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Hugo Schindler 2021-02-11 17:11:45 +01:00
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### A Pluto.jl notebook ###
# v0.12.20
using Markdown
using InteractiveUtils
# ╔═╡ e8322e0e-6bd2-11eb-3c59-032d9259f937
begin
using Dates
using CSV, Statistics
#using DataFrames
using Plots
#using AutoMLPipeline
using Flux
using CUDA
using MultivariateStats
using Distributed
using ScikitLearn
using JLBoost, JLBoostMLJ, MLJ
end
# ╔═╡ 87c0f780-6c4f-11eb-28d0-3dedf07b9c50
begin
@sync @everywhere using AutoMLPipeline
@sync @everywhere using DataFrames
end
# ╔═╡ ce121a34-6c59-11eb-019d-0bf399586199
begin
using RDatasets;
iris = dataset("datasets", "iris");
iris[!, :is_setosa] = iris.Species .== "setosa";
Xi, yi = unpack(iris, x->!(x in [:is_setosa, :Species]), ==(:is_setosa));
end
# ╔═╡ d0e9a9d8-6c5a-11eb-059d-a51a5d6aa7e8
begin
using Lathe.models: RandomForestClassifier
using StatsBase
end
# ╔═╡ 962ac8c4-6be0-11eb-3865-f5dce353b241
splitLabel(label) = split(label, " ")[1]
# ╔═╡ 75736b1c-6bd5-11eb-08a7-630cd343e6bb
function onehot_df(training::DataFrame, key::String, insert::Bool)
if !insert
return select(training, Not(key))
end
labels = sort(unique(training[!, key]))
oh_key = Flux.onehotbatch(training[!, key], labels)
return hcat(select(training, Not(key)), DataFrame(oh_key', (key[1:4]*"_") .* splitLabel.(labels)))
end
# ╔═╡ 90803e02-6bdd-11eb-0c9e-992ccc13cf4c
dateConv(d) = Dates.DateTime(d, "yyyy-mm-dd HH:MM:SS")
# ╔═╡ 50e1ff74-6be2-11eb-0f36-458c037d64fc
convertDay(array) = Dates.value.(convert.(Dates.Day, round.(array, Dates.Day)))
# ╔═╡ 29fdbcde-6bda-11eb-2d0e-f737cdf5d019
begin
training = DataFrame(CSV.File("training_SC_GGP_AXA_FR.csv"))
# 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!(training.cloture_dernier_sinistre, missing => today_string)
for key in ["debut_contrat", "ouverture_dernier_sinistre", "cloture_dernier_sinistre"]
training[!, key] = dateConv.(training[!, key])
end
# Add duree
insertcols!(training, "duree_contrat" => convertDay(today - training.debut_contrat))
insertcols!(training, "duree_dernier_sinistre" => convertDay(training.cloture_dernier_sinistre - training.ouverture_dernier_sinistre))
insertcols!(training, "duree_zero_sinistre" => convertDay(today - training.cloture_dernier_sinistre))
select!(training, Not("debut_contrat"))
select!(training, Not("ouverture_dernier_sinistre"))
select!(training, Not("cloture_dernier_sinistre"))
# One hot encode categorical
training = onehot_df(training, "departement", true)
training = onehot_df(training, "categorie_socio_professionnelle", true)
training = onehot_df(training, "type_de_bien", true)
training = onehot_df(training, "statut", true)
select!(training, Not("index"))
training = Float32.(training)
end
# ╔═╡ 4d58899e-6bed-11eb-2a00-674d22246165
begin
using Flux.Data: DataLoader
using Flux: onehotbatch, onecold, logitcrossentropy, throttle, @epochs
using Base.Iterators: repeated
using Parameters: @with_kw
using MLDatasets
if has_cuda() # Check if CUDA is available
@info "CUDA is on"
CUDA.allowscalar(false)
end
η = 1e-5 # learning rate
batchsize = 1000 # batch size
epochs = 1000 # number of epochs
device = cpu # set as gpu, if gpu available
function getdata()
ENV["DATADEPS_ALWAYS_ACCEPT"] = "true"
# Loading Dataset
xtrain = permutedims(Array(Float32.(select(training, Not("target")))))
ytrain = permutedims(Array(Float32.(select(training, "target"))))
xtest, ytest = xtrain, ytrain
#xtrain, ytrain = MLDatasets.MNIST.traindata(Float32)
#xtest, ytest = MLDatasets.MNIST.testdata(Float32)
@show(size(xtrain), size(ytrain))
@show(typeof(xtrain), typeof(ytrain))
# Reshape Data in order to flatten each image into a linear array
#xtrain = Flux.flatten(xtrain)
#xtest = Flux.flatten(xtest)
ytrain = dropdims(ytrain; dims = 1)
ytest = dropdims(ytest; dims = 1)
@show(size(xtrain), size(ytrain))
@show(typeof(xtrain), typeof(ytrain))
# One-hot-encode the labels
ytrain, ytest = onehotbatch(ytrain, 0:1), onehotbatch(ytest, 0:1)
#ytrain, ytest = onehotbatch(ytrain, 0:9), onehotbatch(ytest, 0:9)
@show(size(xtrain), size(ytrain))
@show(typeof(xtrain), typeof(ytrain))
# Batching
train_data = DataLoader(xtrain, ytrain, batchsize=batchsize, shuffle=true)
test_data = DataLoader(xtest, ytest, batchsize=batchsize)
return train_data, test_data
end
function build_model(; imgsize=(20,1), nclasses=2, hidden=1024)
return Chain(
Dense(prod(imgsize), hidden, relu),
Dense(hidden, hidden, relu),
Dense(hidden, nclasses))
end
function loss_all(dataloader, model)
l = 0f0
for (x,y) in dataloader
l += logitcrossentropy(model(x), y)
end
l/length(dataloader)
end
function accuracy(data_loader, model)
acc = 0
for (x,y) in data_loader
acc += sum(onecold(cpu(model(x))) .== onecold(cpu(y)))*1 / size(x,2)
end
acc/length(data_loader)
end
function focal_loss(yh, y)
ce_loss = Flux.crossentropy(yh, y; agg=identity)
pt = exp.(-ce_loss)
gamma = 100
return mean(((1 .- pt) .^ gamma) .* ce_loss)
end
function train()
# Initializing Model parameters
# Load Data
train_data,test_data = getdata()
# Construct model
m = build_model()
train_data = device.(train_data)
test_data = device.(test_data)
m = device(m)
#loss(x,y) = focal_loss(m(x), y)
loss(x,y) = logitcrossentropy(m(x), y)
## Training
evalcb = () -> @show(loss_all(train_data, m), accuracy(train_data, m))
opt = ADAM(η)
#Flux.@epochs epochs Flux.train!(loss, params(m), train_data, opt, cb = evalcb)
#@show accuracy(train_data, m)
#@show accuracy(test_data, m)
end
train()
end
# ╔═╡ 5ccf4fc8-6c5b-11eb-1aaa-876ea467c25d
begin
using Lathe.preprocess: TrainTestSplit
using Lathe.lstats: catacc
dtrain,dtest = TrainTestSplit(training)
end
# ╔═╡ c7ca7334-6bdb-11eb-2413-f50b8cd50f89
size(training)
# ╔═╡ b69d0732-6bd8-11eb-0144-39023b4d5326
describe(training)
# ╔═╡ 964d8b78-6bf6-11eb-1129-9b6e7d2c21d1
#begin
# X = permutedims(Array(Float32.(select(training, Not("target")))))#[:, 1:100]# |> gpu
# Y = permutedims(Array(Float32.(select(training, "target"))))#[:, 1:100]# |> gpu
# Y = onehotbatch(dropdims(Y; dims = 1), 0:1)
#m = Chain(
# Dense(size(X)[1], 32, relu),
#Dense(32, 2),
#softmax)# |> gpu
# function loss(x, y)
# return Flux.logitcrossentropy(m(x), y)
# end
# function Accuracy(x, y)
# a = Flux.onecold(m(x))
# b = Flux.onecold(y)# |> gpu #### If this is not there, it beceomes a julia array
# @show(size(a), size(b))
# return mean(a .== b)
# end
# dataset = Iterators.repeated((X, Y), 10)
# evalcb = () -> @show(loss(X, Y), Accuracy(X, Y))
# opt = ADAM(0.001, (0.9, 0.999))
# Flux.@epochs 100 Flux.train!(loss, params(m), dataset, opt, cb = Flux.throttle(evalcb, 10))
# Accuracy(X, Y), loss(X, Y)
#end
# ╔═╡ 4a55b5fa-6c47-11eb-1b2d-95ae61217361
begin
X = Float32.(select(training, Not("target")))
Y = Float32.(training[!, "target"]) |> Vector
end
# ╔═╡ e250e5da-6c49-11eb-1005-8567cf37eaf8
begin
ppca = SKPreprocessor("PCA");
pnumf = NumFeatureSelector();
prb = SKPreprocessor("RobustScaler");
pohePCA = @pipeline pnumf |> prb |> ppca
trPCA = fit_transform!(pohePCA,X,Y)
scatter(trPCA[:, 1], trPCA[:, 2], markersize=3*Y.+1)
end
# ╔═╡ e9e72212-6c4b-11eb-0f57-9bd831b4dd80
begin
prf = SKLearner("RandomForestClassifier",Dict(:impl_args=>Dict(:n_estimators => 100)))
rfp1 = @pipeline pnumf |> prb |> prf;
crossvalidate(rfp1, X,Y)
end
# ╔═╡ 3c0a1b1c-6c4c-11eb-1cb8-bb4182cf5dd1
begin
# from discourse discussion with zevelev
#addprocs()
#@everywhere using AutoMLPipeline, DataFrames
#Get models.
sk= AutoMLPipeline.SKLearners.learner_dict |> keys |> collect;
sk= sk |> x-> sort(x,lt=(x,y)->lowercase(x)<lowercase(y));
m_cl= sk[occursin.("Classifier", sk)];
m_cl= m_cl sk[occursin.("NB", sk)];
m_cl= m_cl sk[occursin.("SVC", sk)];
m_cl= m_cl ["LDA", "QDA"];
# find optimal learners
learners = @distributed (vcat) for m in m_cl
learner = SKLearner(m)
pcmc = AutoMLPipeline.@pipeline learner
println(learner.name)
mean,sd,folds,err = crossvalidate(pcmc,X,Y,"accuracy_score",5)
if !isnan(mean)
DataFrame(name=learner.name,mean=mean,sd=sd,folds=folds,errors=err)
else
DataFrame()
end
end;
sort!(learners,:mean,rev=true)
@show learners;
# optimized C
#results=@distributed (vcat) for C in 1:5
# @distributed (vcat) for gamma = 1:5
# svcmodel = SKLearner("SVC",Dict(:impl_args=>Dict(:kernel=>"rbf",:C=>C,:gamma=>gamma) ))
# mn,sd,fld,err = crossvalidate(svcmodel,X,Y)
#DataFrame(name=svcmodel.name,mean=mn,sd=sd,C=C,gamma=gamma,folds=fld,errors=err)
# end
#end
#sort!(results,:mean,rev=true)
#@show results
# search best learner by crossvalidation and use it for prediction
#learners = SKLearner.(["AdaBoostClassifier","BaggingClassifier","SGDClassifier","SVC","LinearSVC"])
#blearner = BestLearner(learners)
#crossvalidate(blearner,X,Y,"accuracy_score")
#fit!(blearner,X,Y)
end
# ╔═╡ 996a1126-6c4d-11eb-34fc-c97f0636695d
learners[1, :]
# ╔═╡ 6eb62f38-6c4f-11eb-0d56-975521d7d224
begin
# Add workers
nprocs() == 1 && addprocs();
workers()
#### feature selectors
catf = CatFeatureSelector();
numf = NumFeatureSelector();
# hot-bit encoder
ohe = AutoMLPipeline.OneHotEncoder();
#### feature scalers
rb = SKPreprocessor("RobustScaler");
pt = SKPreprocessor("PowerTransformer");
mx = SKPreprocessor("MinMaxScaler");
std = SKPreprocessor("StandardScaler");
norm = SKPreprocessor("Normalizer");
#### feature extractors
#pca = SKPreprocessor("PCA", Dict(:autocomponent => true));
#ica = SKPreprocessor("FastICA", Dict(:autocomponent => true));
#fa = SKPreprocessor("FactorAnalysis", Dict(:autocomponent => true));
#### Learners
rf = SKLearner("RandomForestClassifier", Dict(:impl_args => Dict(:n_estimators => 10)));
gb = SKLearner("GradientBoostingClassifier");
lsvc = SKLearner("LinearSVC");
mlp = SKLearner("MLPClassifier");
stack = StackEnsemble();
rbfsvc = SKLearner("SVC");
ada = SKLearner("AdaBoostClassifier");
vote = VoteEnsemble();
best = BestLearner();
tree = PrunedTree();
sgd = SKLearner("SGDClassifier");
noop = Identity(Dict(:name => "Noop"));
# Parallel Search for Datamining Optimal Pipelines
function prpsearch()
learners = [rf,ada,sgd,tree,rbfsvc,lsvc,gb];
scalers = [rb,pt,norm,std,mx,noop];
dftable = @sync @distributed (vcat) for lr in learners
@distributed (vcat) for sc in scalers
pipe = AutoMLPipeline.@pipeline (catf |> ohe) + (numf |> sc ) |> lr
scn = sc.name[1:end - 4]; lrn = lr.name[1:end - 4]
pname = "$scn |> $lrn"
ptime = @elapsed begin
mean, sd, kfold, _ = crossvalidate(pipe, X, Y, "accuracy_score", 5)
end
DataFrame(pipeline=pname, mean=mean, sd=sd, time=ptime, folds=kfold)
end
end
sort!(dftable, :mean, rev=true);
dftable
end
runtime = @elapsed begin
#df = prpsearch()
end;
#serialtime = df.time |> sum;
#(serialtime = "$(round(serialtime / 60.0)) minutes", paralleltime = "$(round(runtime)) seconds")
# pipeline performances
#@show df
end
# ╔═╡ 22b11720-6c50-11eb-3e44-c726d18c6948
df
# ╔═╡ e3d0797a-6c53-11eb-1923-c719d8210533
gb
# ╔═╡ cd229ebc-6c56-11eb-1f44-b3ce2e8e0875
begin
jlb = JLBoostClassifier()
r1 = range(jlb, :nrounds, lower=1, upper = 6)
r2 = range(jlb, :max_depth, lower=1, upper = 6)
r3 = range(jlb, :eta, lower=0.1, upper=1.0)
tm = TunedModel(model = jlb, ranges = [r1, r2, r3], measure = cross_entropy)
XX = X
YY = categorical(Bool.(Y))
m = machine(tm, XX, YY)
end
# ╔═╡ 13522512-6c5a-11eb-2278-2d6bda47e9a1
parent(YY)
# ╔═╡ 331af5c8-6c59-11eb-2dbd-c3a9b8127f97
MLJ.fit!(m)
# ╔═╡ 232e07a2-6c5b-11eb-15e2-2b94b7f934dc
X
# ╔═╡ 24c4b282-6c5b-11eb-3a32-3936b6fde11e
Y
# ╔═╡ 5e8e1a92-6c5b-11eb-3a34-a5d8452288b5
training
# ╔═╡ a98857da-6c5b-11eb-3d4e-75e9ad20b4fc
dtest
# ╔═╡ 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

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### 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
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,target
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1001,1
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1111,1
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1120,1
1121,0
1122,0
1123,1
1124,0
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1126,0
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1128,0
1129,0
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1131,0
1132,0
1133,0
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1141,0
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1154,1
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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
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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
1 target
2 1000 1
3 1001 1
4 1002 0
5 1003 0
6 1004 0
7 1005 0
8 1006 0
9 1007 1
10 1008 1
11 1009 0
12 1010 0
13 1011 0
14 1012 0
15 1013 0
16 1014 0
17 1015 0
18 1016 0
19 1017 0
20 1018 1
21 1019 1
22 1020 0
23 1021 0
24 1022 0
25 1023 1
26 1024 0
27 1025 1
28 1026 0
29 1027 0
30 1028 0
31 1029 0
32 1030 0
33 1031 1
34 1032 0
35 1033 0
36 1034 0
37 1035 0
38 1036 1
39 1037 1
40 1038 1
41 1039 0
42 1040 0
43 1041 0
44 1042 1
45 1043 0
46 1044 0
47 1045 0
48 1046 0
49 1047 0
50 1048 0
51 1049 0
52 1050 1
53 1051 0
54 1052 0
55 1053 0
56 1054 0
57 1055 0
58 1056 0
59 1057 1
60 1058 0
61 1059 0
62 1060 1
63 1061 0
64 1062 0
65 1063 0
66 1064 0
67 1065 0
68 1066 0
69 1067 0
70 1068 0
71 1069 1
72 1070 0
73 1071 0
74 1072 0
75 1073 0
76 1074 0
77 1075 0
78 1076 0
79 1077 0
80 1078 0
81 1079 0
82 1080 0
83 1081 0
84 1082 1
85 1083 0
86 1084 0
87 1085 0
88 1086 1
89 1087 1
90 1088 1
91 1089 0
92 1090 1
93 1091 1
94 1092 0
95 1093 0
96 1094 0
97 1095 0
98 1096 0
99 1097 0
100 1098 1
101 1099 1
102 1100 0
103 1101 0
104 1102 0
105 1103 0
106 1104 1
107 1105 0
108 1106 1
109 1107 0
110 1108 0
111 1109 0
112 1110 1
113 1111 1
114 1112 0
115 1113 0
116 1114 0
117 1115 0
118 1116 0
119 1117 1
120 1118 1
121 1119 0
122 1120 1
123 1121 0
124 1122 0
125 1123 1
126 1124 0
127 1125 0
128 1126 0
129 1127 0
130 1128 0
131 1129 0
132 1130 1
133 1131 0
134 1132 0
135 1133 0
136 1134 0
137 1135 0
138 1136 0
139 1137 0
140 1138 1
141 1139 0
142 1140 0
143 1141 0
144 1142 0
145 1143 0
146 1144 0
147 1145 0
148 1146 0
149 1147 0
150 1148 0
151 1149 1
152 1150 0
153 1151 0
154 1152 0
155 1153 0
156 1154 1
157 1155 0
158 1156 0
159 1157 0
160 1158 0
161 1159 1
162 1160 0
163 1161 0
164 1162 0
165 1163 1
166 1164 1
167 1165 0
168 1166 0
169 1167 1
170 1168 0
171 1169 0
172 1170 1
173 1171 0
174 1172 0
175 1173 0
176 1174 0
177 1175 1
178 1176 0
179 1177 0
180 1178 1
181 1179 0
182 1180 0
183 1181 0
184 1182 1
185 1183 0
186 1184 1
187 1185 0
188 1186 1
189 1187 0
190 1188 0
191 1189 0
192 1190 1
193 1191 0
194 1192 0
195 1193 0
196 1194 0
197 1195 1
198 1196 0
199 1197 1
200 1198 1
201 1199 1
202 1200 1
203 1201 0
204 1202 0
205 1203 1
206 1204 1
207 1205 1
208 1206 0
209 1207 1
210 1208 0
211 1209 0
212 1210 0
213 1211 0
214 1212 0
215 1213 1
216 1214 1
217 1215 0
218 1216 0
219 1217 0
220 1218 0
221 1219 0
222 1220 0
223 1221 0
224 1222 0
225 1223 0
226 1224 0
227 1225 0
228 1226 0
229 1227 1
230 1228 0
231 1229 0
232 1230 0
233 1231 0
234 1232 0
235 1233 0
236 1234 0
237 1235 0
238 1236 1
239 1237 0
240 1238 1
241 1239 0
242 1240 0
243 1241 0
244 1242 0
245 1243 1
246 1244 0
247 1245 1
248 1246 0
249 1247 0
250 1248 0
251 1249 0
252 1250 0
253 1251 0
254 1252 0
255 1253 0
256 1254 0
257 1255 0
258 1256 0
259 1257 1
260 1258 1
261 1259 0
262 1260 0
263 1261 1
264 1262 0
265 1263 1
266 1264 0
267 1265 1
268 1266 0
269 1267 0
270 1268 0
271 1269 0
272 1270 0
273 1271 1
274 1272 0
275 1273 0
276 1274 1
277 1275 1
278 1276 0
279 1277 0
280 1278 0
281 1279 1
282 1280 0
283 1281 0
284 1282 0
285 1283 1
286 1284 0
287 1285 1
288 1286 1
289 1287 0
290 1288 0
291 1289 1
292 1290 1
293 1291 0
294 1292 0
295 1293 0
296 1294 0
297 1295 1
298 1296 1
299 1297 1
300 1298 0
301 1299 1

301
scoring_SC_GGP_AXA_FR.csv Normal file
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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
1 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
2 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
3 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
4 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
5 1003 62.0 61 Agriculteurs exploitants Appartement Locataire 69.58 24241.0 2020-09-24 00:00:00 0.0 208.14 210.1
6 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
7 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
8 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
9 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
10 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
11 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
12 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
13 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
14 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
15 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
16 1014 43.0 67 Ouvriers Maison Locataire 133.73 14307.0 2010-01-10 00:00:00 0.0 333.01 333.09
17 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
18 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
19 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
20 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
21 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
22 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
23 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
24 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
25 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
26 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
27 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
28 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
29 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
30 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
31 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
32 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
33 1031 48.0 62 Employés Appartement Propriétaire 54.12 30864.0 2013-11-27 00:00:00 0.0 222.61 232.18
34 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
35 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
36 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
37 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
38 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
39 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
40 1038 44.0 25 Employés Appartement Propriétaire 57.59 13212.0 1999-11-13 00:00:00 0.0 220.83 224.32
41 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
42 1040 31.0 28 Ouvriers Appartement Locataire 77.77 49457.0 2001-07-03 00:00:00 0.0 227.68 229.54
43 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
44 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
45 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
46 1044 31.0 80 Employés Maison Locataire 97.19 37678.0 2012-07-08 00:00:00 0.0 399.11 402.94
47 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
48 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
49 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
50 1048 46.0 87 Ouvriers Appartement Propriétaire 98.43 22997.0 2005-11-01 00:00:00 0.0 196.7 196.73
51 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
52 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
53 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
54 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
55 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
56 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
57 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
58 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
59 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
60 1058 34.0 78 Employés Appartement Locataire 50.05 24157.0 2000-03-10 00:00:00 0.0 215.97 217.23
61 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
62 1060 39.0 75 Agriculteurs exploitants Appartement Propriétaire 29.36 11215.0 2005-12-11 00:00:00 0.0 208.58 217.85
63 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
64 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
65 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
66 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
67 1065 43.0 43 Employés Maison Locataire 108.05 18380.0 1995-03-17 00:00:00 0.0 353.59 353.92
68 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
69 1067 44.0 75 Employés Maison Locataire 87.81 11322.0 2016-12-11 00:00:00 0.0 393.96 398.58
70 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
71 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
72 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
73 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
74 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
75 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
76 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
77 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
78 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
79 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
80 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
81 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
82 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
83 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
84 1082 31.0 57 Employés Appartement Propriétaire 55.67 27772.0 2005-08-10 00:00:00 0.0 232.67 236.12
85 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
86 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
87 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
88 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
89 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
90 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
91 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
92 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
93 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
94 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
95 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
96 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
97 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
98 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
99 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
100 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
101 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
102 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
103 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
104 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
105 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
106 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
107 1105 32.0 01 Agriculteurs exploitants Maison Locataire 79.35 19933.0 1995-12-12 00:00:00 0.0 381.05 386.83
108 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
109 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
110 1108 51.0 28 Ouvriers Appartement Propriétaire 82.94 10916.0 2018-01-27 00:00:00 0.0 211.73 212.06
111 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
112 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
113 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
114 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
115 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
116 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
117 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
118 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
119 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
120 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
121 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
122 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
123 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
124 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
125 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
126 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
127 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
128 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
129 1127 28.0 71 Ouvriers Appartement Locataire 71.5 11938.0 2005-04-04 00:00:00 0.0 179.19 181.34
130 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
131 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
132 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
133 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
134 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
135 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
136 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
137 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
138 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
139 1137 26.0 84 Employés Appartement Locataire 105.97 12448.0 2001-01-16 00:00:00 0.0 220.96 222.79
140 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
141 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
142 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
143 1141 38.0 83 Agriculteurs exploitants Maison Propriétaire 155.22 15114.0 1996-09-05 00:00:00 0.0 329.29 332.91
144 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
145 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
146 1144 30.0 13 Employés Maison Locataire 110.81 17688.0 2005-05-09 00:00:00 0.0 369.18 373.1
147 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
148 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
149 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
150 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
151 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
152 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
153 1151 56.0 39 Employés Maison Locataire 131.08 16557.0 2010-07-10 00:00:00 0.0 361.62 362.68
154 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
155 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
156 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
157 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
158 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
159 1157 35.0 48 Agriculteurs exploitants Appartement Locataire 50.21 19188.0 2010-11-17 00:00:00 0.0 202.48 202.65
160 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
161 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
162 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
163 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
164 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
165 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
166 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
167 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
168 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
169 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
170 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
171 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
172 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
173 1171 68.0 64 Employés Maison Locataire 59.48 18847.0 1999-04-24 00:00:00 0.0 360.34 363.12
174 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
175 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
176 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
177 1175 58.0 75 Ouvriers Appartement Propriétaire 80.95 9208.0 2002-03-14 00:00:00 0.0 222.58 222.65
178 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
179 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
180 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
181 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
182 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
183 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
184 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
185 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
186 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
187 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
188 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
189 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
190 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
191 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
192 1190 45.0 78 Employés Appartement Propriétaire 87.91 19945.0 2005-05-04 00:00:00 0.0 219.49 227.11
193 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
194 1192 45.0 71 Agriculteurs exploitants Appartement Locataire 80.3 18365.0 2015-07-20 00:00:00 0.0 194.88 194.91
195 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
196 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
197 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
198 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
199 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
200 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
201 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
202 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
203 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
204 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
205 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
206 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
207 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
208 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
209 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
210 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
211 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
212 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
213 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
214 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
215 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
216 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
217 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
218 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
219 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
220 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
221 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
222 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
223 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
224 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
225 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
226 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
227 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
228 1226 43.0 94 Employés Maison Propriétaire 168.47 21322.0 2012-03-12 00:00:00 0.0 398.19 402.41
229 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
230 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
231 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
232 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
233 1231 36.0 89 Employés Maison Locataire 112.5 14802.0 2012-07-31 00:00:00 0.0 389.09 390.19
234 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
235 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
236 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
237 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
238 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
239 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
240 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
241 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
242 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
243 1241 33.0 59 Employés Appartement Locataire 85.16 42937.0 2002-02-18 00:00:00 0.0 219.48 222.17
244 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
245 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
246 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
247 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
248 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
249 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
250 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
251 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
252 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
253 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
254 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
255 1253 48.0 88 Employés Appartement Locataire 70.89 13996.0 2007-03-08 00:00:00 0.0 228.49 228.71
256 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
257 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
258 1256 22.0 29 Ouvriers Appartement Locataire 61.51 17668.0 2007-02-06 00:00:00 0.0 205.82 208.2
259 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
260 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
261 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
262 1260 46.0 48 Ouvriers Appartement Propriétaire 43.66 25803.0 2010-08-12 00:00:00 0.0 212.16 215.32
263 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
264 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
265 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
266 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
267 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
268 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
269 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
270 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
271 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
272 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
273 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
274 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
275 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
276 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
277 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
278 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
279 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
280 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
281 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
282 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
283 1281 34.0 75 Ouvriers Maison Locataire 121.43 30406.0 2001-09-12 00:00:00 0.0 392.42 396.13
284 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
285 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
286 1284 42.0 2B Employés Appartement Propriétaire 74.12 11770.0 2016-01-03 00:00:00 0.0 178.18 180.7
287 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
288 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
289 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
290 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
291 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
292 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
293 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
294 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
295 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
296 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
297 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
298 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
299 1297 59.0 16 Employés Maison Propriétaire 115.41 21722.0 1996-08-20 00:00:00 0.0 415.03 422.36
300 1298 44.0 66 Ouvriers Appartement Locataire 84.41 11456.0 2007-02-14 00:00:00 0.0 221.25 244.45
301 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

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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
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50.0,69.68,33334.0,1.0,237.01,237.42,8692.0,81.0,8014.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0
61.0,63.56,27270.0,1.0,224.48,244.18,1970.0,55.0,1566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0
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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
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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
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
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
1 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
2 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
3 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
4 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
5 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
6 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
7 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
8 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
9 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
10 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
11 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
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13 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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