load diff
301
xscoring_SC_GGP_AXA_FR.csv
Normal file
301
xscoring_SC_GGP_AXA_FR.csv
Normal file
|
|
@ -0,0 +1,301 @@
|
|||
age,surface,montant_assure,nb_sinistres_depuis_ouverture,cotisation_n-1,cotisation_n,duree_contrat,duree_dernier_sinistre,duree_zero_sinistre,depa_01,depa_02,depa_03,depa_04,depa_05,depa_06,depa_07,depa_08,depa_09,depa_10,depa_11,depa_12,depa_13,depa_14,depa_15,depa_16,depa_17,depa_18,depa_19,depa_21,depa_22,depa_23,depa_24,depa_25,depa_26,depa_27,depa_28,depa_29,depa_2A,depa_2B,depa_30,depa_31,depa_32,depa_33,depa_34,depa_35,depa_36,depa_37,depa_38,depa_39,depa_40,depa_41,depa_42,depa_43,depa_44,depa_45,depa_46,depa_47,depa_48,depa_49,depa_50,depa_51,depa_52,depa_53,depa_54,depa_55,depa_56,depa_57,depa_58,depa_59,depa_60,depa_61,depa_62,depa_63,depa_64,depa_65,depa_66,depa_67,depa_68,depa_69,depa_70,depa_71,depa_72,depa_73,depa_74,depa_75,depa_76,depa_77,depa_78,depa_79,depa_80,depa_81,depa_82,depa_83,depa_84,depa_85,depa_86,depa_87,depa_88,depa_89,depa_90,depa_91,depa_92,depa_93,depa_94,depa_95,depa_971,depa_972,depa_973,depa_974,depa_976,cate_Agriculteurs,"cate_Artisans,",cate_Cadres,cate_Employés,cate_Inactifs,cate_Ouvriers,type_Appartement,type_Maison,stat_Locataire,stat_Occupant,stat_Propriétaire
|
||||
19.0,158.35,45419.0,3.0,376.12,387.09,5601.0,100.0,4954.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0
|
||||
49.0,125.06,13374.0,1.0,314.26,314.49,2500.0,10.0,1189.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0
|
||||
30.0,87.29,17763.0,2.0,204.33,208.21,7766.0,1.0,6729.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0
|
||||
62.0,69.58,24241.0,0.0,208.14,210.1,141.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0
|
||||
21.0,76.56,19501.0,2.0,201.64,210.3,7846.0,1.0,7167.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0
|
||||
53.0,43.54,34634.0,1.0,216.32,223.41,7425.0,146.0,6753.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0
|
||||
35.0,78.87,18030.0,1.0,205.07,208.38,1129.0,71.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0
|
||||
15.0,60.66,15889.0,1.0,247.31,247.67,2335.0,62.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0
|
||||
31.0,75.71,8595.0,2.0,220.18,227.6,3199.0,90.0,1816.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0
|
||||
16.0,149.34,26247.0,1.0,406.03,421.68,2927.0,6.0,2008.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0
|
||||
55.0,43.9,17814.0,2.0,223.82,232.08,2252.0,80.0,1570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,1.0,0.0,0.0
|
||||
47.0,52.71,20690.0,3.0,213.23,270.01,9100.0,59.0,7882.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0
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42.0,74.12,11770.0,0.0,178.18,180.7,1867.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0
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||||
15.0,55.52,48325.0,1.0,240.11,252.87,2555.0,18.0,1057.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0
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52.0,158.28,13030.0,1.0,408.69,421.56,7283.0,1.0,6208.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0
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||||
32.0,117.16,28444.0,1.0,367.68,369.83,8040.0,1.0,6489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0
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||||
29.0,60.69,27083.0,0.0,218.8,218.85,6742.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0
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||||
53.0,122.99,36427.0,2.0,356.12,367.84,2271.0,15.0,1263.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0
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||||
30.0,52.7,18119.0,1.0,205.39,205.53,1830.0,105.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0
|
||||
35.0,77.57,14013.0,1.0,207.14,212.61,7205.0,42.0,6809.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0
|
||||
52.0,69.62,42975.0,2.0,209.03,222.43,419.0,24.0,256.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0
|
||||
31.0,109.22,18763.0,1.0,322.3,331.65,3151.0,21.0,1769.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0
|
||||
64.0,123.7,10390.0,3.0,372.82,422.11,5279.0,93.0,4656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0
|
||||
46.0,141.56,26849.0,0.0,386.36,395.15,7910.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0
|
||||
45.0,76.31,15048.0,1.0,382.09,384.9,2287.0,1.0,1692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0
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||||
59.0,115.41,21722.0,0.0,415.03,422.36,8942.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0
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||||
44.0,84.41,11456.0,0.0,221.25,244.45,5112.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,1.0,0.0,0.0
|
||||
27.0,90.26,24565.0,2.0,213.97,230.39,2597.0,119.0,1016.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0
|
||||
|
1001
xtraining_SC_GGP_AXA_FR.csv
Normal file
1001
xtraining_SC_GGP_AXA_FR.csv
Normal file
File diff suppressed because it is too large
Load diff
1001
ytraining_SC_GGP_AXA_FR.csv
Normal file
1001
ytraining_SC_GGP_AXA_FR.csv
Normal file
File diff suppressed because it is too large
Load diff
Loading…
Reference in a new issue