From 7bc09979fae992b539048669b22c043ee27cee78 Mon Sep 17 00:00:00 2001
From: Nelly Barret <nelly.barret@etu.univ-lyon1.fr>
Date: Thu, 2 Jul 2020 22:22:45 +0200
Subject: [PATCH] [AM] solved CSV issue + english data
---
predihood/classes/Data.py | 90 +-
predihood/classes/Dataset.py | 12 +-
predihood/classes/MethodCleaning.py | 46 +-
predihood/classes/MethodCleansing.py | 199 ---
predihood/classes/hierarchy-ancestors.csv | 629 ---------
predihood/classes/hierarchy.csv | 629 +++++++++
predihood/classes/regrouping.csv | 1258 ++++++++---------
predihood/classes/regrouping2.csv | 629 ---------
predihood/classes/test.csv | 2 -
predihood/cleaning.py | 38 +-
predihood/cleansing.py | 109 --
predihood/config.py | 39 +-
predihood/generated_files/cleaned_data.csv | 148 +-
.../generated_files/datasets/data_density.csv | 269 ++++
.../datasets/data_density_filtered.csv | 269 ++++
.../distribution-plots/distribution_geo.png | Bin 28984 -> 28979 bytes
.../distribution_morpho.png | Bin 20851 -> 20291 bytes
.../selected-indicators/primary10.csv | 6 +
.../selected-indicators/primary100.csv | 6 +
.../selected-indicators/primary20.csv | 6 +
.../selected-indicators/primary30.csv | 6 +
.../selected-indicators/primary40.csv | 6 +
.../selected-indicators/primary50.csv | 6 +
.../selected-indicators/primary75.csv | 6 +
predihood/main.py | 10 +-
predihood/predict.py | 35 +-
predihood/selection.py | 8 +-
predihood/static/css/styles.css | 4 +
predihood/static/js/algorithms.js | 38 +-
predihood/static/js/carto.js | 14 +-
predihood/static/lib/table2excel.js | 9 +
predihood/templates/algorithms.html | 22 +-
predihood/templates/base.html | 1 +
predihood/templates/footer.html | 2 +-
predihood/templates/header.html | 2 +-
predihood/utility_functions.py | 24 +-
36 files changed, 2134 insertions(+), 2443 deletions(-)
delete mode 100644 predihood/classes/MethodCleansing.py
delete mode 100644 predihood/classes/hierarchy-ancestors.csv
create mode 100644 predihood/classes/hierarchy.csv
delete mode 100644 predihood/classes/regrouping2.csv
delete mode 100644 predihood/classes/test.csv
delete mode 100644 predihood/cleansing.py
create mode 100644 predihood/generated_files/datasets/data_density.csv
create mode 100644 predihood/generated_files/datasets/data_density_filtered.csv
create mode 100644 predihood/generated_files/selected-indicators/primary10.csv
create mode 100644 predihood/generated_files/selected-indicators/primary100.csv
create mode 100644 predihood/generated_files/selected-indicators/primary20.csv
create mode 100644 predihood/generated_files/selected-indicators/primary30.csv
create mode 100644 predihood/generated_files/selected-indicators/primary40.csv
create mode 100644 predihood/generated_files/selected-indicators/primary50.csv
create mode 100644 predihood/generated_files/selected-indicators/primary75.csv
create mode 100644 predihood/static/lib/table2excel.js
diff --git a/predihood/classes/Data.py b/predihood/classes/Data.py
index 82bf6113..554947aa 100644
--- a/predihood/classes/Data.py
+++ b/predihood/classes/Data.py
@@ -10,8 +10,9 @@ import warnings
from area import area
from predihood import model
-from predihood.cleansing import clean
-from predihood.config import FILE_CLEANED_DATA, FOLDER_DATASETS, ENVIRONMENT_VARIABLES, FILE_GROUPING
+from predihood.cleaning import clean
+from predihood.config import FILE_CLEANED_DATA, FOLDER_DATASETS, ENVIRONMENT_VARIABLES, FILE_GROUPING, NEW_PREFIX, \
+ OLD_PREFIX
from predihood.utility_functions import address_to_code, append_indicator, append_target
pd.set_option('display.max_columns', 6)
@@ -82,31 +83,33 @@ class Data:
Read the dataset stored in the CSV file (and get indicators form this dataset).
"""
if self.filter:
- self.data = pd.read_csv(self.filtered_path, encoding='latin1')
+ self.data = pd.read_csv(self.filtered_path)
else:
- self.data = pd.read_csv(self.dataset_path, encoding='latin1')
+ self.data = pd.read_csv(self.dataset_path)
self.get_indicators()
def create(self):
"""
Construct the dataset from HiL data. Ungroup lines, retrieve information about IRIS and construct a CSV file.
"""
- logging.info("... construction of dataset is in progress...")
+ logging.info("... construction of dataset is in progress ...")
raw_data = []
- cols = []
append_col = True
null_iris = 0 # IRIS that can't be retrieve from its code
foreigners = 0 # addresses that are not in France
if not os.path.exists(self.old_path): clean()
- data = pd.read_csv(self.old_path, encoding='latin1')
- cols_departure = ["Aadresse", "Apays", "Abatiment", "Ausage", "Apaysage", "Amorpho", "Ageo", "Asocial"]
- cols_arrival = ["Nadresse", "Npays", "Nbatiment", "Nusage", "Npaysage", "Nmorpho", "Ngeo", "Nsocial"]
+ data = pd.read_csv(self.old_path)
+ cols = []
+ columns = ["address", "country"]
+ columns.extend(ENVIRONMENT_VARIABLES)
+ cols_departure = [OLD_PREFIX+env for env in columns]
+ cols_arrival = [NEW_PREFIX+env for env in columns]
# get data for departure and arrival IRIS
- departures = data[cols_departure]
- arrivals = data[cols_arrival]
- # remove "Aadresse", "Apays", "Nadresse", "Npays"
+ departures = data[cols_departure] # [:4]
+ arrivals = data[cols_arrival] # [:4]
+ # remove "old_address", "old_country", "new_address", "new_country"
cols_departure.pop(0)
cols_departure.pop(0)
cols_arrival.pop(0)
@@ -115,9 +118,6 @@ class Data:
cols.append("CODE")
cols.append("AREA")
cols.append("DENSITY")
- self.indicators.insert(0, "AREA")
- self.indicators.insert(1, "DENSITY")
- print(self.indicators)
# for each departure and arrival IRIS (one line in cleanedData.csv), get the INSEE indicators and construct the
# data from it.
@@ -126,8 +126,8 @@ class Data:
dep_row = []
arr_row = []
# convert address to IRIS code and append it to data only if the address is in France
- if row1['Apays'] == 'France':
- dep_code = address_to_code(row1['Aadresse'])
+ if row1[OLD_PREFIX + 'country'] == 'France':
+ dep_code = address_to_code(row1[OLD_PREFIX + 'address'])
dep_row.append(dep_code)
dep_iris = model.get_iris_from_code(dep_code) # get IRIS information
coords_dep = model.get_coords_from_code(dep_code)
@@ -149,14 +149,14 @@ class Data:
else:
null_iris += 1
# logging.debug("This IRIS is null. %d IRIS are null.", null_iris)
- elif row1['Apays'] == '' or row1['Apays'] is None or row1['Apays'] is np.nan:
+ elif row1[OLD_PREFIX+'country'] == '' or row1[OLD_PREFIX+'country'] is None or row1[OLD_PREFIX+'country'] is np.nan:
null_iris += 1
# logging.debug("This IRIS is null.", null_iris, "IRIS are null.")
else:
foreigners += 1
# logging.debug("This IRIS is a foreigner. %d IRIS are foreigners.", foreigners)
- if row2['Npays'] == 'France':
- arr_code = address_to_code(row2['Nadresse'])
+ if row2[NEW_PREFIX + 'country'] == 'France':
+ arr_code = address_to_code(row2[NEW_PREFIX + 'address'])
arr_row.append(arr_code)
arr_iris = model.get_iris_from_code(arr_code)
coords_arr = model.get_coords_from_code(arr_code)
@@ -178,7 +178,7 @@ class Data:
else:
null_iris += 1
# logging.debug("This IRIS is null. %d IRIS are null.", null_iris)
- elif row2['Npays'] == '' or row2['Npays'] is None or row2['Npays'] is np.nan:
+ elif row2[NEW_PREFIX + 'country'] == '' or row2[NEW_PREFIX + 'country'] is None or row2[NEW_PREFIX + 'country'] is np.nan:
null_iris += 1
# logging.debug("This IRIS is null. %d IRIS are null.", null_iris)
else:
@@ -190,34 +190,26 @@ class Data:
print()
cols.extend(ENVIRONMENT_VARIABLES)
- print(cols)
logging.debug("columns:", cols)
logging.debug("%d null IRIS have been removed from the dataset.", null_iris)
logging.debug("%d addresses are not located in France.", foreigners)
self.data = pd.DataFrame(raw_data, columns=cols)
- print(self.data)
self.data.sort_values("CODE", inplace=True)
self.fill_nan("median")
nan_columns = self.data.columns[self.data.isna().all()].tolist()
- if "AREA" in nan_columns: nan_columns.remove("AREA")
- if "DENSITY" in nan_columns: nan_columns.remove("DENSITY")
logging.debug("There are %d NaN columns", len(nan_columns))
old_size = len(self.data.columns)
- print(self.data)
- print("nan columns (", len(nan_columns), "):", nan_columns)
self.data.drop(nan_columns, axis=1, inplace=True)
self.indicators = [indicator for indicator in self.indicators if indicator not in nan_columns] # remove names of NaN columns in the list of indicators
- print("New size without NaN columns: %d (old size: %d)", (len(self.data.columns) - 8), old_size - len(nan_columns))
- print("Data.create")
- print(self.indicators)
+ logging.debug("New size without NaN columns: %d (old size: %d)", (len(self.data.columns) - 8), old_size - len(nan_columns))
# self.data.to_csv(self.dataset_path, index=None) # index=None: avoid line numbering
def filter_grouping(self):
"""
Remove overly detailed indicators from the dataset. The list of indicators to remove is given by the file `regrouping.csv`.
"""
- regrouping = pd.read_csv(FILE_GROUPING, encoding='latin1')
+ regrouping = pd.read_csv(FILE_GROUPING, sep="\t")
status = regrouping.index[regrouping['STATUS'] == 1].tolist() # indicators that are an element of a subset
col_names = [regrouping.iloc[status]["INDICATOR"] for status in status]
# self.filtered_data = self.data[:] # copy by value, not by reference
@@ -228,15 +220,13 @@ class Data:
self.indicators.remove(column)
counter1 += 1
logging.debug("%d indicators have been removed thanks to the regrouping.", counter1)
- print("Data.filter_grouping")
- print(self.indicators)
def do_filter(self):
"""
Remove (filter) overly detailed indicators and constant columns from the dataset.
"""
if self.data is None:
- self.data = pd.read_csv(self.dataset_path, encoding='latin1')
+ self.data = pd.read_csv(self.dataset_path)
self.get_indicators()
# 1. remove indicators that have been defined as useless
@@ -247,8 +237,7 @@ class Data:
old_size = len(self.data.columns)
self.data.drop(constant_columns, axis=1, inplace=True)
self.indicators = [indicator for indicator in self.indicators if indicator not in constant_columns]
- print("Data.do_filter")
- print(self.indicators)
+
self.data.to_csv(self.filtered_path, index=None) # index=None: avoid line numbering
def do_normalize(self):
@@ -260,7 +249,6 @@ class Data:
for index, row in self.data.iterrows():
for column in row.iteritems():
col_name = column[0]
- print(col_name)
if col_name not in do_not_normalize:
if self.normalize == "pop":
self.data.at[index, col_name] = row[col_name] / row['P14_POP']
@@ -272,8 +260,6 @@ class Data:
else:
raise Exception("You must normalize by 'pop' or 'density'. Apply None to don't normalize.")
self.data.to_csv(self.dataset_path, index=None) # index=None: avoid line numbering
- print("Data.do_normalize")
- print(self.indicators)
def fill_nan(self, method):
"""
@@ -282,10 +268,12 @@ class Data:
Args:
method: a string that indicates the method to fill NaN values. Default is mean.
"""
+ cols = ["CODE", "AREA", "DENSITY"]
+ cols.extend(ENVIRONMENT_VARIABLES)
for col in self.data.iteritems():
value = 0
col_name = col[0]
- if col_name not in ["CODE", "AREA", "DENSITY", "batiment", "usage", "paysage", "morpho", "geo", "social"]:
+ if col_name not in cols:
# INSEE variable
if method == 'zero':
value = 0
@@ -298,24 +286,28 @@ class Data:
elif col_name not in ["CODE", "AREA", "DENSITY"]:
# environment variable
if method == 'zero':
- env_values = {"batiment": "Grand ensemble", "usage": "Autres activités", "paysage": "Urbanisé",
- "morpho": "Central", "geo": "Centre", "social": "Popu"}
+ env_values = {"building_type": "Housing estates",
+ "building_usage": "Other activities",
+ "landscape": "Urban",
+ "morphological_position": "Central",
+ "geographical_position": "Centre",
+ "social_class": "Lower"}
else: # method == 'mean' or method == 'median' or else
- env_values = {"batiment": "Mixte", "usage": "Autres activités", "paysage": "Espaces verts",
- "morpho": "Urbain", "geo": "Centre", "social": "Moyen"}
+ env_values = {"building_type": "Mixed",
+ "building_usage": "Other activities",
+ "landscape": "Green areas",
+ "morphological_position": "Urban",
+ "geographical_position": "Centre",
+ "social_class": "Middle"}
value = env_values[col_name]
# else: -> column is CODE or AREA or DENSITY -> do nothing
- else:
- print(col_name)
self.data[col_name].replace([np.nan], [value], inplace=True)
- print("fill_nan")
- print(self.data)
def generate_from_cities(self, list_of_iris):
"""
"""
if os.path.exists("small_dataset.csv"):
- self.data = pd.read_csv("small_dataset.csv", encoding='latin1')
+ self.data = pd.read_csv("small_dataset.csv")
else:
raw_data = []
append_indicator = True
diff --git a/predihood/classes/Dataset.py b/predihood/classes/Dataset.py
index 6bdf65ef..6b8b418a 100644
--- a/predihood/classes/Dataset.py
+++ b/predihood/classes/Dataset.py
@@ -73,11 +73,14 @@ class Dataset:
self.indicators.remove(indicator)
self.X = self.X.drop([indicator], axis=1)
if self.selected_indicators is not None: # select given indicators
- print(self.X)
try:
self.X = self.X.loc[:, self.selected_indicators]
except:
- self.X = self.X[self.selected_indicators]
+ try:
+ self.X = self.X[self.selected_indicators]
+ except:
+ if "DENSITY" in self.indicators: self.indicators.remove("DENSITY")
+ self.X = self.X[self.selected_indicators]
def init_Y(self):
"""
@@ -92,10 +95,7 @@ class Dataset:
"""
if len(self.X) <= 0: self.init_X()
if len(self.Y) <= 0: self.init_Y()
- self.X_train, self.X_test, self.Y_train, self.Y_test = train_test_split(self.X, self.Y,
- train_size=self.train_size,
- test_size=self.test_size,
- random_state=RANDOM_STATE) # , stratify=self.Y)
+ self.X_train, self.X_test, self.Y_train, self.Y_test = train_test_split(self.X, self.Y, train_size=self.train_size, test_size=self.test_size, random_state=RANDOM_STATE) # , stratify=self.Y)
def remove_outliers(self):
"""
diff --git a/predihood/classes/MethodCleaning.py b/predihood/classes/MethodCleaning.py
index eba034ff..508bfd1b 100644
--- a/predihood/classes/MethodCleaning.py
+++ b/predihood/classes/MethodCleaning.py
@@ -10,13 +10,13 @@ import numpy as np
import pandas as pd
from predihood.classes.Method import Method
-from predihood.config import ENVIRONMENT_VARIABLES, FILE_CLEANED_DATA, FOLDER_DISTRIBUTION
+from predihood.config import ENVIRONMENT_VARIABLES, FILE_CLEANED_DATA, FOLDER_DISTRIBUTION, OLD_PREFIX, NEW_PREFIX
from predihood.utility_functions import sim, auto_label
warnings.simplefilter(action='ignore', category=FutureWarning)
-class MethodCleansing(Method):
+class MethodCleaning(Method):
def __init__(self, name, dataset):
"""
Constructor of the MethodCleansing class. Initialize attributes.
@@ -26,20 +26,20 @@ class MethodCleansing(Method):
self.columns_dep = [] # departure columns, e.g. Abatiment, Ausage,...
self.columns_arr = [] # arrival columns, e.g. Nbatiment, Nusage, ...
self.columns = {
- "occup": {
- "name_dep": "Aoccup",
- "data_dep": self.dataset.Aoccup,
- "name_arr": "Noccup",
- "data_arr": self.dataset.Noccup
+ "occupation": {
+ "name_dep": "old_occupation",
+ "data_dep": self.dataset.old_occupation,
+ "name_arr": "new_occupation",
+ "data_arr": self.dataset.new_occupation
}
}
for env in ENVIRONMENT_VARIABLES:
temp = {
- "name_dep": "A" + env,
- "name_arr": "N" + env,
- "data_dep": self.dataset["A" + str(env)],
- "data_arr": self.dataset["N" + str(env)]
+ "name_dep": OLD_PREFIX + env,
+ "name_arr": NEW_PREFIX + env,
+ "data_dep": self.dataset[OLD_PREFIX + str(env)],
+ "data_arr": self.dataset[NEW_PREFIX + str(env)]
}
self.columns[env] = temp
@@ -63,7 +63,7 @@ class MethodCleansing(Method):
# 1. getting wrong values in a dict ordered by env variable
self.values_by_env = {}
for col_dep, col_arr in zip(self.columns_dep, self.columns_arr):
- col_name = col_dep.name[1:]
+ col_name = col_dep.name[len(OLD_PREFIX):]
self.values_by_env[col_name] = []
for val in col_dep.unique(): # get possible values for the current column
index = sim(val, self.values_by_env[col_name])
@@ -81,8 +81,8 @@ class MethodCleansing(Method):
# 2. renaming these wrong values in data
for key, value in self.values_by_env.items():
- col_nameA = "A" + key
- col_nameN = "N" + key
+ col_name_old = OLD_PREFIX + key
+ col_name_new = NEW_PREFIX + key
nb_replacement_dep = 0
nb_replacement_arr = 0
for i in range(len(value)):
@@ -91,15 +91,13 @@ class MethodCleansing(Method):
chosen_label = input(str(arr_without_duplicates) + ": ")
for label in value[i]:
if label != chosen_label: # if label == chosen_label: skip it because no replacement is needed
- nb_replacement_dep += pd.Series(self.dataset[col_nameA] == label).sum()
- nb_replacement_arr += pd.Series(self.dataset[col_nameN] == label).sum()
- self.dataset.loc[self.dataset[col_nameA] == label, col_nameA] = chosen_label
- self.dataset.loc[self.dataset[col_nameN] == label, col_nameN] = chosen_label
- size = int(self.dataset.count()["A" + key]) + int(self.dataset.count()["N" + key])
+ nb_replacement_dep += pd.Series(self.dataset[col_name_old] == label).sum()
+ nb_replacement_arr += pd.Series(self.dataset[col_name_new] == label).sum()
+ self.dataset.loc[self.dataset[col_name_old] == label, col_name_old] = chosen_label
+ self.dataset.loc[self.dataset[col_name_new] == label, col_name_new] = chosen_label
+ size = int(self.dataset.count()[OLD_PREFIX + key]) + int(self.dataset.count()[NEW_PREFIX + key])
mean_error = ((nb_replacement_dep + nb_replacement_arr) / size) * 100
- logging.debug(
- "%d IRIS have been corrected for the environment variable %s, corresponding to an error rate of %.0f %%",
- (nb_replacement_dep + nb_replacement_arr), key, mean_error)
+ logging.debug("%d IRIS have been corrected for the environment variable %s, corresponding to an error rate of %.0f %%", (nb_replacement_dep + nb_replacement_arr), key, mean_error)
# 3. removing outliers from data
count = 0
@@ -123,7 +121,7 @@ class MethodCleansing(Method):
self.after = {}
for status, value in self.dataset[name_dep].value_counts().items():
- if name_dep == "Ageo": # if geo, get only the geo position (South, East, ..) and not the city
+ if name_dep == OLD_PREFIX+"geographical_position": # if geo, get only the geo position (South, East, ..) and not the city
status = status.split(" ")[0]
if status in self.before:
self.before[status] += value
@@ -133,7 +131,7 @@ class MethodCleansing(Method):
self.before[status] = value # self.dataset[values_before].value_counts()[status]
for status, value in self.dataset[name_arr].value_counts().items():
- if name_arr == "Ngeo": # if geo, get only the geo position (South, East, ..) and not the city
+ if name_arr == NEW_PREFIX+"geographical_position": # if geo, get only the geo position (South, East, ..) and not the city
status = status.split(" ")[0]
if status in self.after:
self.after[status] += value
diff --git a/predihood/classes/MethodCleansing.py b/predihood/classes/MethodCleansing.py
deleted file mode 100644
index 29117621..00000000
--- a/predihood/classes/MethodCleansing.py
+++ /dev/null
@@ -1,199 +0,0 @@
-import logging
-import os
-import warnings
-import logging
-log_format = "[%(levelname)s] - %(filename)s::%(lineno)d \t %(message)s"
-logging.basicConfig(level='DEBUG', format=log_format)
-
-import matplotlib.pyplot as plt
-import numpy as np
-import pandas as pd
-
-from predihood.classes.Method import Method
-from predihood.config import ENVIRONMENT_VARIABLES, FILE_CLEANED_DATA, FOLDER_DISTRIBUTION
-from predihood.utility_functions import sim, auto_label
-
-warnings.simplefilter(action='ignore', category=FutureWarning)
-
-
-class MethodCleansing(Method):
- def __init__(self, name, dataset):
- """
- Constructor of the MethodCleansing class. Initialize attributes.
- """
- Method.__init__(self, name, dataset)
- self.values_by_env = {} # dict to store values for each environment variable, e.g. [Maisons, Maison]
- self.columns_dep = [] # departure columns, e.g. Abatiment, Ausage,...
- self.columns_arr = [] # arrival columns, e.g. Nbatiment, Nusage, ...
- self.columns = {
- "occup": {
- "name_dep": "Aoccup",
- "data_dep": self.dataset.Aoccup,
- "name_arr": "Noccup",
- "data_arr": self.dataset.Noccup
- }
- }
-
- for env in ENVIRONMENT_VARIABLES:
- temp = {
- "name_dep": "A" + env,
- "name_arr": "N" + env,
- "data_dep": self.dataset["A" + str(env)],
- "data_arr": self.dataset["N" + str(env)]
- }
- self.columns[env] = temp
-
- for env in self.columns: self.columns_dep.append(self.columns[env]["data_dep"])
- for env in self.columns: self.columns_arr.append(self.columns[env]["data_arr"])
-
- # define outliers (to be removed)
- self.outliers = ['Oui', 'Moyenne-sup', 'Location']
-
- # plot variables
- self.before = {} # departure values for each EV
- self.after = {} # arrival values for each EV
- self.labels = {} # labels for EV, e.g. maisons, immeubles, grand ensemble...
-
- def clean(self):
- """
- Clean data from bad naming conventions.
- """
- logging.info(
- "The data needs to be cleaned. For each list, write the correct word. For each environment variable, you will get its number of corrections and its error rate.")
- # 1. getting wrong values in a dict ordered by env variable
- self.values_by_env = {}
- for col_dep, col_arr in zip(self.columns_dep, self.columns_arr):
- col_name = col_dep.name[1:]
- self.values_by_env[col_name] = []
- for val in col_dep.unique(): # get possible values for the current column
- index = sim(val, self.values_by_env[col_name])
- # if the value is similar to another, add it, else create an new array with it
- if index >= 0:
- self.values_by_env[col_name][index].append(val)
- elif index == -1:
- self.values_by_env[col_name].append([val])
- for val in col_arr.unique():
- index = sim(val, self.values_by_env[col_name])
- if index >= 0:
- self.values_by_env[col_name][index].append(val)
- elif index == -1:
- self.values_by_env[col_name].append([val])
-
- # 2. renaming these wrong values in data
- for key, value in self.values_by_env.items():
- col_nameA = "A" + key
- col_nameN = "N" + key
- nb_replacement_dep = 0
- nb_replacement_arr = 0
- for i in range(len(value)):
- if len(value[i]) > 1:
- arr_without_duplicates = list(dict.fromkeys(value[i]))
- chosen_label = input(str(arr_without_duplicates) + ": ")
- for label in value[i]:
- if label != chosen_label: # if label == chosen_label: skip it because no replacement is needed
- nb_replacement_dep += pd.Series(self.dataset[col_nameA] == label).sum()
- nb_replacement_arr += pd.Series(self.dataset[col_nameN] == label).sum()
- self.dataset.loc[self.dataset[col_nameA] == label, col_nameA] = chosen_label
- self.dataset.loc[self.dataset[col_nameN] == label, col_nameN] = chosen_label
- size = int(self.dataset.count()["A" + key]) + int(self.dataset.count()["N" + key])
- mean_error = ((nb_replacement_dep + nb_replacement_arr) / size) * 100
- logging.debug(
- "%d IRIS have been corrected for the environment variable %s, corresponding to an error rate of %.0f %%",
- (nb_replacement_dep + nb_replacement_arr), key, mean_error)
-
- # 3. removing outliers from data
- count = 0
- for outlier in self.outliers:
- self.dataset.drop(self.dataset[self.dataset.eq(outlier).any(1)].index, inplace=True)
- count += 1
- logging.debug("%d outliers removed", count)
-
- # 4. save data
- self.dataset.to_csv(FILE_CLEANED_DATA, index=False)
- logging.info("Cleaned data is in %s", FILE_CLEANED_DATA)
-
- def create_before_after_labels(self, name_dep, name_arr):
- """
- Creates the arrays 'before', 'after' and 'labels' from data.
- :param name_dep: the name of the departure column, e.g. Aoccup, Abatiment, Ausage...
- :param name_arr: the name of the arrival column, e.g. Noccup, Nbatiment, Nusage...
- """
- all_repartition = {}
- self.before = {}
- self.after = {}
-
- for status, value in self.dataset[name_dep].value_counts().items():
- if name_dep == "Ageo": # if geo, get only the geo position (South, East, ..) and not the city
- status = status.split(" ")[0]
- if status in self.before:
- self.before[status] += value
- else:
- self.before[status] = value
- else:
- self.before[status] = value # self.dataset[values_before].value_counts()[status]
-
- for status, value in self.dataset[name_arr].value_counts().items():
- if name_arr == "Ngeo": # if geo, get only the geo position (South, East, ..) and not the city
- status = status.split(" ")[0]
- if status in self.after:
- self.after[status] += value
- else:
- self.after[status] = value
- else:
- self.after[status] = value # self.dataset[values_after].value_counts()[status]
-
- # 2. merge before and after data in the sale dict
- for status in self.before:
- all_repartition[status] = [self.before[status], 0]
- for status in self.after:
- if status not in all_repartition:
- all_repartition[status] = [0, self.after[status]]
- else:
- all_repartition[status][1] = self.after[status]
-
- # 3. convert dict in 3 arrays
- self.before = []
- self.after = []
- self.labels = []
- for key in all_repartition:
- if not isinstance(key, float): # to remove nan values
- self.before.append(all_repartition[key][0])
- self.after.append(all_repartition[key][1])
- self.labels.append(key)
-
- def create_bar_chart(self, name, title):
- """
- Plot before/after charts.
- :param name: the name of the target to plot, i.e. environment variable, e.g. usage, batiment, ...
- :param title: the title of the plot.
- """
- x = np.arange(len(self.labels)) # the label locations
- width = 0.35
-
- fig, ax = plt.subplots()
-
- ax.bar(x - width / 2, [154 for _ in range(len(self.labels))], width=width, color="#DCDCDC") # grey bar
- bef = ax.bar(x - width / 2, self.before, width=width, label='Avant') # before data
- ax.bar(x + width / 2, [154 for _ in range(len(self.labels))], width=width, color="#DCDCDC") # grey bar
- aft = ax.bar(x + width / 2, self.after, width=width, label='Après') # after data
-
- ax.set_ylabel('Nombre de personnes')
- plt.xticks(x, self.labels, rotation='vertical')
- auto_label(bef, ax)
- auto_label(aft, ax)
- plt.tight_layout()
- ax.legend()
- filename = os.path.join(FOLDER_DISTRIBUTION, "distribution_" + name + ".png")
- fig.savefig(filename)
- ax.set_title(title)
- plt.show()
-
- def to_chart(self, env, name, title):
- """
- Create before/after data and plot it.
- :param env: the target to plot, i.e. the environment variable, e.g. usage, paysage...
- :param name: the name to save the file.
- :param title: the title of the plot.
- """
- self.create_before_after_labels(self.columns[env]["name_dep"], self.columns[env]["name_arr"])
- self.create_bar_chart(name, title)
diff --git a/predihood/classes/hierarchy-ancestors.csv b/predihood/classes/hierarchy-ancestors.csv
deleted file mode 100644
index 242e208e..00000000
--- a/predihood/classes/hierarchy-ancestors.csv
+++ /dev/null
@@ -1,629 +0,0 @@
-INDICATOR,LABEL,LEVEL,ANCESTOR
-C101,�cole maternelle,1,
-C101_NB_CANT,�cole maternelle avec cantine,2,['C101']
-C101_NB_EP,�cole maternelle appartenant � un EP,2,['C101']
-C101_NB_RPIC,�cole maternelle en RPIC,2,['C101']
-C102,�cole maternelle de RPI dispers�,1,
-C102_NB_CANT,�cole maternelle de RPI dispers� avec cantine,2,['C102']
-C102_NB_EP,�cole maternelle en RPIC appartenant � un EP,2,['C102']
-C104,�cole �l�mentaire,1,
-C104_NB_CANT,�cole �l�mentaire avec cantine,2,['C104']
-C104_NB_EP,�cole �l�mentaire appartenant � un EP,2,['C104']
-C104_NB_PELEM,�cole �l�mentaire avec classe pr�-�l�mentaire,2,['C104']
-C104_NB_RPIC,�cole �l�mentaire en RPIC,2,['C104']
-C105,�cole �l�mentaire de RPI dispers�,1,
-C105_NB_CANT,�cole �l�mentaire de RPI dispers� avec cantine,2,['C105']
-C105_NB_EP,�cole �l�mentaire de RPI dispers� appartenant � un EP,2,['C105']
-C105_NB_PELEM,�cole �l�mentaire de RPI dispers� avec �cole pr�-�l�mentaire,2,['C105']
-C14_ACT1564,Actifs 15-64 ans en 2014 (compl),2,['P14_POP']
-C14_ACT1564_CS1,Actifs 15-64 ans Agriculteurs exploitants en 2014 (compl),3,['C14_ACT1564']
-C14_ACT1564_CS2,"Actifs 15-64 ans Artisans, Comm., Chefs entr. en 2014 (compl)",3,['C14_ACT1564']
-C14_ACT1564_CS3,"Actifs 15-64 ans Cadres, Prof. intel. sup. en 2014 (compl)",3,['C14_ACT1564']
-C14_ACT1564_CS4,Actifs 15-64 ans Prof. interm�diaires en 2014 (compl),3,['C14_ACT1564']
-C14_ACT1564_CS5,Actifs 15-64 ans Employ�s en 2014 (compl),3,['C14_ACT1564']
-C14_ACT1564_CS6,Actifs 15-64 ans Ouvriers en 2014 (compl),3,['C14_ACT1564']
-C14_ACTOCC1564,Actifs occup�s 15-64 ans en 2014 (compl),3,['C14_ACT1564']
-C14_ACTOCC1564_CS1,Actifs occ 15-64 ans Agriculteurs exploitants en 2014 (compl),4,['C14_ACTOCC1564']
-C14_ACTOCC1564_CS2,"Actifs occ 15-64 ans Artisans, Comm., Chefs entr. en 2014 (compl)",4,['C14_ACTOCC1564']
-C14_ACTOCC1564_CS3,"Actifs occ 15-64 ans Cadres, Prof. intel. sup. en 2014 (compl)",4,['C14_ACTOCC1564']
-C14_ACTOCC1564_CS4,Actifs occ 15-64 ans Prof. interm�diaires en 2014 (compl),4,['C14_ACTOCC1564']
-C14_ACTOCC1564_CS5,Actifs occ 15-64 ans Employ�s en 2014 (compl),4,['C14_ACTOCC1564']
-C14_ACTOCC1564_CS6,Actifs occ 15-64 ans Ouvriers en 2014 (compl),4,['C14_ACTOCC1564']
-C14_ACTOCC15P,Actif occ 15 ans ou plus en 2014 (compl),2,
-C14_ACTOCC15P_DROU,Actif occ 15 ans ou plus deux roues en 2014 (compl),3,['C14_ACTOCC15P']
-C14_ACTOCC15P_MAR,Actif occ 15 ans ou plus marche � pied en 2014 (compl),3,['C14_ACTOCC15P']
-C14_ACTOCC15P_PAS,Actif occ 15 ans ou plus pas de transport en 2014 (compl),3,['C14_ACTOCC15P']
-C14_ACTOCC15P_TCOM,Actif occ 15 ans ou plus transport en commun en 2014 (compl),3,['C14_ACTOCC15P']
-C14_ACTOCC15P_VOIT,Actif occ 15 ans ou plus voiture en 2014 (compl),3,['C14_ACTOCC15P']
-C14_COUPAENF,Fam Couple avec enfant(s) en 2014 (compl),2,
-C14_COUPSENF,Fam Couple sans enfant en 2014 (compl),2,
-C14_F15P,Pop 15 ans ou plus Femmes en 2014 (compl),3,['P14_POPF']
-C14_F15P_CS1,Pop 15 ans ou plus Femmes Agriculteurs exploitants en 2014 (compl),4,['C14_F15P']
-C14_F15P_CS2,"Pop 15 ans ou plus Femmes Artisans, Comm., Chefs entr. en 2014 (compl)",4,['C14_F15P']
-C14_F15P_CS3,"Pop 15 ans ou plus Femmes Cadres, Prof. intel. sup. en 2014 (compl)",4,['C14_F15P']
-C14_F15P_CS4,Pop 15 ans ou plus Femmes Prof. interm�diaires en 2014 (compl),4,['C14_F15P']
-C14_F15P_CS5,Pop 15 ans ou plus Femmes Employ�s en 2014 (compl),4,['C14_F15P']
-C14_F15P_CS6,Pop 15 ans ou plus Femmes Ouvriers en 2014 (compl),4,['C14_F15P']
-C14_F15P_CS7,Pop 15 ans ou plus Femmes Retrait�s en 2014 (compl),4,['C14_F15P']
-C14_F15P_CS8,Pop 15 ans ou plus Femmes Autres en 2014 (compl),4,['C14_F15P']
-C14_FAM,Familles en 2014 (compl),2,['P14_POP']
-C14_FAMMONO,Fam Monoparentales en 2014 (compl),3,['C14_FAM']
-C14_H15P,Pop 15 ans ou plus Hommes en 2014 (compl),3,P14_POPH
-C14_H15P_CS1,Pop 15 ans ou plus Hommes Agriculteurs exploitants en 2014 (compl),4,['C14_H15P']
-C14_H15P_CS2,"Pop 15 ans ou plus Hommes Artisans, Comm., Chefs entr. en 2014 (compl)",4,['C14_H15P']
-C14_H15P_CS3,"Pop 15 ans ou plus Hommes Cadres, Prof. intel. sup. en 2014 (compl)",4,['C14_H15P']
-C14_H15P_CS4,Pop 15 ans ou plus Hommes Prof. interm�diaires en 2014 (compl),4,['C14_H15P']
-C14_H15P_CS5,Pop 15 ans ou plus Hommes Employ�s en 2014 (compl),4,['C14_H15P']
-C14_H15P_CS6,Pop 15 ans ou plus Hommes Ouvriers en 2014 (compl),4,['C14_H15P']
-C14_H15P_CS7,Pop 15 ans ou plus Hommes Retrait�s en 2014 (compl),4,['C14_H15P']
-C14_H15P_CS8,Pop 15 ans ou plus Hommes Autres en 2014 (compl),4,['C14_H15P']
-C14_MEN,M�nages en 2014 (compl),2,['P14_POP']
-C14_MEN_CS1,M�nages Pers R�f Agri. expl. en 2014 (compl),3,['C14_MEN']
-C14_MEN_CS2,M�nages Pers R�f Art. Comm. Chefs entr. en 2014 (compl),3,['C14_MEN']
-C14_MEN_CS3,M�nages Pers R�f Cadres Prof int sup en 2014 (compl),3,['C14_MEN']
-C14_MEN_CS4,M�nages Pers R�f Prof interm�diaire en 2014 (compl),3,['C14_MEN']
-C14_MEN_CS5,M�nages Pers R�f Employ� en 2014 (compl),3,['C14_MEN']
-C14_MEN_CS6,M�nages Pers R�f Ouvrier en 2014 (compl),3,['C14_MEN']
-C14_MEN_CS7,M�nages Pers R�f Retrait� en 2014 (compl),3,['C14_MEN']
-C14_MEN_CS8,M�nages Pers R�f Autre en 2014 (compl),3,['C14_MEN']
-C14_MENCOUPAENF,M�n fam princ Couple avec enfant(s) en 2014 (compl),3,['C14_MEN']
-C14_MENCOUPSENF,M�n fam princ Couple sans enfant en 2014 (compl),3,['C14_MEN']
-C14_MENFAM,M�nages avec famille(s) en 2014 (compl),3,['C14_MEN']
-C14_MENFAMMONO,M�n fam princ Famille mono en 2014 (compl),4,['C14_MENFAM']
-C14_MENFSEUL,M�nages Femmes seules en 2014 (compl),3,['C14_MEN']
-C14_MENHSEUL,M�nages Hommes seuls en 2014 (compl),3,['C14_MEN']
-C14_MENPSEUL,M�nages 1 personne en 2014 (compl),3,['C14_MEN']
-C14_MENSFAM,M�nages Autres sans famille en 2014 (compl),3,['C14_MEN']
-C14_NE24F0,Fam 0 enfant moins 25 ans en 2014 (compl),2,['P14_POP']
-C14_NE24F1,Fam 1 enfant moins 25 ans en 2014 (compl),2,['P14_POP']
-C14_NE24F2,Fam 2 enfants moins 25 ans en 2014 (compl),2,['P14_POP']
-C14_NE24F3,Fam 3 enfants moins 25 ans en 2014 (compl),2,['P14_POP']
-C14_NE24F4P,Fam 4 enfants ou plus moins 25 ans en 2014 (compl),2,['P14_POP']
-C14_PMEN,Pop M�nages en 2014 (compl),2,['P14_POP']
-C14_PMEN_CS1,Pop m�n Pers R�f Agri. expl. en 2014 (compl),3,['C14_PMEN']
-C14_PMEN_CS2,Pop m�n Pers R�f Art Com Chef ent en 2014 (compl),3,['C14_PMEN']
-C14_PMEN_CS3,Pop m�n Pers R�f Cadres Prof int sup en 2014 (compl),3,['C14_PMEN']
-C14_PMEN_CS4,Pop m�n Pers R�f Prof interm�diaire en 2014 (compl),3,['C14_PMEN']
-C14_PMEN_CS5,Pop m�n Pers R�f Employ� en 2014 (compl),3,['C14_PMEN']
-C14_PMEN_CS6,Pop m�n Pers R�f Ouvrier en 2014 (compl),3,['C14_PMEN']
-C14_PMEN_CS7,Pop m�n Pers R�f Retrait� en 2014 (compl),3,['C14_PMEN']
-C14_PMEN_CS8,Pop m�n Pers R�f Autre en 2014 (compl),3,['C14_PMEN']
-C14_PMEN_MENCOUPAENF,Pop m�n fam princ Couple avec enfant(s) en 2014 (compl),3,['C14_PMEN']
-C14_PMEN_MENCOUPSENF,Pop m�n fam princ Couple sans enfant en 2014 (compl),3,['C14_PMEN']
-C14_PMEN_MENFAM,Pop m�n avec famille(s) en 2014 (compl),3,['C14_PMEN']
-C14_PMEN_MENFAMMONO,Pop m�n fam princ Famille mono en 2014 (compl),4,['C14_PMEN_MENFAM']
-C14_PMEN_MENFSEUL,Pop m�n Femmes seules en 2014 (compl),3,['C14_PMEN']
-C14_PMEN_MENHSEUL,Pop m�n Hommes seuls en 2014 (compl),3,['C14_PMEN']
-C14_PMEN_MENPSEUL,Pop m�n Personnes seules en 2014 (compl),3,['C14_PMEN']
-C14_PMEN_MENSFAM,Pop m�n Autres sans famille en 2014 (compl),3,['C14_PMEN']
-C14_POP15P,Pop 15 ans ou plus en 2014 (compl),2,['P14_POP']
-C14_POP15P_CS1,Pop 15 ans ou plus Agriculteurs exploitants en 2014 (compl),3,['C14_POP15P']
-C14_POP15P_CS2,"Pop 15 ans ou plus Artisans, Comm., Chefs entr. en 2014 (compl)",3,['C14_POP15P']
-C14_POP15P_CS3,"Pop 15 ans ou plus Cadres, Prof. intel. sup. en 2014 (compl)",3,['C14_POP15P']
-C14_POP15P_CS4,Pop 15 ans ou plus Prof. interm�diaires en 2014 (compl),3,['C14_POP15P']
-C14_POP15P_CS5,Pop 15 ans ou plus Employ�s en 2014 (compl),3,['C14_POP15P']
-C14_POP15P_CS6,Pop 15 ans ou plus Ouvriers en 2014 (compl),3,['C14_POP15P']
-C14_POP15P_CS7,Pop 15 ans ou plus Retrait�s en 2014 (compl),3,['C14_POP15P']
-C14_POP15P_CS8,Pop 15 ans ou plus Autres en 2014 (compl),3,['C14_POP15P']
-C15_POP01P,Total : population �g�e de 1 an ou plus au 1er janvier 2015,2,['P14_POP']
-C15_POP01P_IRAN012,Population n'ayant pas chang� de commune (ou arrondissement municipal) de r�sidence � 1 an d'intervalle,2,['C15_POP01P]
-C15_POP01P_IRANAUT,Population ayant chang� de commune (ou arrondissement municipal) de r�sidence � 1an d'intervalle,2,['C15_POP01P]
-C201,Coll�ge,1,
-C201_NB_CANT,Coll�ge avec cantine,2,['C201']
-C201_NB_EP,Coll�ge appartenant � un EP,2,['C201']
-C201_NB_INT,Coll�ge avec internat,2,['C201']
-C301,Lyc�e d'enseignement g�n�ral et/ou technologique,1,
-C301_NB_CANT,Lyc�e d'enseignement g�n�ral et/ou technologique avec cantine,2,['C301']
-C301_NB_EP,Lyc�e d'enseignement g�n�ral et/ou technologique appartenant � un EP,2,['C301']
-C301_NB_INT,Lyc�e d'enseignement g�n�ral et/ou technologique avec internat,2,['C301']
-C301_NB_PGE,Lyc�e d'enseignement g�n�ral et/ou technologique avec pr�pa grandes �coles,2,['C301']
-C302,Lyc�e d'enseignement professionnel,1,
-C302_NB_CANT,Lyc�e d'enseignement professionnel avec cantine,2,['C302']
-C302_NB_EP,Lyc�e d'enseignement professionnel appartenant � un EP,2,['C302']
-C302_NB_INT,Lyc�e d'enseignement professionnel avec internat,2,['C302']
-C302_NB_PGE,Lyc�e d'enseignement professionnel avec pr�pa grandes �coles,2,['C302']
-C303,Lyc�e technique ou/et professionnel agricole,1,
-C303_NB_INT,Lyc�e technique ou/et professionnel agricole avec internat,2,['C303']
-C303_NB_PGE,Lyc�e technique ou/et professionnel agricole avec pr�pa grandes �coles,2,['C303']
-C304,SGT : Section d'enseignement g�n�ral et technologique,1,
-C304_NB_CANT,SGT : Section d'enseignement g�n�ral et technologique avec cantine,2,['C304']
-C304_NB_INT,SGT : Section d'enseignement g�n�ral et technologique avec internat,2,['C304']
-C305,SEP : section d'enseignement professionnel,1,
-C305_NB_CANT,SEP : section d'enseignement professionnel avec cantine,2,['C305']
-C305_NB_INT,SEP : section d'enseignement professionnel avec internat,2,['C305']
-C401,"Section Technicien Sup�rieur, Classe Pr�pa Grandes Ecoles",1,
-C402,Formation sant�,1,
-C403,Formation commerce,1,
-C409,Autre formation post bac non universitaire,1,
-C501,Unit� de Formation et de Recherche,1,
-C502,Institut universitaire,1,
-C503,Ecole d'ing�nieurs,1,
-C504,Enseignement g�n�ral sup�rieur priv�,1,
-C505,Ecole d'enseignement sup�rieur agricole,1,
-C505_NB_INT,Ecole d'enseignement sup�rieur agricole avec internat,2,['C505']
-C509,Autre enseignement sup�rieur,1,
-C601,Centre de formation d'apprentis hors agriculture,1,
-C602,GRETA,1,
-C603,Centre dispensant de la formation continue agricole,1,
-C604,Formation aux m�tiers du sport,1,
-C605,Centre dispensant des formations d'apprentissage agricole,1,
-C605_NB_INT,Centre dispensant des formations d'apprentissage agricole avec internat,2,['C605']
-C609,Autre formation continue,1,
-C701,R�sidence universitaire,1,
-C702,Restaurant universitaire,1,
-DEC_D114,1er d�cile (�),1,
-DEC_D214,2e d�cile (�),1,
-DEC_D314,3e d�cile (�),1,
-DEC_D414,4e d�cile (�),1,
-DEC_D614,6e d�cile (�),1,
-DEC_D714,7e d�cile (�),1,
-DEC_D814,8e d�cile (�),1,
-DEC_D914,9e d�cile (�),1,
-DEC_EQ14,�cart interquartile rapport� � la m�diane,1,
-DEC_GI14,Indice de Gini,1,
-DEC_MED14,M�diane (�),1,
-DEC_PAUT14,Part des autres revenus (%),1,
-DEC_PBEN14,Part des revenus d'activit�s non salari�es (%),1,
-DEC_PCHO14,Part des indemnit�s de ch�mage (%),1,
-DEC_PIMP14,Part des m�nages fiscaux impos�s (%),1,
-DEC_PPEN14,"Part des pensions, retraites et rentes (%)",1,
-DEC_PTSA14,Part des revenus d'activit�s salari�es (%),1,
-DEC_Q114,1er quartile(�),1,
-DEC_Q314,3e quartile(�),1,
-DEC_RD14,Rapport interd�cile D9/D1,1,
-DEC_S80S2014,S80/S20,1,
-DEC_TP6014,Taux de bas revenus d�clar�s au seuil de 60 % (%),1,
-NB_A101,Police,1,
-NB_A104,Gendarmerie,1,
-NB_A105,Cour d'appel,1,
-NB_A106,Tribunal de grande instance,1,
-NB_A107,Tribunal d'instance,1,
-NB_A108,Conseil des prud'hommes,1,
-NB_A109,Tribunal de commerce,1,
-NB_A115,R�seau sp�cialis� p�le emploi,1,
-NB_A119,DGFiP,1,
-NB_A120,DRFiP,1,
-NB_A121,DDFiP,1,
-NB_A122,R�seau de proximit� p�le emploi,1,
-NB_A123,R�seau partenarial p�le emploi,1,
-NB_A124,Maison de justice et du droit,1,
-NB_A125,Antenne de justice,1,
-NB_A203,"Banques, caisses d'�pargne",1,
-NB_A205,Pompes fun�bres,1,
-NB_A206,Bureau de poste,1,
-NB_A207,Relais poste,1,
-NB_A208,Agence postale,1,
-NB_A301,R�paration auto et de mat�riel agricole,1,
-NB_A302,Contr�le technique auto,1,
-NB_A303,Location auto-utilitaires l�gers,1,
-NB_A304,�cole de conduite,1,
-NB_A401,Ma�on,1,
-NB_A402,"Pl�trier, peintre",1,
-NB_A403,"Menuisier, charpentier, serrurier",1,
-NB_A404,"Plombier, couvreur, chauffagiste",1,
-NB_A405,�lectricien,1,
-NB_A406,Entreprise g�n�rale du b�timent,1,
-NB_A501,Coiffure,1,
-NB_A502,V�t�rinaire,1,
-NB_A503,Agence de travail temporaire,1,
-NB_A504,Restaurant,1,
-NB_A505,Agence immobili�re,1,
-NB_A506,Blanchisserie teinturerie,1,
-NB_A507,Soins de beaut�,1,
-NB_B101,Hypermarch�,1,
-NB_B102,Supermarch�,1,
-NB_B103,Grande surface de bricolage,1,
-NB_B201,Sup�rette,1,
-NB_B202,Epicerie,1,
-NB_B203,Boulangerie,1,
-NB_B204,Boucherie charcuterie,1,
-NB_B205,Produits surgel�s,1,
-NB_B206,Poissonnerie,1,
-NB_B301,Librairie papeterie journaux,1,
-NB_B302,Magasin de v�tements,1,
-NB_B303,Magasin d'�quipements du foyer,1,
-NB_B304,Magasin de chaussures,1,
-NB_B305,Magasin d'�lectrom�nager et de mat�riel audio-vid�o,1,
-NB_B306,Magasin de meubles,1,
-NB_B307,Magasin d'articles de sports et de loisirs,1,
-NB_B308,Magasin de rev�tements murs et sols,1,
-NB_B309,Droguerie quincaillerie bricolage,1,
-NB_B310,Parfumerie,1,
-NB_B311,Horlogerie Bijouterie,1,
-NB_B312,Fleuriste,1,
-NB_B313,Magasin d'optique,1,
-NB_B315,Magasin de mat�riel m�dical et orthop�dique,1,
-NB_B316,Station service,1,
-NB_D201,M�decin omnipraticien,1,
-NB_D202,Sp�cialiste en cardiologie,1,
-NB_D203,Sp�cialiste en dermatologie v�n�r�ologie,1,
-NB_D204,Sp�cialiste en gyn�cologie m�dicale,1,
-NB_D205,Sp�cialiste en gyn�cologie obst�trique,1,
-NB_D206,Sp�cialiste en gastro-ent�rologie h�patologie,1,
-NB_D207,Sp�cialiste en psychiatrie,1,
-NB_D208,Sp�cialiste en ophtalmologie,1,
-NB_D209,Sp�cialiste en oto-rhino-laryngologie,1,
-NB_D210,Sp�cialiste en p�diatrie,1,
-NB_D211,Sp�cialiste en pneumologie,1,
-NB_D212,Sp�cialiste en radiodiagnostic et imagerie m�dicale,1,
-NB_D213,Sp�cialiste en stomatologie,1,
-NB_D221,Chirurgien dentiste,1,
-NB_D231,Sage-femme,1,
-NB_D232,Infirmier,1,
-NB_D233,Masseur kin�sith�rapeute,1,
-NB_D235,Orthophoniste,1,
-NB_D236,Orthoptiste,1,
-NB_D237,P�dicure-podologue,1,
-NB_D238,Audio proth�siste,1,
-NB_D239,Ergoth�rapeute,1,
-NB_D240,Psychomotricien,1,
-NB_D242,Di�t�ticien,1,
-NB_D243,Psychologue,1,
-NB_D401,Personnes �g�es : h�bergement,1,
-NB_D402,Personnes �g�es : soins � domicile,1,
-NB_D403,Personnes �g�es : services d'aide,1,
-NB_D404,Personnes �g�es : foyer restaurant,1,
-NB_D405,Personnes �g�es : services de repas � domicile,1,
-NB_D502,�tablissement d'accueil du jeune enfant,1,
-NB_D601,Enfants handicap�s : h�bergement,1,
-NB_D602,Enfants handicap�s : services � domicile ou ambulatoires,1,
-NB_D603,Adultes handicap�s : h�bergement,1,
-NB_D604,Adultes handicap�s : services d'aides,1,
-NB_D605,Travail prot�g�,1,
-NB_D606,Adultes handicap�s : services de soins � domicile,1,
-NB_D701,Aide sociale � l'enfance : h�bergement,1,
-NB_D702,Aide sociale � l'enfance : action �ducative,1,
-NB_D703,CHRS : centre d'h�bergement et de r�adaptation sociale,1,
-NB_D704,Centre provisoire d'h�bergement,1,
-NB_D705,Centre accueil demandeur d'asile,1,
-NB_D709,Autres �tablissements pour adultes et familles en difficult�,1,
-NB_E101,Taxi,1,
-NB_E102,A�roport,1,
-NB_E103,Gare avec desserte train � grande vitesse (TAGV),1,
-NB_E106,Gare sans desserte train � grande vitesse (TAGV),1,
-NB_F101,Bassin de natation,1,
-NB_F101_NB_AIREJEU,"Bassin de natation - nombre de bassins de natation, sportive et/ou ludique",2,['NB_F101']
-NB_F101_NB_COU,Bassin de natation avec au moins un bassin couvert,2,['NB_F101']
-NB_F101_NB_ECL,Bassin de natation avec au moins un bassin �clair�,2,['NB_F101']
-NB_F102,Boulodrome,1,
-NB_F102_NB_AIREJEU,Boulodrome - nombre de terrains,2,['NB_F102']
-NB_F102_NB_COU,Boulodrome avec au moins un terrain couvert,2,['NB_F102']
-NB_F102_NB_ECL,Boulodrome avec au moins un terrain �clair�,2,['NB_F102']
-NB_F103,Tennis,1,
-NB_F103_NB_AIREJEU,Tennis - nombre de courts,2,['NB_F103']
-NB_F103_NB_COU,Tennis avec au moins un court couvert,2,['NB_F103']
-NB_F103_NB_ECL,Tennis avec au moins un court �clair�,2,['NB_F103']
-NB_F104,�quipement de cyclisme,1,
-NB_F104_NB_AIREJEU,�quipement de cyclisme - nombre de pistes,2,['NB_F104']
-NB_F104_NB_COU,�quipement de cyclisme avec au moins une piste couverte,2,['NB_F104']
-NB_F104_NB_ECL,�quipement de cyclisme avec au moins une piste �clair�e,2,['NB_F104']
-NB_F105,Domaine skiable,1,
-NB_F105_NB_AIREJEU,Domaine skiable - nombre de pistes,2,['NB_F105']
-NB_F105_NB_COU,Domaine skiable avec au moins une piste couverte,2,['NB_F105']
-NB_F105_NB_ECL,Domaine skiable avec au moins une piste �clair�e,2,['NB_F105']
-NB_F106,Centre �questre,1,
-NB_F106_NB_AIREJEU,"Centre �questre - nombre de carri�res, man�ges",2,['NB_F106']
-NB_F106_NB_COU,Centre �questre avec au moins un �quipement couvert,2,['NB_F106']
-NB_F106_NB_ECL,Centre �questre avec au moins un �quipement �clair�,2,['NB_F106']
-NB_F107,Athl�tisme,1,
-NB_F107_NB_AIREJEU,Athl�tisme - nombre d'aires de pratique,2,['NB_F107']
-NB_F107_NB_COU,Athl�tisme avec au moins une aire de pratique couverte,2,['NB_F107']
-NB_F107_NB_ECL,Athl�tisme avec au moins une aire de pratique �clair�e,2,['NB_F107']
-NB_F108,Terrain de golf,1,
-NB_F108_NB_AIREJEU,Terrain de golf - nombre d'aires de pratique,2,['NB_F108']
-NB_F108_NB_COU,Terrain de golf avec au moins une aire de pratique couverte,2,['NB_F108']
-NB_F108_NB_ECL,Terrain de golf avec au moins une aire de pratique �clair�e,2,['NB_F108']
-NB_F109,Parcours sportif/sant�,1,
-NB_F109_NB_AIREJEU,Parcours sportif/sant� - nombre de parcours,2,['NB_F109']
-NB_F109_NB_COU,Parcours sportif/sant� avec au moins un parcours couvert,2,['NB_F109']
-NB_F109_NB_ECL,Parcours sportif/sant� avec au moins un parcours �clair�,2,['NB_F109']
-NB_F110,Sports de glace,1,
-NB_F110_NB_AIREJEU,Sports de glace - nombre d'aires de pratique,2,['NB_F110']
-NB_F110_NB_COU,Sports de glace avec au moins une aire de pratique couverte,2,['NB_F110']
-NB_F110_NB_ECL,Sports de glace avec au moins une aire de pratique �clair�e,2,['NB_F110']
-NB_F111,Plateaux et terrains de jeux ext�rieurs,1,
-NB_F111_NB_AIREJEU,Plateaux et terrains de jeux ext�rieurs - nombre d'aires de pratique,2,['NB_F111']
-NB_F111_NB_COU,Plateaux et terrains de jeux ext�rieurs avec au moins une aire de pratique couverte,2,['NB_F111']
-NB_F111_NB_ECL,Plateaux et terrains de jeux ext�rieurs avec au moins une aire de pratique �clair�e,2,['NB_F111']
-NB_F112,Salles sp�cialis�es,1,
-NB_F112_NB_AIREJEU,Salles sp�cialis�es - nombre d'aires de pratique,2,['NB_F112']
-NB_F112_NB_COU,Salles sp�cialis�es avec au moins une aire de pratique couverte,2,['NB_F112']
-NB_F112_NB_ECL,Salles sp�cialis�es avec au moins une aire de pratique �clair�e,2,['NB_F112']
-NB_F113,Terrains de grands jeux,1,
-NB_F113_NB_AIREJEU,Terrains de grands jeux - nombre de terrains,2,['NB_F113']
-NB_F113_NB_COU,Terrains de grands jeux avec au moins un terrain couvert,2,['NB_F113']
-NB_F113_NB_ECL,Terrains de grands jeux avec au moins un terrain �clair�,2,['NB_F113']
-NB_F114,Salles de combat,1,
-NB_F114_NB_AIREJEU,Salles de combat - nombre d'aires de pratique,2,['NB_F114']
-NB_F114_NB_COU,Salles de combat avec au moins une aire de pratique couverte,2,['NB_F114']
-NB_F114_NB_ECL,Salles de combat avec au moins une aire de pratique �clair�e,2,['NB_F114']
-NB_F116,Salles non sp�cialis�es,1,
-NB_F116_NB_AIREJEU,Salles non sp�cialis�es - nombre d'�quipements o� s'exerce au moins une activit� physique et/ou sportive,2,['NB_F116']
-NB_F116_NB_COU,Salles non sp�cialis�es avec au moins un �quipement couvert,2,['NB_F116']
-NB_F116_NB_ECL,Salles non sp�cialis�es avec au moins un �quipement �clair�,2,['NB_F116']
-NB_F117,Roller-Skate-V�lo bicross ou freestyle,1,
-NB_F117_NB_AIREJEU,Roller-Skate-V�lo bicross ou freestyle - nombre de pistes,2,['NB_F117']
-NB_F117_NB_COU,Roller-Skate-V�lo bicross ou freestyle avec au moins un �quipement couvert,2,['NB_F117']
-NB_F117_NB_ECL,Roller-Skate-V�lo bicross ou freestyle avec au moins un �quipement �clair�,2,['NB_F117']
-NB_F118,Sports nautiques,1,
-NB_F118_NB_AIREJEU,Sports nautiques - nombre d'aires de pratique,2,['NB_F118']
-NB_F118_NB_COU,Sports nautiques avec au moins une aire de pratique couverte,2,['NB_F118']
-NB_F118_NB_ECL,Sports nautiques avec au moins une aire de pratique �clair�e,2,['NB_F118']
-NB_F119,Bowling,1,
-NB_F119_NB_AIREJEU,Bowling - nombre d'aires de jeu,2,['NB_F119']
-NB_F119_NB_COU,Bowling avec au moins une aire de jeu couverte,2,['NB_F119']
-NB_F119_NB_ECL,Bowling avec au moins une aire de jeu �clair�e,2,['NB_F119']
-NB_F120,Salles de remise en forme,1,
-NB_F120_NB_AIREJEU,Salles de remise en forme - nombre d'aires de pratique,2,['NB_F120']
-NB_F120_NB_COU,Salles de remise en forme avec au moins une aire de pratique couverte,2,['NB_F120']
-NB_F120_NB_ECL,Salles de remise en forme avec au moins une aire de pratique �clair�e,2,['NB_F120']
-NB_F121,Salles multisports (gymnase),1,
-NB_F121_NB_AIREJEU,Salles multisports (gymnase) - nombre d'aires de pratique,2,['NB_F121']
-NB_F121_NB_COU,Salles multisports (gymnase) avec au moins une aire de pratique couverte,2,['NB_F121']
-NB_F121_NB_ECL,Salles multisports (gymnase) avec au moins une aire de pratique �clair�e,2,['NB_F121']
-NB_F201,Baignade am�nag�e,1,
-NB_F201_NB_AIREJEU,Baignade am�nag�e - nombre d'aires de pratique,2,['NB_F201']
-NB_F202,Port de plaisance - Mouillage,2,['NB_F201']
-NB_F202_NB_AIREJEU,"Port de plaisance - Mouillage - nombre de ports, de zones",2,['NB_F201']
-NB_F203,Boucle de randonn�e,1,
-NB_F203_NB_AIREJEU,Boucle de randonn�e - nombre de circuits,2,['NB_F203']
-NB_F302,Th��tre,1,
-NB_F302_NB_SALLES,Nombre de salles dans le th��tre,2,['NB_F302']
-NB_F303,Cin�ma,1,
-NB_F303_NB_SALLES,Nombre de salles dans le cin�ma,2,['NB_F303']
-NB_F304,Mus�e,1,
-NB_F305,Conservatoire,1,
-NB_G101,Agence de voyage,1,
-NB_G102,H�tel,1,
-NB_G103,Camping,1,
-NB_G104,Information Touristique,1,
-note,Note de pr�caution (voir onglet seuils),1,
-P14_ACT1524,Actifs 15-24 ans en 2014 (princ),3,['P14_POP1524']
-P14_ACT1564,Actifs 15-64 ans en 2014 (compl),2,['P14_POP']
-P14_ACT2554,Actifs 25-54 ans en 2014 (princ),3,['P14_POP2554']
-P14_ACT5564,Actifs 55-64 ans en 2014 (princ),3,['P14_POP5564']
-P14_ACTOCC1524,Actifs occup�s 15-24 ans en 2014 (princ),4,['P14_ACT1524']
-P14_ACTOCC1564,Actifs occup�s 15-64 ans en 2014 (compl),3,['P14_ACT1564']
-P14_ACTOCC15P,Actifs occup�s 15 ans ou plus en 2014 (princ),2,['P14_POP']
-P14_ACTOCC15P_ILT1,Actif occ 15 ans ou plus travaille commune r�sidence en 2014 (princ),3,['P14_ACTOCC15P']
-P14_ACTOCC15P_ILT2,Actif occ 15 ans ou plus travaille autre commune m�me d�pt r�sidence en 2014 (princ),3,['P14_ACTOCC15P']
-P14_ACTOCC15P_ILT2P,Actif occ 15 ans ou plus travaille autre commune que commune r�sidence en 2014 (princ),3,['P14_ACTOCC15P']
-P14_ACTOCC15P_ILT3,Actif occ 15 ans ou plus travaille autre d�pt m�me r�gion r�sidence en 2014 (princ),3,['P14_ACTOCC15P']
-P14_ACTOCC15P_ILT4,Actif occ 15 ans ou plus travaille autre r�gion en m�tropole en 2014 (princ),3,['P14_ACTOCC15P']
-P14_ACTOCC15P_ILT5,Actif occ 15 ans ou plus travaille autre r�gion hors m�tropole en 2014 (princ),3,['P14_ACTOCC15P']
-P14_ACTOCC15P_TP,Actifs occ 15 ans ou plus TP en 2014 (princ),3,['P14_ACTOCC15P']
-P14_ACTOCC2554,Actifs occup�s 25-54 ans en 2014 (princ),4,['P14_ACT2554']
-P14_ACTOCC5564,Actifs occup�s 55-64 ans en 2014 (princ),4,['P14_ACT5564']
-P14_AINACT1564,Autres inactifs 15-64 ans en 2014 (princ),2,['P14_POP']
-P14_ANEM_RP,Anc tot Emm�ngt R�s princ (ann�es) en 2014 (princ),2,['P14_LOG']
-P14_ANEM_RP_GRAT,Anc tot Emm�ngt R�s princ occ gratuit (ann�es) en 2014 (princ),3,['P14_ANEM_RP']
-P14_ANEM_RP_LOC,Anc tot Emm�ngt R�s princ occ par Locataires (ann�es) en 2014 (princ),3,['P14_ANEM_RP']
-P14_ANEM_RP_LOCHLMV,Anc tot Emm�ngt R�s princ HLM lou�es vides (ann�es) en 2014 (princ),3,['P14_ANEM_RP']
-P14_ANEM_RP_PROP,Anc tot Emm�ngt R�s princ occ par Propri�taires (ann�es) en 2014 (princ),3,['P14_ANEM_RP']
-P14_APPART,Appartements en 2014 (princ),2,['P14_LOG']
-P14_CHOM1524,Ch�meurs 15-24 ans en 2014 (princ),3,['P14_POP1524']
-P14_CHOM1564,Ch�meurs 15-64 ans en 2014 (princ),2,['P14_POP']
-P14_CHOM2554,Ch�meurs 25-54 ans en 2014 (princ),3,['P14_POP2554']
-P14_CHOM5564,Ch�meurs 55-64 ans en 2014 (princ),3,['P14_POP5564']
-P14_ETUD1564,El�v. Etud. Stag. non r�mun�r�s 15-64 ans en 2014 (princ),2,['P14_POP']
-P14_F0014,Pop Femmes 0-14 ans en 2014 (princ),3,['P14_POPF']
-P14_F0019,Pop Femmes 0-19 ans en 2014 (princ),3,['P14_POPF']
-P14_F1524,Pop 15-24 ans Femmes en 2014 (princ),3,['P14_POPF']
-P14_F1564,Pop 15-64 ans Femmes en 2014 (princ),3,['P14_POPF']
-P14_F2064,Pop Femmes 20-64 ans en 2014 (princ),3,['P14_POPF']
-P14_F2554,Pop 25-54 ans Femmes en 2014 (princ),3,['P14_POPF']
-P14_F4559,Pop Femmes 45-59 ans en 2014 (princ),3,['P14_POPF']
-P14_F5564,Pop 55-64 ans Femmes en 2014 (princ),3,['P14_POPF']
-P14_F6074,Pop Femmes 60-74 ans en 2014 (princ),3,['P14_POPF']
-P14_F65P,Pop Femmes 65 ans ou plus en 2014 (princ),3,['P14_POPF']
-P14_F75P,Pop Femmes 75 ans ou plus en 2014 (princ),3,['P14_POPF']
-P14_FACT1524,Actifs 15-24 ans Femmes en 2014 (princ),4,['P14_F1524']
-P14_FACT1564,Actifs 15-64 ans Femmes en 2014 (princ),4,['P14_F1564']
-P14_FACT2554,Actifs 25-54 ans Femmes en 2014 (princ),4,['P14_F2554']
-P14_FACT5564,Actifs 55-64 ans Femmes en 2014 (princ),4,['P14_F5564']
-P14_FACTOCC1524,Actifs occup�s 15-24 ans Femmes en 2014 (princ),5,['P14_FACT1524']
-P14_FACTOCC1564,Actifs occup�s 15-64 ans Femmes en 2014 (princ),5,['P14_FACT1564']
-P14_FACTOCC15P,Actifs occup�s 15 ans ou plus Femmes en 2014 (princ),4,['C14_F15P']
-P14_FACTOCC2554,Actifs occup�s 25-54 ans Femmes en 2014 (princ),5,['P14_FACT2554']
-P14_FACTOCC5564,Actifs occup�s 55-64 ans Femmes en 2014 (princ),5,['P14_FACT5564']
-P14_FAINACT1564,Autres inactifs 15-64 ans Femmes en 2014 (princ),4,['P14_F1564']
-P14_FCHOM1564,Ch�meurs 15-64 ans Femmes en 2014 (princ),4,['P14_F1564']
-P14_FETUD1564,El�v. Etud. Stag. non r�mun�r�s 15-64 ans Femmes en 2014 (princ),4,['P14_F1564']
-P14_FINACT1564,Inactifs 15-64 ans Femmes en 2014 (princ),4,['P14_F1564']
-P14_FNSAL15P,Non-salari�s 15 ans ou plus Femmes en 2014 (princ),4,['C14_F15P']
-P14_FNSCOL15P,Femmes 15 ans ou plus non scolaris�es en 2014 (princ),4,['P14_F15P']
-P14_FNSCOL15P_BAC,Femmes 15 ans ou plus non scol. BAC en 2014 (princ),5,['P14_FNSCOL15P']
-P14_FNSCOL15P_CAPBEP,Femmes 15 ans ou plus non scol. CAP-BEP en 2014 (princ),5,['P14_FNSCOL15P']
-P14_FNSCOL15P_DIPLMIN,"Femmes 15 ans ou plus non scol. Sans dipl�me ou BEPC, brevet des coll�ges, DNB en 2014 (princ)",5,['P14_FNSCOL15P']
-P14_FNSCOL15P_SUP,Femmes 15 ans ou plus non scol. Enseignement sup en 2014 (princ),5,['P14_FNSCOL15P']
-P14_FRETR1564,Retrait�s Pr�retrait�s 15-64 ans Femmes en 2014 (princ),4,['P14_F1564']
-P14_FSAL15P,Salari�s 15 ans ou plus Femmes en 2014 (princ),4,['C14_F15P']
-P14_FSAL15P_TP,Salari�s 15 ans ou plus TP Femmes en 2014 (princ),5,['P14_FSAL15P']
-P14_H0014,Pop Hommes 0-14 ans en 2014 (princ),3,['P14_POPH']
-P14_H0019,Pop Hommes 0-19 ans en 2014 (princ),3,['P14_POPH']
-P14_H1524,Pop 15-24 ans Hommes en 2014 (princ),3,['P14_POPH']
-P14_H1529,Pop Hommes 15-29 ans en 2014 (princ),3,['P14_POPH']
-P14_H1564,Pop 15-64 ans Hommes en 2014 (princ),3,['P14_POPH']
-P14_H2064,Pop Hommes 20-64 ans en 2014 (princ),3,['P14_POPH']
-P14_H2554,Pop 25-54 ans Hommes en 2014 (princ),3,['P14_POPH']
-P14_H3044,Pop Hommes 30-44 ans en 2014 (princ),3,['P14_POPH']
-P14_H4559,Pop Hommes 45-59 ans en 2014 (princ),3,['P14_POPH']
-P14_H5564,Pop 55-64 ans Hommes en 2014 (princ),3,['P14_POPH']
-P14_H6074,Pop Hommes 60-74 ans en 2014 (princ),3,['P14_POPH']
-P14_H65P,Pop Hommes 65 ans ou plus en 2014 (princ),3,['P14_POPH']
-P14_H75P,Pop Hommes 75 ans ou plus en 2014 (princ),3,['P14_POPH']
-P14_HACT1524,Actifs 15-24 ans Hommes en 2014 (princ),4,['P14_H1524']
-P14_HACT1564,Actifs 15-64 ans Hommes en 2014 (princ),4,['P14_H1564']
-P14_HACT2554,Actifs 25-54 ans Hommes en 2014 (princ),4,['P14_H2554']
-P14_HACT5564,Actifs 55-64 ans Hommes en 2014 (princ),4,['P14_H5564']
-P14_HACTOCC1524,Actifs occup�s 15-24 ans Hommes en 2014 (princ),5,['P14_HACT1524']
-P14_HACTOCC1564,Actifs occup�s 15-64 ans Hommes en 2014 (princ),5,['P14_HACT1564']
-P14_HACTOCC15P,Actifs occup�s 15 ans ou plus Hommes en 2014 (princ),4,['C14_F15P']
-P14_HACTOCC2554,Actifs occup�s 25-54 ans Hommes en 2014 (princ),5,['P14_HACT2554']
-P14_HACTOCC5564,Actifs occup�s 55-64 ans Hommes en 2014 (princ),5,['P14_HACT5564']
-P14_HAINACT1564,Autres inactifs 15-64 ans Hommes en 2014 (princ),4,['P14_H1564']
-P14_HCHOM1564,Ch�meurs 15-64 ans Hommes en 2014 (princ),4,['P14_H1564']
-P14_HETUD1564,El�v. Etud. Stag. non r�mun�r�s 15-64 ans Hommes en 2014 (princ),4,['P14_H1564']
-P14_HINACT1564,Inactifs 15-64 ans Hommes en 2014 (princ),4,['P14_H1564']
-P14_HNSAL15P,Non-salari�s 15 ans ou plus Hommes en 2014 (princ),4,['C14_F15P']
-P14_HNSCOL15P,Hommes 15 ans ou plus non scolaris�s en 2014 (princ),4,['C14_F15P']
-P14_HNSCOL15P_BAC,Hommes 15 ans ou plus non scol. BAC en 2014 (princ),5,['P14_HNSCOL15P_BAC']
-P14_HNSCOL15P_CAPBEP,Hommes 15 ans ou plus non scol. CAP-BEP en 2014 (princ),5,['P14_HNSCOL15P_BAC']
-P14_HNSCOL15P_DIPLMIN,"Hommes 15 ans ou plus non scol. Sans dipl�me ou BEPC, brevet des coll�ges, DNB en 2014 (princ)",5,['P14_HNSCOL15P_BAC']
-P14_HNSCOL15P_SUP,Hommes 15 ans ou plus non scol. Enseignement sup en 2014 (princ),5,['P14_HNSCOL15P_BAC']
-P14_HRETR1564,Retrait�s Pr�retrait�s 15-64 ans Hommes en 2014 (princ),4,['P14_H1564']
-P14_HSAL15P,Salari�s 15 ans ou plus Hommes en 2014 (princ),4,['C14_F15P']
-P14_HSAL15P_TP,Salari�s 15 ans ou plus TP Hommes en 2014 (princ),5,['P14_HSAL15P']
-P14_INACT1564,Inactifs 15-64 ans en 2014 (princ),2,['P14_POP']
-P14_LOG,Logements en 2014 (princ),1,
-P14_LOGVAC,Logements vacants en 2014 (princ),2,['P14_LOG']
-P14_MAISON,Maisons en 2014 (princ),2,['P14_LOG']
-P14_MEN,M�nages en 2014 (princ),2,['P14_POP']
-P14_MEN_ANEM0002,M�nages emm�nag�s moins 2 ans en 2014 (princ),3,['P14_MEN']
-P14_MEN_ANEM0204,M�nages emm�nag�s entre 2-4 ans en 2014 (princ),3,['P14_MEN']
-P14_MEN_ANEM0509,M�nages emm�nag�s entre 5-9 ans en 2014 (princ),3,['P14_MEN']
-P14_MEN_ANEM10P,M�nages emm�nag�s depuis 10 ans ou plus en 2014 (princ),3,['P14_MEN']
-P14_NBPI_RP,Pi�ces r�s princ en 2014 (princ),3,['P14_RP']
-P14_NBPI_RP_ANEM0002,Pi�ces R�s princ M�n. emm�nag�s moins 2 ans en 2014 (princ),4,['P14_NBPI_RP']
-P14_NBPI_RP_ANEM0204,Pi�ces R�s princ M�n. emm�nag�s entre 2-4 ans en 2014 (princ),4,['P14_NBPI_RP']
-P14_NBPI_RP_ANEM0509,Pi�ces R�s princ M�n. emm�nag�s entre 5-9 ans en 2014 (princ),4,['P14_NBPI_RP']
-P14_NBPI_RP_ANEM10P,Pi�ces R�s princ M�n. emm�nag�s depuis 10 ans ou plus en 2014 (princ),4,['P14_NBPI_RP']
-P14_NBPI_RPAPPART,Pi�ces r�s princ type appartement en 2014 (princ),4,['P14_NBPI_RP']
-P14_NBPI_RPMAISON,Pi�ces r�s princ type maison en 2014 (princ),4,['P14_NBPI_RP']
-P14_NPER_RP,Personnes R�s princ en 2014 (princ),2,['P14_POP']
-P14_NPER_RP_GRAT,Pers R�s princ occup�es gratuit en 2014 (princ),3,['P14_NPER_RP']
-P14_NPER_RP_LOC,Pers R�s princ occup�es Locataires en 2014 (princ),3,['P14_NPER_RP']
-P14_NPER_RP_LOCHLMV,Pers R�s princ HLM lou�es vides en 2014 (princ),3,['P14_NPER_RP']
-P14_NPER_RP_PROP,Pers R�s princ occup�es Propri�taires en 2014 (princ),3,['P14_NPER_RP']
-P14_NSAL15P,Non-salari�s 15 ans ou plus en 2014 (princ),3,['P14_POP15P']
-P14_NSAL15P_AIDFAM,Non-salari�s 15 ans ou plus Aides familiaux en 2014 (princ),4,['P14_NSAL15P']
-P14_NSAL15P_EMPLOY,Non-salari�s 15 ans ou plus Employeurs en 2014 (princ),4,['P14_NSAL15P']
-P14_NSAL15P_INDEP,Non-salari�s 15 ans ou plus Ind�pendants en 2014 (princ),4,['P14_NSAL15P']
-P14_NSAL15P_TP,Non-salari�s 15 ans ou plus TP en 2014 (princ),4,['P14_NSAL15P']
-P14_NSCOL15P,Pop 15 ans ou plus non scolaris�e en 2014 (princ),3,['P14_POP15P']
-P14_NSCOL15P_BAC,Pop 15 ans ou plus non scol. BAC en 2014 (princ),4,['P14_NSCOL15P']
-P14_NSCOL15P_CAPBEP,Pop 15 ans ou plus non scol. CAP-BEP en 2014 (princ),4,['P14_NSCOL15P']
-P14_NSCOL15P_DIPLMIN,"Pop 15 ans ou plus non scol. Sans dipl�me ou BEPC, brevet des coll�ges, DNB en 2014 (princ)",4,['P14_NSCOL15P']
-P14_NSCOL15P_SUP,Pop 15 ans ou plus non scol. Enseignement sup en 2014 (princ),4,['P14_NSCOL15P']
-P14_PHORMEN,Pop hors m�nages en 2014 (princ),2,['P14_POP']
-P14_PMEN,Pop M�nages en 2014 (compl),2,['P14_POP']
-P14_PMEN_ANEM0002,Pop m�n emm�nag�s moins 2 ans en 2014 (princ),3,['P14_PMEN']
-P14_PMEN_ANEM0204,Pop m�n emm�nag�s entre 2-4 ans en 2014 (princ),3,['P14_PMEN']
-P14_PMEN_ANEM0509,Pop m�n emm�nag�s entre 5-9 ans en 2014 (princ),3,['P14_PMEN']
-P14_PMEN_ANEM10P,Pop m�n emm�nag�s depuis 10 ans ou plus en 2014 (princ),3,['P14_PMEN']
-P14_POP,Population en 2014 (princ),1,
-P14_POP_ETR,Pop Etrangers en 2014 (princ),2,['P14_POP']
-P14_POP_FR,Pop Fran�ais en 2014 (princ),2,['P14_POP']
-P14_POP_IMM,Pop Immigr�s en 2014 (princ),2,['P14_POP']
-P14_POP0002,Pop 0-2 ans en 2014 (princ),2,['P14_POP']
-P14_POP0014,Pop 0-14 ans en 2014 (princ),2,['P14_POP']
-P14_POP0019,Pop 0-19 ans en 2014 (princ),2,['P14_POP']
-P14_POP0205,Pop 2-5 ans en 2014 (princ),2,['P14_POP']
-P14_POP0305,Pop 3-5 ans en 2014 (princ),2,['P14_POP']
-P14_POP0610,Pop 6-10 ans en 2014 (princ),2,['P14_POP']
-P14_POP1114,Pop 11-14 ans en 2014 (princ),2,['P14_POP']
-P14_POP1117,Pop 11-17 ans en 2014 (princ),2,['P14_POP']
-P14_POP1517,Pop 15-17 ans en 2014 (princ),2,['P14_POP']
-P14_POP1524,Pop 15-24 ans en 2014 (princ),2,['P14_POP']
-P14_POP1524_PSEUL,Pop 15-24 ans vivant seule en 2014 (princ),3,['P14_POP1524']
-P14_POP1529,Pop 15-29 ans en 2014 (princ),2,['P14_POP']
-P14_POP15P,Pop 15 ans ou plus en 2014 (princ),2,['P14_POP']
-P14_POP15P_MARIEE,Pop 15 ans ou plus Mari�e en 2014 (princ),3,['P14_POP15P']
-P14_POP15P_NONMARIEE,Pop 15 ans ou plus Non mari�e en 2014 (princ),3,['P14_POP15P']
-P14_POP15P_PSEUL,Pop 15 ans ou plus ans vivant seule en 2014 (princ),3,['P14_POP15P']
-P14_POP1824,Pop 18-24 ans en 2014 (princ),2,['P14_POP']
-P14_POP2064,Pop 20-64 ans en 2014 (princ),2,['P14_POP']
-P14_POP2529,Pop 25-29 ans en 2014 (princ),2,['P14_POP']
-P14_POP2539,Pop 25-39 ans en 2014 (princ),2,['P14_POP']
-P14_POP2554,Pop 25-54 ans en 2014 (princ),2,['P14_POP']
-P14_POP2554_PSEUL,Pop 25-54 ans vivant seule en 2014 (princ),3,['P14_POP2554']
-P14_POP3044,Pop 30-44 ans en 2014 (princ),2,['P14_POP']
-P14_POP30P,Pop 30 ans ou plus en 2014 (princ),2,['P14_POP']
-P14_POP4054,Pop 40-54 ans en 2014 (princ),2,['P14_POP']
-P14_POP4559,Pop 45-59 ans en 2014 (princ),2,['P14_POP']
-P14_POP5564,Pop 55-64 ans en 2014 (princ),2,['P14_POP']
-P14_POP5579,Pop 55-79 ans en 2014 (princ),2,['P14_POP']
-P14_POP5579_PSEUL,Pop 55-79 ans vivant seule en 2014 (princ),3,['P14_POP5579']
-P14_POP6074,Pop 60-74 ans en 2014 (princ),2,['P14_POP']
-P14_POP6579,Pop 65-79 ans en 2014 (princ),2,['P14_POP']
-P14_POP65P,Pop 65 ans ou plus en 2014 (princ),2,['P14_POP']
-P14_POP75P,Pop 75 ans ou plus en 2014 (princ),2,['P14_POP']
-P14_POP80P,Pop 80 ans ou plus en 2014 (princ),2,['P14_POP']
-P14_POP80P_PSEUL,Pop 80 ans ou plus vivant seule en 2014 (princ),3,['P14_POP80P']
-P14_POPF,Pop Femmes en 2014 (princ),2,['P14_POP']
-P14_POPH,Pop Hommes en 2014 (princ),2,['P14_POP']
-P14_POPMEN1524,Pop m�n 15-24 ans en 2014 (princ),3,['P14_POP1524']
-P14_POPMEN15P,Pop m�n 15 ans ou plus en 2014 (princ),3,['P14_POP15P']
-P14_POPMEN2554,Pop m�n 25-54 ans en 2014 (princ),3,['P14_POP2554']
-P14_POPMEN5579,Pop m�n 55-79 ans en 2014 (princ),3,['P14_POP5579']
-P14_POPMEN80P,Pop m�n 80 ans ou plus en 2014 (princ),3,['P14_POP80P']
-P14_RETR1564,Retrait�s Pr�retrait�s 15-64 ans en 2014 (princ),3,['P14_POP1564']
-P14_RP,R�sidences principales en 2014 (princ),2,['P14_LOG']
-P14_RP_100120M2,R�s princ de 100 � moins de 120 m2 en 2014 (princ),3,['P14_RP']
-P14_RP_120M2P,R�s princ de 120 m2 ou plus en 2014 (princ),3,['P14_RP']
-P14_RP_1P,R�s princ 1 pi�ce en 2014 (princ),3,['P14_RP']
-P14_RP_2P,R�s princ 2 pi�ces en 2014 (princ),3,['P14_RP']
-P14_RP_3040M2,R�s princ de 30 � moins de 40 m2 en 2014 (princ),3,['P14_RP']
-P14_RP_3P,R�s princ 3 pi�ces en 2014 (princ),3,['P14_RP']
-P14_RP_4060M2,R�s princ de 40 � moins de 60 m2 en 2014 (princ),3,['P14_RP']
-P14_RP_4P,R�s princ 4 pi�ces en 2014 (princ),3,['P14_RP']
-P14_RP_5PP,R�s princ 5 pi�ces ou plus en 2014 (princ),3,['P14_RP']
-P14_RP_6080M2,R�s princ de 60 � moins de 80 m2 en 2014 (princ),3,['P14_RP']
-P14_RP_80100M2,R�s princ de 80 � moins de 100 m2 en 2014 (princ),3,['P14_RP']
-P14_RP_ACH05,R�s princ 1991 � 2005 en 2014 (princ),3,['P14_RP']
-P14_RP_ACH11,R�s princ 2006 � 2011 en 2014 (princ),3,['P14_RP']
-P14_RP_ACH19,R�s princ avt 1919 en 2014 (princ),3,['P14_RP']
-P14_RP_ACH45,R�s princ 1919 � 1945 en 2014 (princ),3,['P14_RP']
-P14_RP_ACH70,R�s princ 1946 � 1970 en 2014 (princ),3,['P14_RP']
-P14_RP_ACH90,R�s princ 1971 � 1990 en 2014 (princ),3,['P14_RP']
-P14_RP_ACHTOT,R�s princ avt 2012 en 2014 (princ),3,['P14_RP']
-P14_RP_BDWC,R�s princ avec Bain/Douche WC (DOM) en 2014 (princ),3,['P14_RP']
-P14_RP_CCCOLL,R�s princ Chauffage Central Collectif (MET) en 2014 (princ),3,['P14_RP']
-P14_RP_CCIND,R�s princ Chauffage Central Individuel (MET) en 2014 (princ),3,['P14_RP']
-P14_RP_CHOS,R�s princ avec chauffe-eau solaire (DOM) en 2014 (princ),3,['P14_RP']
-P14_RP_CINDELEC,R�s princ Chauffage Individuel Electrique (MET) en 2014 (princ),3,['P14_RP']
-P14_RP_CLIM,R�s princ avec pi�ce climatis�e (DOM) en 2014 (princ),3,['P14_RP']
-P14_RP_EAUCH,R�s princ avec eau chaude (DOM) en 2014 (princ),3,['P14_RP']
-P14_RP_ELEC,R�s princ avec �lectricit� (DOM) en 2014 (princ),3,['P14_RP']
-P14_RP_GARL,M�nages au moins un parking en 2014 (princ),3,['P14_RP']
-P14_RP_GRAT,R�s princ log� gratuit en 2014 (princ),3,['P14_RP']
-P14_RP_LOC,R�s princ occup�es Locataires en 2014 (princ),3,['P14_RP']
-P14_RP_LOCHLMV,R�s princ HLM lou�e vide en 2014 (princ),4,['P14_RP_LOC']
-P14_RP_M30M2,R�s princ de moins de 30 m2 en 2014 (princ),3,['P14_RP']
-P14_RP_PROP,R�s princ occup�es Propri�taires en 2014 (princ),3,['P14_RP']
-P14_RP_SDB,R�s princ SDB baignoire douche (MET) en 2014 (princ),3,['P14_RP']
-P14_RP_TTEGOU,R�s princ avec tout � l'�gout (DOM) en 2014 (princ),3,['P14_RP']
-P14_RP_VOIT1,M�nages une voiture en 2014 (princ),3,['P14_MEN']
-P14_RP_VOIT1P,M�nages au moins une voiture en 2014 (princ),3,['P14_MEN']
-P14_RP_VOIT2P,M�nages deux voitures ou plus en 2014 (princ),3,['P14_MEN']
-P14_RPAPPART,R�s princ type appartement en 2014 (princ),3,['P14_RP']
-P14_RPAPPART_ACH05,R�s princ Type appart 1991 � 2005 en 2014 (princ),4,['P14_RP_ACH05']
-P14_RPAPPART_ACH11,R�s princ Type appart 2006 � 2011 en 2014 (princ),4,['P14_RP_ACH11']
-P14_RPAPPART_ACH19,R�s princ Type appart avt 1919 en 2014 (princ),4,['P14_RP_ACH19']
-P14_RPAPPART_ACH45,R�s princ Type appart 1919 � 1945 en 2014 (princ),4,['P14_RP_ACH45']
-P14_RPAPPART_ACH70,R�s princ Type appart 1946 � 1970 en 2014 (princ),4,['P14_RP_ACH70']
-P14_RPAPPART_ACH90,R�s princ Type appart 1971 � 1990 en 2014 (princ),4,['P14_RP_ACH90']
-P14_RPAPPART_ACHTOT,R�s princ Type appart avt 2012 en 2014 (princ),4,['P14_RPAPPART']
-P14_RPMAISON,R�s princ type maison en 2014 (princ),3,['P14_RP']
-P14_RPMAISON_ACH05,R�s princ Type maison 1991 � 2005 en 2014 (princ),4,['P14_RP_ACH05']
-P14_RPMAISON_ACH11,R�s princ Type maison 2006 � 2011 en 2014 (princ),4,['P14_RP_ACH11']
-P14_RPMAISON_ACH19,R�s princ Type maison avt 1919 en 2014 (princ),4,['P14_RP_ACH19']
-P14_RPMAISON_ACH45,R�s princ Type maison 1919 � 1945 en 2014 (princ),4,['P14_RP_ACH45']
-P14_RPMAISON_ACH70,R�s princ Type maison 1946 � 1970 en 2014 (princ),4,['P14_RP_ACH70']
-P14_RPMAISON_ACH90,R�s princ Type maison 1971 � 1990 en 2014 (princ),4,['P14_RP_ACH90']
-P14_RPMAISON_ACHTOT,R�s princ Type maison avt 2012 en 2014 (princ),4,['P14_RPMAISON']
-P14_RSECOCC,R�s secondaires et logts occasionnels en 2014 (princ),2,['P14_LOG']
-P14_SAL15P,Salari�s 15 ans ou plus en 2014 (princ),3,['P14_POP15P']
-P14_SAL15P_APPR,Salari�s 15 ans ou plus Apprentissage - Stage en 2014 (princ),4,['P14_SAL15P']
-P14_SAL15P_CDD,Salari�s 15 ans ou plus CDD en 2014 (princ),4,['P14_SAL15P']
-P14_SAL15P_CDI,"Salari�s 15 ans ou plus Fonct publ, CDI en 2014 (princ)",4,['P14_SAL15P']
-P14_SAL15P_EMPAID,Salari�s 15 ans ou plus Emplois aid�s en 2014 (princ),4,['P14_SAL15P']
-P14_SAL15P_INTERIM,Salari�s 15 ans ou plus Int�rim en 2014 (princ),4,['P14_SAL15P']
-P14_SAL15P_TP,Salari�s 15 ans ou plus TP en 2014 (princ),4,['P14_SAL15P']
-P14_SCOL0205,Pop scolaris�e 2-5 ans en 2014 (princ),3,['P14_POP0205']
-P14_SCOL0610,Pop scolaris�e 6-10 ans en 2014 (princ),3,['P14_POP0610']
-P14_SCOL1114,Pop scolaris�e 11-14 ans en 2014 (princ),3,['P14_POP1114']
-P14_SCOL1517,Pop scolaris�e 15-17 ans en 2014 (princ),3,['P14_POP1517']
-P14_SCOL1824,Pop scolaris�e 18-24 ans en 2014 (princ),3,['P14_POP1824']
-P14_SCOL2529,Pop scolaris�e 25-29 ans en 2014 (princ),3,['P14_POP2529']
-P14_SCOL30P,Pop scolaris�e 30 ans ou plus en 2014 (princ),3,['P14_POP30P']
diff --git a/predihood/classes/hierarchy.csv b/predihood/classes/hierarchy.csv
new file mode 100644
index 00000000..a131f547
--- /dev/null
+++ b/predihood/classes/hierarchy.csv
@@ -0,0 +1,629 @@
+INDICATOR LABEL LEVEL ANCESTOR
+C101 École maternelle 1
+C101_NB_CANT École maternelle avec cantine 2 ['C101']
+C101_NB_EP École maternelle appartenant à un EP 2 ['C101']
+C101_NB_RPIC École maternelle en RPIC 2 ['C101']
+C102 École maternelle en RPI dispersé 1
+C102_NB_CANT École maternelle de RPI dispersé avec cantine 2 ['C102']
+C102_NB_EP École maternelle en RPIC appartenant à un EP 2 ['C102']
+C104 École élémentaire 1
+C104_NB_CANT École élémentaire avec cantine 2 ['C104']
+C104_NB_EP École élémentaire appartenant à un EP 2 ['C104']
+C104_NB_PELEM École élémentaire avec classe pré-élémentaire 2 ['C104']
+C104_NB_RPIC École élémentaire en RPIC 2 ['C104']
+C105 École élémentaire de RPI dispersé 1
+C105_NB_CANT École élémentaire de RPI dispersé avec cantine 2 ['C105']
+C105_NB_EP École élémentaire de RPI dispersé appartenant à un EP 2 ['C105']
+C105_NB_PELEM École élémentaire de RPI dispersé avec école pré-élémentaire 2 ['C105']
+C14_ACT1564 Actifs 15-64 ans en 2014 (compl) 2 ['P14_POP']
+C14_ACT1564_CS1 Actifs 15-64 ans Agriculteurs exploitants en 2014 (compl) 3 ['C14_ACT1564']
+C14_ACT1564_CS2 Actifs 15-64 ans Artisans, Comm., Chefs entr. en 2014 (compl) 3 ['C14_ACT1564']
+C14_ACT1564_CS3 Actifs 15-64 ans Cadres, Prof. intel. sup. en 2014 (compl) 3 ['C14_ACT1564']
+C14_ACT1564_CS4 Actifs 15-64 ans Prof. intermédiaires en 2014 (compl) 3 ['C14_ACT1564']
+C14_ACT1564_CS5 Actifs 15-64 ans Employés en 2014 (compl) 3 ['C14_ACT1564']
+C14_ACT1564_CS6 Actifs 15-64 ans Ouvriers en 2014 (compl) 3 ['C14_ACT1564']
+C14_ACTOCC1564 Actifs occupés 15-64 ans en 2014 (compl) 3 ['C14_ACT1564']
+C14_ACTOCC1564_CS1 Actifs occ 15-64 ans Agriculteurs exploitants en 2014 (compl) 4 ['C14_ACTOCC1564']
+C14_ACTOCC1564_CS2 Actifs occ 15-64 ans Artisans, Comm., Chefs entr. en 2014 (compl) 4 ['C14_ACTOCC1564']
+C14_ACTOCC1564_CS3 Actifs occ 15-64 ans Cadres, Prof. intel. sup. en 2014 (compl) 4 ['C14_ACTOCC1564']
+C14_ACTOCC1564_CS4 Actifs occ 15-64 ans Prof. intermédiaires en 2014 (compl) 4 ['C14_ACTOCC1564']
+C14_ACTOCC1564_CS5 Actifs occ 15-64 ans Employés en 2014 (compl) 4 ['C14_ACTOCC1564']
+C14_ACTOCC1564_CS6 Actifs occ 15-64 ans Ouvriers en 2014 (compl) 4 ['C14_ACTOCC1564']
+C14_ACTOCC15P Actif occ 15 ans ou plus en 2014 (compl) 2
+C14_ACTOCC15P_DROU Actif occ 15 ans ou plus deux roues en 2014 (compl) 3 ['C14_ACTOCC15P']
+C14_ACTOCC15P_MAR Actif occ 15 ans ou plus marche à pied en 2014 (compl) 3 ['C14_ACTOCC15P']
+C14_ACTOCC15P_PAS Actif occ 15 ans ou plus pas de transport en 2014 (compl) 3 ['C14_ACTOCC15P']
+C14_ACTOCC15P_TCOM Actif occ 15 ans ou plus transport en commun en 2014 (compl) 3 ['C14_ACTOCC15P']
+C14_ACTOCC15P_VOIT Actif occ 15 ans ou plus voiture en 2014 (compl) 3 ['C14_ACTOCC15P']
+C14_COUPAENF Fam Couple avec enfant(s) en 2014 (compl) 2
+C14_COUPSENF Fam Couple sans enfant en 2014 (compl) 2
+C14_F15P Pop 15 ans ou plus Femmes en 2014 (compl) 3 ['P14_POPF']
+C14_F15P_CS1 Pop 15 ans ou plus Femmes Agriculteurs exploitants en 2014 (compl) 4 ['C14_F15P']
+C14_F15P_CS2 Pop 15 ans ou plus Femmes Artisans, Comm., Chefs entr. en 2014 (compl) 4 ['C14_F15P']
+C14_F15P_CS3 Pop 15 ans ou plus Femmes Cadres, Prof. intel. sup. en 2014 (compl) 4 ['C14_F15P']
+C14_F15P_CS4 Pop 15 ans ou plus Femmes Prof. intermédiaires en 2014 (compl) 4 ['C14_F15P']
+C14_F15P_CS5 Pop 15 ans ou plus Femmes Employés en 2014 (compl) 4 ['C14_F15P']
+C14_F15P_CS6 Pop 15 ans ou plus Femmes Ouvriers en 2014 (compl) 4 ['C14_F15P']
+C14_F15P_CS7 Pop 15 ans ou plus Femmes Retraités en 2014 (compl) 4 ['C14_F15P']
+C14_F15P_CS8 Pop 15 ans ou plus Femmes Autres en 2014 (compl) 4 ['C14_F15P']
+C14_FAM Familles en 2014 (compl) 2 ['P14_POP']
+C14_FAMMONO Fam Monoparentales en 2014 (compl) 3 ['C14_FAM']
+C14_H15P Pop 15 ans ou plus Hommes en 2014 (compl) 3 P14_POPH
+C14_H15P_CS1 Pop 15 ans ou plus Hommes Agriculteurs exploitants en 2014 (compl) 4 ['C14_H15P']
+C14_H15P_CS2 Pop 15 ans ou plus Hommes Artisans, Comm., Chefs entr. en 2014 (compl) 4 ['C14_H15P']
+C14_H15P_CS3 Pop 15 ans ou plus Hommes Cadres, Prof. intel. sup. en 2014 (compl) 4 ['C14_H15P']
+C14_H15P_CS4 Pop 15 ans ou plus Hommes Prof. intermédiaires en 2014 (compl) 4 ['C14_H15P']
+C14_H15P_CS5 Pop 15 ans ou plus Hommes Employés en 2014 (compl) 4 ['C14_H15P']
+C14_H15P_CS6 Pop 15 ans ou plus Hommes Ouvriers en 2014 (compl) 4 ['C14_H15P']
+C14_H15P_CS7 Pop 15 ans ou plus Hommes Retraités en 2014 (compl) 4 ['C14_H15P']
+C14_H15P_CS8 Pop 15 ans ou plus Hommes Autres en 2014 (compl) 4 ['C14_H15P']
+C14_MEN Ménages en 2014 (compl) 2 ['P14_POP']
+C14_MEN_CS1 Ménages Pers Réf Agri. expl. en 2014 (compl) 3 ['C14_MEN']
+C14_MEN_CS2 Ménages Pers Réf Art. Comm. Chefs entr. en 2014 (compl) 3 ['C14_MEN']
+C14_MEN_CS3 Ménages Pers Réf Cadres Prof int sup en 2014 (compl) 3 ['C14_MEN']
+C14_MEN_CS4 Ménages Pers Réf Prof intermédiaire en 2014 (compl) 3 ['C14_MEN']
+C14_MEN_CS5 Ménages Pers Réf Employé en 2014 (compl) 3 ['C14_MEN']
+C14_MEN_CS6 Ménages Pers Réf Ouvrier en 2014 (compl) 3 ['C14_MEN']
+C14_MEN_CS7 Ménages Pers Réf Retraité en 2014 (compl) 3 ['C14_MEN']
+C14_MEN_CS8 Ménages Pers Réf Autre en 2014 (compl) 3 ['C14_MEN']
+C14_MENCOUPAENF Mén fam princ Couple avec enfant(s) en 2014 (compl) 3 ['C14_MEN']
+C14_MENCOUPSENF Mén fam princ Couple sans enfant en 2014 (compl) 3 ['C14_MEN']
+C14_MENFAM Ménages avec famille(s) en 2014 (compl) 3 ['C14_MEN']
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+P14_ANEM_RP_GRAT Anc tot Emméngt Rés princ occ gratuit (années) en 2014 (princ) 3 ['P14_ANEM_RP']
+P14_ANEM_RP_LOC Anc tot Emméngt Rés princ occ par Locataires (années) en 2014 (princ) 3 ['P14_ANEM_RP']
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+P14_CHOM1564 Chômeurs 15-64 ans en 2014 (princ) 2 ['P14_POP']
+P14_CHOM2554 Chômeurs 25-54 ans en 2014 (princ) 3 ['P14_POP2554']
+P14_CHOM5564 Chômeurs 55-64 ans en 2014 (princ) 3 ['P14_POP5564']
+P14_ETUD1564 Elèv. Etud. Stag. non rémunérés 15-64 ans en 2014 (princ) 2 ['P14_POP']
+P14_F0014 Pop Femmes 0-14 ans en 2014 (princ) 3 ['P14_POPF']
+P14_F0019 Pop Femmes 0-19 ans en 2014 (princ) 3 ['P14_POPF']
+P14_F1524 Pop 15-24 ans Femmes en 2014 (princ) 3 ['P14_POPF']
+P14_F1564 Pop 15-64 ans Femmes en 2014 (princ) 3 ['P14_POPF']
+P14_F2064 Pop Femmes 20-64 ans en 2014 (princ) 3 ['P14_POPF']
+P14_F2554 Pop 25-54 ans Femmes en 2014 (princ) 3 ['P14_POPF']
+P14_F4559 Pop Femmes 45-59 ans en 2014 (princ) 3 ['P14_POPF']
+P14_F5564 Pop 55-64 ans Femmes en 2014 (princ) 3 ['P14_POPF']
+P14_F6074 Pop Femmes 60-74 ans en 2014 (princ) 3 ['P14_POPF']
+P14_F65P Pop Femmes 65 ans ou plus en 2014 (princ) 3 ['P14_POPF']
+P14_F75P Pop Femmes 75 ans ou plus en 2014 (princ) 3 ['P14_POPF']
+P14_FACT1524 Actifs 15-24 ans Femmes en 2014 (princ) 4 ['P14_F1524']
+P14_FACT1564 Actifs 15-64 ans Femmes en 2014 (princ) 4 ['P14_F1564']
+P14_FACT2554 Actifs 25-54 ans Femmes en 2014 (princ) 4 ['P14_F2554']
+P14_FACT5564 Actifs 55-64 ans Femmes en 2014 (princ) 4 ['P14_F5564']
+P14_FACTOCC1524 Actifs occupés 15-24 ans Femmes en 2014 (princ) 5 ['P14_FACT1524']
+P14_FACTOCC1564 Actifs occupés 15-64 ans Femmes en 2014 (princ) 5 ['P14_FACT1564']
+P14_FACTOCC15P Actifs occupés 15 ans ou plus Femmes en 2014 (princ) 4 ['C14_F15P']
+P14_FACTOCC2554 Actifs occupés 25-54 ans Femmes en 2014 (princ) 5 ['P14_FACT2554']
+P14_FACTOCC5564 Actifs occupés 55-64 ans Femmes en 2014 (princ) 5 ['P14_FACT5564']
+P14_FAINACT1564 Autres inactifs 15-64 ans Femmes en 2014 (princ) 4 ['P14_F1564']
+P14_FCHOM1564 Chômeurs 15-64 ans Femmes en 2014 (princ) 4 ['P14_F1564']
+P14_FETUD1564 Elèv. Etud. Stag. non rémunérés 15-64 ans Femmes en 2014 (princ) 4 ['P14_F1564']
+P14_FINACT1564 Inactifs 15-64 ans Femmes en 2014 (princ) 4 ['P14_F1564']
+P14_FNSAL15P Non-salariés 15 ans ou plus Femmes en 2014 (princ) 4 ['C14_F15P']
+P14_FNSCOL15P Femmes 15 ans ou plus non scolarisées en 2014 (princ) 4 ['P14_F15P']
+P14_FNSCOL15P_BAC Femmes 15 ans ou plus non scol. BAC en 2014 (princ) 5 ['P14_FNSCOL15P']
+P14_FNSCOL15P_CAPBEP Femmes 15 ans ou plus non scol. CAP-BEP en 2014 (princ) 5 ['P14_FNSCOL15P']
+P14_FNSCOL15P_DIPLMIN Femmes 15 ans ou plus non scol. Sans diplôme ou BEPC, brevet des collèges, DNB en 2014 (princ) 5 ['P14_FNSCOL15P']
+P14_FNSCOL15P_SUP Femmes 15 ans ou plus non scol. Enseignement sup en 2014 (princ) 5 ['P14_FNSCOL15P']
+P14_FRETR1564 Retraités Préretraités 15-64 ans Femmes en 2014 (princ) 4 ['P14_F1564']
+P14_FSAL15P Salariés 15 ans ou plus Femmes en 2014 (princ) 4 ['C14_F15P']
+P14_FSAL15P_TP Salariés 15 ans ou plus TP Femmes en 2014 (princ) 5 ['P14_FSAL15P']
+P14_H0014 Pop Hommes 0-14 ans en 2014 (princ) 3 ['P14_POPH']
+P14_H0019 Pop Hommes 0-19 ans en 2014 (princ) 3 ['P14_POPH']
+P14_H1524 Pop 15-24 ans Hommes en 2014 (princ) 3 ['P14_POPH']
+P14_H1529 Pop Hommes 15-29 ans en 2014 (princ) 3 ['P14_POPH']
+P14_H1564 Pop 15-64 ans Hommes en 2014 (princ) 3 ['P14_POPH']
+P14_H2064 Pop Hommes 20-64 ans en 2014 (princ) 3 ['P14_POPH']
+P14_H2554 Pop 25-54 ans Hommes en 2014 (princ) 3 ['P14_POPH']
+P14_H3044 Pop Hommes 30-44 ans en 2014 (princ) 3 ['P14_POPH']
+P14_H4559 Pop Hommes 45-59 ans en 2014 (princ) 3 ['P14_POPH']
+P14_H5564 Pop 55-64 ans Hommes en 2014 (princ) 3 ['P14_POPH']
+P14_H6074 Pop Hommes 60-74 ans en 2014 (princ) 3 ['P14_POPH']
+P14_H65P Pop Hommes 65 ans ou plus en 2014 (princ) 3 ['P14_POPH']
+P14_H75P Pop Hommes 75 ans ou plus en 2014 (princ) 3 ['P14_POPH']
+P14_HACT1524 Actifs 15-24 ans Hommes en 2014 (princ) 4 ['P14_H1524']
+P14_HACT1564 Actifs 15-64 ans Hommes en 2014 (princ) 4 ['P14_H1564']
+P14_HACT2554 Actifs 25-54 ans Hommes en 2014 (princ) 4 ['P14_H2554']
+P14_HACT5564 Actifs 55-64 ans Hommes en 2014 (princ) 4 ['P14_H5564']
+P14_HACTOCC1524 Actifs occupés 15-24 ans Hommes en 2014 (princ) 5 ['P14_HACT1524']
+P14_HACTOCC1564 Actifs occupés 15-64 ans Hommes en 2014 (princ) 5 ['P14_HACT1564']
+P14_HACTOCC15P Actifs occupés 15 ans ou plus Hommes en 2014 (princ) 4 ['C14_F15P']
+P14_HACTOCC2554 Actifs occupés 25-54 ans Hommes en 2014 (princ) 5 ['P14_HACT2554']
+P14_HACTOCC5564 Actifs occupés 55-64 ans Hommes en 2014 (princ) 5 ['P14_HACT5564']
+P14_HAINACT1564 Autres inactifs 15-64 ans Hommes en 2014 (princ) 4 ['P14_H1564']
+P14_HCHOM1564 Chômeurs 15-64 ans Hommes en 2014 (princ) 4 ['P14_H1564']
+P14_HETUD1564 Elèv. Etud. Stag. non rémunérés 15-64 ans Hommes en 2014 (princ) 4 ['P14_H1564']
+P14_HINACT1564 Inactifs 15-64 ans Hommes en 2014 (princ) 4 ['P14_H1564']
+P14_HNSAL15P Non-salariés 15 ans ou plus Hommes en 2014 (princ) 4 ['C14_F15P']
+P14_HNSCOL15P Hommes 15 ans ou plus non scolarisés en 2014 (princ) 4 ['C14_F15P']
+P14_HNSCOL15P_BAC Hommes 15 ans ou plus non scol. BAC en 2014 (princ) 5 ['P14_HNSCOL15P_BAC']
+P14_HNSCOL15P_CAPBEP Hommes 15 ans ou plus non scol. CAP-BEP en 2014 (princ) 5 ['P14_HNSCOL15P_BAC']
+P14_HNSCOL15P_DIPLMIN Hommes 15 ans ou plus non scol. Sans diplôme ou BEPC, brevet des collèges, DNB en 2014 (princ) 5 ['P14_HNSCOL15P_BAC']
+P14_HNSCOL15P_SUP Hommes 15 ans ou plus non scol. Enseignement sup en 2014 (princ) 5 ['P14_HNSCOL15P_BAC']
+P14_HRETR1564 Retraités Préretraités 15-64 ans Hommes en 2014 (princ) 4 ['P14_H1564']
+P14_HSAL15P Salariés 15 ans ou plus Hommes en 2014 (princ) 4 ['C14_F15P']
+P14_HSAL15P_TP Salariés 15 ans ou plus TP Hommes en 2014 (princ) 5 ['P14_HSAL15P']
+P14_INACT1564 Inactifs 15-64 ans en 2014 (princ) 2 ['P14_POP']
+P14_LOG Logements en 2014 (princ) 1
+P14_LOGVAC Logements vacants en 2014 (princ) 2 ['P14_LOG']
+P14_MAISON Maisons en 2014 (princ) 2 ['P14_LOG']
+P14_MEN Ménages en 2014 (princ) 2 ['P14_POP']
+P14_MEN_ANEM0002 Ménages emménagés moins 2 ans en 2014 (princ) 3 ['P14_MEN']
+P14_MEN_ANEM0204 Ménages emménagés entre 2-4 ans en 2014 (princ) 3 ['P14_MEN']
+P14_MEN_ANEM0509 Ménages emménagés entre 5-9 ans en 2014 (princ) 3 ['P14_MEN']
+P14_MEN_ANEM10P Ménages emménagés depuis 10 ans ou plus en 2014 (princ) 3 ['P14_MEN']
+P14_NBPI_RP Pièces rés princ en 2014 (princ) 3 ['P14_RP']
+P14_NBPI_RP_ANEM0002 Pièces Rés princ Mén. emménagés moins 2 ans en 2014 (princ) 4 ['P14_NBPI_RP']
+P14_NBPI_RP_ANEM0204 Pièces Rés princ Mén. emménagés entre 2-4 ans en 2014 (princ) 4 ['P14_NBPI_RP']
+P14_NBPI_RP_ANEM0509 Pièces Rés princ Mén. emménagés entre 5-9 ans en 2014 (princ) 4 ['P14_NBPI_RP']
+P14_NBPI_RP_ANEM10P Pièces Rés princ Mén. emménagés depuis 10 ans ou plus en 2014 (princ) 4 ['P14_NBPI_RP']
+P14_NBPI_RPAPPART Pièces rés princ type appartement en 2014 (princ) 4 ['P14_NBPI_RP']
+P14_NBPI_RPMAISON Pièces rés princ type maison en 2014 (princ) 4 ['P14_NBPI_RP']
+P14_NPER_RP Personnes Rés princ en 2014 (princ) 2 ['P14_POP']
+P14_NPER_RP_GRAT Pers Rés princ occupées gratuit en 2014 (princ) 3 ['P14_NPER_RP']
+P14_NPER_RP_LOC Pers Rés princ occupées Locataires en 2014 (princ) 3 ['P14_NPER_RP']
+P14_NPER_RP_LOCHLMV Pers Rés princ HLM louées vides en 2014 (princ) 3 ['P14_NPER_RP']
+P14_NPER_RP_PROP Pers Rés princ occupées Propriétaires en 2014 (princ) 3 ['P14_NPER_RP']
+P14_NSAL15P Non-salariés 15 ans ou plus en 2014 (princ) 3 ['P14_POP15P']
+P14_NSAL15P_AIDFAM Non-salariés 15 ans ou plus Aides familiaux en 2014 (princ) 4 ['P14_NSAL15P']
+P14_NSAL15P_EMPLOY Non-salariés 15 ans ou plus Employeurs en 2014 (princ) 4 ['P14_NSAL15P']
+P14_NSAL15P_INDEP Non-salariés 15 ans ou plus Indépendants en 2014 (princ) 4 ['P14_NSAL15P']
+P14_NSAL15P_TP Non-salariés 15 ans ou plus TP en 2014 (princ) 4 ['P14_NSAL15P']
+P14_NSCOL15P Pop 15 ans ou plus non scolarisée en 2014 (princ) 3 ['P14_POP15P']
+P14_NSCOL15P_BAC Pop 15 ans ou plus non scol. BAC en 2014 (princ) 4 ['P14_NSCOL15P']
+P14_NSCOL15P_CAPBEP Pop 15 ans ou plus non scol. CAP-BEP en 2014 (princ) 4 ['P14_NSCOL15P']
+P14_NSCOL15P_DIPLMIN Pop 15 ans ou plus non scol. Sans diplôme ou BEPC, brevet des collèges, DNB en 2014 (princ) 4 ['P14_NSCOL15P']
+P14_NSCOL15P_SUP Pop 15 ans ou plus non scol. Enseignement sup en 2014 (princ) 4 ['P14_NSCOL15P']
+P14_PHORMEN Pop hors ménages en 2014 (princ) 2 ['P14_POP']
+P14_PMEN Pop Ménages en 2014 (compl) 2 ['P14_POP']
+P14_PMEN_ANEM0002 Pop mén emménagés moins 2 ans en 2014 (princ) 3 ['P14_PMEN']
+P14_PMEN_ANEM0204 Pop mén emménagés entre 2-4 ans en 2014 (princ) 3 ['P14_PMEN']
+P14_PMEN_ANEM0509 Pop mén emménagés entre 5-9 ans en 2014 (princ) 3 ['P14_PMEN']
+P14_PMEN_ANEM10P Pop mén emménagés depuis 10 ans ou plus en 2014 (princ) 3 ['P14_PMEN']
+P14_POP Population en 2014 (princ) 1
+P14_POP_ETR Pop Etrangers en 2014 (princ) 2 ['P14_POP']
+P14_POP_FR Pop Français en 2014 (princ) 2 ['P14_POP']
+P14_POP_IMM Pop Immigrés en 2014 (princ) 2 ['P14_POP']
+P14_POP0002 Pop 0-2 ans en 2014 (princ) 2 ['P14_POP']
+P14_POP0014 Pop 0-14 ans en 2014 (princ) 2 ['P14_POP']
+P14_POP0019 Pop 0-19 ans en 2014 (princ) 2 ['P14_POP']
+P14_POP0205 Pop 2-5 ans en 2014 (princ) 2 ['P14_POP']
+P14_POP0305 Pop 3-5 ans en 2014 (princ) 2 ['P14_POP']
+P14_POP0610 Pop 6-10 ans en 2014 (princ) 2 ['P14_POP']
+P14_POP1114 Pop 11-14 ans en 2014 (princ) 2 ['P14_POP']
+P14_POP1117 Pop 11-17 ans en 2014 (princ) 2 ['P14_POP']
+P14_POP1517 Pop 15-17 ans en 2014 (princ) 2 ['P14_POP']
+P14_POP1524 Pop 15-24 ans en 2014 (princ) 2 ['P14_POP']
+P14_POP1524_PSEUL Pop 15-24 ans vivant seule en 2014 (princ) 3 ['P14_POP1524']
+P14_POP1529 Pop 15-29 ans en 2014 (princ) 2 ['P14_POP']
+P14_POP15P Pop 15 ans ou plus en 2014 (princ) 2 ['P14_POP']
+P14_POP15P_MARIEE Pop 15 ans ou plus Mariée en 2014 (princ) 3 ['P14_POP15P']
+P14_POP15P_NONMARIEE Pop 15 ans ou plus Non mariée en 2014 (princ) 3 ['P14_POP15P']
+P14_POP15P_PSEUL Pop 15 ans ou plus ans vivant seule en 2014 (princ) 3 ['P14_POP15P']
+P14_POP1824 Pop 18-24 ans en 2014 (princ) 2 ['P14_POP']
+P14_POP2064 Pop 20-64 ans en 2014 (princ) 2 ['P14_POP']
+P14_POP2529 Pop 25-29 ans en 2014 (princ) 2 ['P14_POP']
+P14_POP2539 Pop 25-39 ans en 2014 (princ) 2 ['P14_POP']
+P14_POP2554 Pop 25-54 ans en 2014 (princ) 2 ['P14_POP']
+P14_POP2554_PSEUL Pop 25-54 ans vivant seule en 2014 (princ) 3 ['P14_POP2554']
+P14_POP3044 Pop 30-44 ans en 2014 (princ) 2 ['P14_POP']
+P14_POP30P Pop 30 ans ou plus en 2014 (princ) 2 ['P14_POP']
+P14_POP4054 Pop 40-54 ans en 2014 (princ) 2 ['P14_POP']
+P14_POP4559 Pop 45-59 ans en 2014 (princ) 2 ['P14_POP']
+P14_POP5564 Pop 55-64 ans en 2014 (princ) 2 ['P14_POP']
+P14_POP5579 Pop 55-79 ans en 2014 (princ) 2 ['P14_POP']
+P14_POP5579_PSEUL Pop 55-79 ans vivant seule en 2014 (princ) 3 ['P14_POP5579']
+P14_POP6074 Pop 60-74 ans en 2014 (princ) 2 ['P14_POP']
+P14_POP6579 Pop 65-79 ans en 2014 (princ) 2 ['P14_POP']
+P14_POP65P Pop 65 ans ou plus en 2014 (princ) 2 ['P14_POP']
+P14_POP75P Pop 75 ans ou plus en 2014 (princ) 2 ['P14_POP']
+P14_POP80P Pop 80 ans ou plus en 2014 (princ) 2 ['P14_POP']
+P14_POP80P_PSEUL Pop 80 ans ou plus vivant seule en 2014 (princ) 3 ['P14_POP80P']
+P14_POPF Pop Femmes en 2014 (princ) 2 ['P14_POP']
+P14_POPH Pop Hommes en 2014 (princ) 2 ['P14_POP']
+P14_POPMEN1524 Pop mén 15-24 ans en 2014 (princ) 3 ['P14_POP1524']
+P14_POPMEN15P Pop mén 15 ans ou plus en 2014 (princ) 3 ['P14_POP15P']
+P14_POPMEN2554 Pop mén 25-54 ans en 2014 (princ) 3 ['P14_POP2554']
+P14_POPMEN5579 Pop mén 55-79 ans en 2014 (princ) 3 ['P14_POP5579']
+P14_POPMEN80P Pop mén 80 ans ou plus en 2014 (princ) 3 ['P14_POP80P']
+P14_RETR1564 Retraités Préretraités 15-64 ans en 2014 (princ) 3 ['P14_POP1564']
+P14_RP Résidences principales en 2014 (princ) 2 ['P14_LOG']
+P14_RP_100120M2 Rés princ de 100 à moins de 120 m2 en 2014 (princ) 3 ['P14_RP']
+P14_RP_120M2P Rés princ de 120 m2 ou plus en 2014 (princ) 3 ['P14_RP']
+P14_RP_1P Rés princ 1 pièce en 2014 (princ) 3 ['P14_RP']
+P14_RP_2P Rés princ 2 pièces en 2014 (princ) 3 ['P14_RP']
+P14_RP_3040M2 Rés princ de 30 à moins de 40 m2 en 2014 (princ) 3 ['P14_RP']
+P14_RP_3P Rés princ 3 pièces en 2014 (princ) 3 ['P14_RP']
+P14_RP_4060M2 Rés princ de 40 à moins de 60 m2 en 2014 (princ) 3 ['P14_RP']
+P14_RP_4P Rés princ 4 pièces en 2014 (princ) 3 ['P14_RP']
+P14_RP_5PP Rés princ 5 pièces ou plus en 2014 (princ) 3 ['P14_RP']
+P14_RP_6080M2 Rés princ de 60 à moins de 80 m2 en 2014 (princ) 3 ['P14_RP']
+P14_RP_80100M2 Rés princ de 80 à moins de 100 m2 en 2014 (princ) 3 ['P14_RP']
+P14_RP_ACH05 Rés princ 1991 à 2005 en 2014 (princ) 3 ['P14_RP']
+P14_RP_ACH11 Rés princ 2006 à 2011 en 2014 (princ) 3 ['P14_RP']
+P14_RP_ACH19 Rés princ avt 1919 en 2014 (princ) 3 ['P14_RP']
+P14_RP_ACH45 Rés princ 1919 à 1945 en 2014 (princ) 3 ['P14_RP']
+P14_RP_ACH70 Rés princ 1946 à 1970 en 2014 (princ) 3 ['P14_RP']
+P14_RP_ACH90 Rés princ 1971 à 1990 en 2014 (princ) 3 ['P14_RP']
+P14_RP_ACHTOT Rés princ avt 2012 en 2014 (princ) 3 ['P14_RP']
+P14_RP_BDWC Rés princ avec Bain/Douche WC (DOM) en 2014 (princ) 3 ['P14_RP']
+P14_RP_CCCOLL Rés princ Chauffage Central Collectif (MET) en 2014 (princ) 3 ['P14_RP']
+P14_RP_CCIND Rés princ Chauffage Central Individuel (MET) en 2014 (princ) 3 ['P14_RP']
+P14_RP_CHOS Rés princ avec chauffe-eau solaire (DOM) en 2014 (princ) 3 ['P14_RP']
+P14_RP_CINDELEC Rés princ Chauffage Individuel Electrique (MET) en 2014 (princ) 3 ['P14_RP']
+P14_RP_CLIM Rés princ avec pièce climatisée (DOM) en 2014 (princ) 3 ['P14_RP']
+P14_RP_EAUCH Rés princ avec eau chaude (DOM) en 2014 (princ) 3 ['P14_RP']
+P14_RP_ELEC Rés princ avec électricité (DOM) en 2014 (princ) 3 ['P14_RP']
+P14_RP_GARL Ménages au moins un parking en 2014 (princ) 3 ['P14_RP']
+P14_RP_GRAT Rés princ logé gratuit en 2014 (princ) 3 ['P14_RP']
+P14_RP_LOC Rés princ occupées Locataires en 2014 (princ) 3 ['P14_RP']
+P14_RP_LOCHLMV Rés princ HLM louée vide en 2014 (princ) 4 ['P14_RP_LOC']
+P14_RP_M30M2 Rés princ de moins de 30 m2 en 2014 (princ) 3 ['P14_RP']
+P14_RP_PROP Rés princ occupées Propriétaires en 2014 (princ) 3 ['P14_RP']
+P14_RP_SDB Rés princ SDB baignoire douche (MET) en 2014 (princ) 3 ['P14_RP']
+P14_RP_TTEGOU Rés princ avec tout à l'égout (DOM) en 2014 (princ) 3 ['P14_RP']
+P14_RP_VOIT1 Ménages une voiture en 2014 (princ) 3 ['P14_MEN']
+P14_RP_VOIT1P Ménages au moins une voiture en 2014 (princ) 3 ['P14_MEN']
+P14_RP_VOIT2P Ménages deux voitures ou plus en 2014 (princ) 3 ['P14_MEN']
+P14_RPAPPART Rés princ type appartement en 2014 (princ) 3 ['P14_RP']
+P14_RPAPPART_ACH05 Rés princ Type appart 1991 à 2005 en 2014 (princ) 4 ['P14_RP_ACH05']
+P14_RPAPPART_ACH11 Rés princ Type appart 2006 à 2011 en 2014 (princ) 4 ['P14_RP_ACH11']
+P14_RPAPPART_ACH19 Rés princ Type appart avt 1919 en 2014 (princ) 4 ['P14_RP_ACH19']
+P14_RPAPPART_ACH45 Rés princ Type appart 1919 à 1945 en 2014 (princ) 4 ['P14_RP_ACH45']
+P14_RPAPPART_ACH70 Rés princ Type appart 1946 à 1970 en 2014 (princ) 4 ['P14_RP_ACH70']
+P14_RPAPPART_ACH90 Rés princ Type appart 1971 à 1990 en 2014 (princ) 4 ['P14_RP_ACH90']
+P14_RPAPPART_ACHTOT Rés princ Type appart avt 2012 en 2014 (princ) 4 ['P14_RPAPPART']
+P14_RPMAISON Rés princ type maison en 2014 (princ) 3 ['P14_RP']
+P14_RPMAISON_ACH05 Rés princ Type maison 1991 à 2005 en 2014 (princ) 4 ['P14_RP_ACH05']
+P14_RPMAISON_ACH11 Rés princ Type maison 2006 à 2011 en 2014 (princ) 4 ['P14_RP_ACH11']
+P14_RPMAISON_ACH19 Rés princ Type maison avt 1919 en 2014 (princ) 4 ['P14_RP_ACH19']
+P14_RPMAISON_ACH45 Rés princ Type maison 1919 à 1945 en 2014 (princ) 4 ['P14_RP_ACH45']
+P14_RPMAISON_ACH70 Rés princ Type maison 1946 à 1970 en 2014 (princ) 4 ['P14_RP_ACH70']
+P14_RPMAISON_ACH90 Rés princ Type maison 1971 à 1990 en 2014 (princ) 4 ['P14_RP_ACH90']
+P14_RPMAISON_ACHTOT Rés princ Type maison avt 2012 en 2014 (princ) 4 ['P14_RPMAISON']
+P14_RSECOCC Rés secondaires et logts occasionnels en 2014 (princ) 2 ['P14_LOG']
+P14_SAL15P Salariés 15 ans ou plus en 2014 (princ) 3 ['P14_POP15P']
+P14_SAL15P_APPR Salariés 15 ans ou plus Apprentissage - Stage en 2014 (princ) 4 ['P14_SAL15P']
+P14_SAL15P_CDD Salariés 15 ans ou plus CDD en 2014 (princ) 4 ['P14_SAL15P']
+P14_SAL15P_CDI Salariés 15 ans ou plus Fonct publ, CDI en 2014 (princ) 4 ['P14_SAL15P']
+P14_SAL15P_EMPAID Salariés 15 ans ou plus Emplois aidés en 2014 (princ) 4 ['P14_SAL15P']
+P14_SAL15P_INTERIM Salariés 15 ans ou plus Intérim en 2014 (princ) 4 ['P14_SAL15P']
+P14_SAL15P_TP Salariés 15 ans ou plus TP en 2014 (princ) 4 ['P14_SAL15P']
+P14_SCOL0205 Pop scolarisée 2-5 ans en 2014 (princ) 3 ['P14_POP0205']
+P14_SCOL0610 Pop scolarisée 6-10 ans en 2014 (princ) 3 ['P14_POP0610']
+P14_SCOL1114 Pop scolarisée 11-14 ans en 2014 (princ) 3 ['P14_POP1114']
+P14_SCOL1517 Pop scolarisée 15-17 ans en 2014 (princ) 3 ['P14_POP1517']
+P14_SCOL1824 Pop scolarisée 18-24 ans en 2014 (princ) 3 ['P14_POP1824']
+P14_SCOL2529 Pop scolarisée 25-29 ans en 2014 (princ) 3 ['P14_POP2529']
+P14_SCOL30P Pop scolarisée 30 ans ou plus en 2014 (princ) 3 ['P14_POP30P']
diff --git a/predihood/classes/regrouping.csv b/predihood/classes/regrouping.csv
index 19e37da6..66fa2aa0 100644
--- a/predihood/classes/regrouping.csv
+++ b/predihood/classes/regrouping.csv
@@ -1,629 +1,629 @@
-INDICATOR,DESCRIPTION,STATUS
-C101,�cole maternelle,0
-C101_NB_CANT,�cole maternelle avec cantine,1
-C101_NB_EP,�cole maternelle appartenant � un EP,1
-C101_NB_RPIC,�cole maternelle en RPIC,1
-C102,�cole maternelle de RPI dispers�,0
-C102_NB_CANT,�cole maternelle de RPI dispers� avec cantine,1
-C102_NB_EP,�cole maternelle en RPIC appartenant � un EP,1
-C104,�cole �l�mentaire,0
-C104_NB_CANT,�cole �l�mentaire avec cantine,1
-C104_NB_EP,�cole �l�mentaire appartenant � un EP,1
-C104_NB_PELEM,�cole �l�mentaire avec classe pr�-�l�mentaire,1
-C104_NB_RPIC,�cole �l�mentaire en RPIC,1
-C105,�cole �l�mentaire de RPI dispers�,0
-C105_NB_CANT,�cole �l�mentaire de RPI dispers� avec cantine,1
-C105_NB_EP,�cole �l�mentaire de RPI dispers� appartenant � un EP,1
-C105_NB_PELEM,�cole �l�mentaire de RPI dispers� avec �cole pr�-�l�mentaire,1
-C14_ACT1564,Actifs 15-64 ans en 2014 (compl),0
-C14_ACT1564_CS1,Actifs 15-64 ans Agriculteurs exploitants en 2014 (compl),0
-C14_ACT1564_CS2,"Actifs 15-64 ans Artisans, Comm., Chefs entr. en 2014 (compl)",0
-C14_ACT1564_CS3,"Actifs 15-64 ans Cadres, Prof. intel. sup. en 2014 (compl)",0
-C14_ACT1564_CS4,Actifs 15-64 ans Prof. interm�diaires en 2014 (compl),0
-C14_ACT1564_CS5,Actifs 15-64 ans Employ�s en 2014 (compl),0
-C14_ACT1564_CS6,Actifs 15-64 ans Ouvriers en 2014 (compl),0
-C14_ACTOCC1564,Actifs occup�s 15-64 ans en 2014 (compl),0
-C14_ACTOCC1564_CS1,Actifs occ 15-64 ans Agriculteurs exploitants en 2014 (compl),0
-C14_ACTOCC1564_CS2,"Actifs occ 15-64 ans Artisans, Comm., Chefs entr. en 2014 (compl)",0
-C14_ACTOCC1564_CS3,"Actifs occ 15-64 ans Cadres, Prof. intel. sup. en 2014 (compl)",0
-C14_ACTOCC1564_CS4,Actifs occ 15-64 ans Prof. interm�diaires en 2014 (compl),0
-C14_ACTOCC1564_CS5,Actifs occ 15-64 ans Employ�s en 2014 (compl),0
-C14_ACTOCC1564_CS6,Actifs occ 15-64 ans Ouvriers en 2014 (compl),0
-C14_ACTOCC15P,Actif occ 15 ans ou plus en 2014 (compl),0
-C14_ACTOCC15P_DROU,Actif occ 15 ans ou plus deux roues en 2014 (compl),0
-C14_ACTOCC15P_MAR,Actif occ 15 ans ou plus marche � pied en 2014 (compl),0
-C14_ACTOCC15P_PAS,Actif occ 15 ans ou plus pas de transport en 2014 (compl),0
-C14_ACTOCC15P_TCOM,Actif occ 15 ans ou plus transport en commun en 2014 (compl),0
-C14_ACTOCC15P_VOIT,Actif occ 15 ans ou plus voiture en 2014 (compl),0
-C14_COUPAENF,Fam Couple avec enfant(s) en 2014 (compl),0
-C14_COUPSENF,Fam Couple sans enfant en 2014 (compl),0
-C14_F15P,Pop 15 ans ou plus Femmes en 2014 (compl),1
-C14_F15P_CS1,Pop 15 ans ou plus Femmes Agriculteurs exploitants en 2014 (compl),1
-C14_F15P_CS2,"Pop 15 ans ou plus Femmes Artisans, Comm., Chefs entr. en 2014 (compl)",1
-C14_F15P_CS3,"Pop 15 ans ou plus Femmes Cadres, Prof. intel. sup. en 2014 (compl)",1
-C14_F15P_CS4,Pop 15 ans ou plus Femmes Prof. interm�diaires en 2014 (compl),1
-C14_F15P_CS5,Pop 15 ans ou plus Femmes Employ�s en 2014 (compl),1
-C14_F15P_CS6,Pop 15 ans ou plus Femmes Ouvriers en 2014 (compl),1
-C14_F15P_CS7,Pop 15 ans ou plus Femmes Retrait�s en 2014 (compl),1
-C14_F15P_CS8,Pop 15 ans ou plus Femmes Autres en 2014 (compl),1
-C14_FAM,Familles en 2014 (compl),0
-C14_FAMMONO,Fam Monoparentales en 2014 (compl),0
-C14_H15P,Pop 15 ans ou plus Hommes en 2014 (compl),1
-C14_H15P_CS1,Pop 15 ans ou plus Hommes Agriculteurs exploitants en 2014 (compl),1
-C14_H15P_CS2,"Pop 15 ans ou plus Hommes Artisans, Comm., Chefs entr. en 2014 (compl)",1
-C14_H15P_CS3,"Pop 15 ans ou plus Hommes Cadres, Prof. intel. sup. en 2014 (compl)",1
-C14_H15P_CS4,Pop 15 ans ou plus Hommes Prof. interm�diaires en 2014 (compl),1
-C14_H15P_CS5,Pop 15 ans ou plus Hommes Employ�s en 2014 (compl),1
-C14_H15P_CS6,Pop 15 ans ou plus Hommes Ouvriers en 2014 (compl),1
-C14_H15P_CS7,Pop 15 ans ou plus Hommes Retrait�s en 2014 (compl),1
-C14_H15P_CS8,Pop 15 ans ou plus Hommes Autres en 2014 (compl),1
-C14_MEN,M�nages en 2014 (compl),0
-C14_MEN_CS1,M�nages Pers R�f Agri. expl. en 2014 (compl),0
-C14_MEN_CS2,M�nages Pers R�f Art. Comm. Chefs entr. en 2014 (compl),0
-C14_MEN_CS3,M�nages Pers R�f Cadres Prof int sup en 2014 (compl),0
-C14_MEN_CS4,M�nages Pers R�f Prof interm�diaire en 2014 (compl),0
-C14_MEN_CS5,M�nages Pers R�f Employ� en 2014 (compl),0
-C14_MEN_CS6,M�nages Pers R�f Ouvrier en 2014 (compl),0
-C14_MEN_CS7,M�nages Pers R�f Retrait� en 2014 (compl),0
-C14_MEN_CS8,M�nages Pers R�f Autre en 2014 (compl),0
-C14_MENCOUPAENF,M�n fam princ Couple avec enfant(s) en 2014 (compl),0
-C14_MENCOUPSENF,M�n fam princ Couple sans enfant en 2014 (compl),0
-C14_MENFAM,M�nages avec famille(s) en 2014 (compl),0
-C14_MENFAMMONO,M�n fam princ Famille mono en 2014 (compl),0
-C14_MENFSEUL,M�nages Femmes seules en 2014 (compl),0
-C14_MENHSEUL,M�nages Hommes seuls en 2014 (compl),0
-C14_MENPSEUL,M�nages 1 personne en 2014 (compl),0
-C14_MENSFAM,M�nages Autres sans famille en 2014 (compl),0
-C14_NE24F0,Fam 0 enfant moins 25 ans en 2014 (compl),0
-C14_NE24F1,Fam 1 enfant moins 25 ans en 2014 (compl),0
-C14_NE24F2,Fam 2 enfants moins 25 ans en 2014 (compl),0
-C14_NE24F3,Fam 3 enfants moins 25 ans en 2014 (compl),0
-C14_NE24F4P,Fam 4 enfants ou plus moins 25 ans en 2014 (compl),0
-C14_PMEN,Pop M�nages en 2014 (compl),0
-C14_PMEN_CS1,Pop m�n Pers R�f Agri. expl. en 2014 (compl),0
-C14_PMEN_CS2,Pop m�n Pers R�f Art Com Chef ent en 2014 (compl),0
-C14_PMEN_CS3,Pop m�n Pers R�f Cadres Prof int sup en 2014 (compl),0
-C14_PMEN_CS4,Pop m�n Pers R�f Prof interm�diaire en 2014 (compl),0
-C14_PMEN_CS5,Pop m�n Pers R�f Employ� en 2014 (compl),0
-C14_PMEN_CS6,Pop m�n Pers R�f Ouvrier en 2014 (compl),0
-C14_PMEN_CS7,Pop m�n Pers R�f Retrait� en 2014 (compl),0
-C14_PMEN_CS8,Pop m�n Pers R�f Autre en 2014 (compl),0
-C14_PMEN_MENCOUPAENF,Pop m�n fam princ Couple avec enfant(s) en 2014 (compl),0
-C14_PMEN_MENCOUPSENF,Pop m�n fam princ Couple sans enfant en 2014 (compl),0
-C14_PMEN_MENFAM,Pop m�n avec famille(s) en 2014 (compl),0
-C14_PMEN_MENFAMMONO,Pop m�n fam princ Famille mono en 2014 (compl),0
-C14_PMEN_MENFSEUL,Pop m�n Femmes seules en 2014 (compl),0
-C14_PMEN_MENHSEUL,Pop m�n Hommes seuls en 2014 (compl),0
-C14_PMEN_MENPSEUL,Pop m�n Personnes seules en 2014 (compl),0
-C14_PMEN_MENSFAM,Pop m�n Autres sans famille en 2014 (compl),0
-C14_POP15P,Pop 15 ans ou plus en 2014 (compl),0
-C14_POP15P_CS1,Pop 15 ans ou plus Agriculteurs exploitants en 2014 (compl),0
-C14_POP15P_CS2,"Pop 15 ans ou plus Artisans, Comm., Chefs entr. en 2014 (compl)",0
-C14_POP15P_CS3,"Pop 15 ans ou plus Cadres, Prof. intel. sup. en 2014 (compl)",0
-C14_POP15P_CS4,Pop 15 ans ou plus Prof. interm�diaires en 2014 (compl),0
-C14_POP15P_CS5,Pop 15 ans ou plus Employ�s en 2014 (compl),0
-C14_POP15P_CS6,Pop 15 ans ou plus Ouvriers en 2014 (compl),0
-C14_POP15P_CS7,Pop 15 ans ou plus Retrait�s en 2014 (compl),0
-C14_POP15P_CS8,Pop 15 ans ou plus Autres en 2014 (compl),0
-C15_POP01P,Total : population �g�e de 1 an ou plus au 1er janvier 2015,0
-C15_POP01P_IRAN012,Population n'ayant pas chang� de commune (ou arrondissement municipal) de r�sidence � 1 an d'intervalle,0
-C15_POP01P_IRANAUT,Population ayant chang� de commune (ou arrondissement municipal) de r�sidence � 1an d'intervalle,0
-C201,Coll�ge,0
-C201_NB_CANT,Coll�ge avec cantine,1
-C201_NB_EP,Coll�ge appartenant � un EP,1
-C201_NB_INT,Coll�ge avec internat,1
-C301,Lyc�e d'enseignement g�n�ral et/ou technologique,0
-C301_NB_CANT,Lyc�e d'enseignement g�n�ral et/ou technologique avec cantine,1
-C301_NB_EP,Lyc�e d'enseignement g�n�ral et/ou technologique appartenant � un EP,1
-C301_NB_INT,Lyc�e d'enseignement g�n�ral et/ou technologique avec internat,1
-C301_NB_PGE,Lyc�e d'enseignement g�n�ral et/ou technologique avec pr�pa grandes �coles,1
-C302,Lyc�e d'enseignement professionnel,0
-C302_NB_CANT,Lyc�e d'enseignement professionnel avec cantine,1
-C302_NB_EP,Lyc�e d'enseignement professionnel appartenant � un EP,1
-C302_NB_INT,Lyc�e d'enseignement professionnel avec internat,1
-C302_NB_PGE,Lyc�e d'enseignement professionnel avec pr�pa grandes �coles,1
-C303,Lyc�e technique ou/et professionnel agricole,0
-C303_NB_INT,Lyc�e technique ou/et professionnel agricole avec internat,1
-C303_NB_PGE,Lyc�e technique ou/et professionnel agricole avec pr�pa grandes �coles,1
-C304,SGT : Section d'enseignement g�n�ral et technologique,0
-C304_NB_CANT,SGT : Section d'enseignement g�n�ral et technologique avec cantine,1
-C304_NB_INT,SGT : Section d'enseignement g�n�ral et technologique avec internat,1
-C305,SEP : section d'enseignement professionnel,0
-C305_NB_CANT,SEP : section d'enseignement professionnel avec cantine,1
-C305_NB_INT,SEP : section d'enseignement professionnel avec internat,1
-C401,"Section Technicien Sup�rieur, Classe Pr�pa Grandes Ecoles",0
-C402,Formation sant�,0
-C403,Formation commerce,0
-C409,Autre formation post bac non universitaire,0
-C501,Unit� de Formation et de Recherche,0
-C502,Institut universitaire,0
-C503,Ecole d'ing�nieurs,0
-C504,Enseignement g�n�ral sup�rieur priv�,0
-C505,Ecole d'enseignement sup�rieur agricole,0
-C505_NB_INT,Ecole d'enseignement sup�rieur agricole avec internat,1
-C509,Autre enseignement sup�rieur,0
-C601,Centre de formation d'apprentis hors agriculture,0
-C602,GRETA,0
-C603,Centre dispensant de la formation continue agricole,0
-C604,Formation aux m�tiers du sport,0
-C605,Centre dispensant des formations d'apprentissage agricole,0
-C605_NB_INT,Centre dispensant des formations d'apprentissage agricole avec internat,1
-C609,Autre formation continue,0
-C701,R�sidence universitaire,0
-C702,Restaurant universitaire,0
-DEC_D114,1er d�cile (�),0
-DEC_D214,2e d�cile (�),0
-DEC_D314,3e d�cile (�),0
-DEC_D414,4e d�cile (�),0
-DEC_D614,6e d�cile (�),0
-DEC_D714,7e d�cile (�),0
-DEC_D814,8e d�cile (�),0
-DEC_D914,9e d�cile (�),0
-DEC_EQ14,�cart interquartile rapport� � la m�diane,0
-DEC_GI14,Indice de Gini,0
-DEC_MED14,M�diane (�),0
-DEC_PAUT14,Part des autres revenus (%),0
-DEC_PBEN14,Part des revenus d'activit�s non salari�es (%),0
-DEC_PCHO14,Part des indemnit�s de ch�mage (%),0
-DEC_PIMP14,Part des m�nages fiscaux impos�s (%),0
-DEC_PPEN14,"Part des pensions, retraites et rentes (%)",0
-DEC_PTSA14,Part des revenus d'activit�s salari�es (%),0
-DEC_Q114,1er quartile(�),0
-DEC_Q314,3e quartile(�),0
-DEC_RD14,Rapport interd�cile D9/D1,0
-DEC_S80S2014,S80/S20,0
-DEC_TP6014,Taux de bas revenus d�clar�s au seuil de 60 % (%),0
-NB_A101,Police,0
-NB_A104,Gendarmerie,0
-NB_A105,Cour d'appel,0
-NB_A106,Tribunal de grande instance,0
-NB_A107,Tribunal d'instance,0
-NB_A108,Conseil des prud'hommes,0
-NB_A109,Tribunal de commerce,0
-NB_A115,R�seau sp�cialis� p�le emploi,0
-NB_A119,DGFiP,0
-NB_A120,DRFiP,0
-NB_A121,DDFiP,0
-NB_A122,R�seau de proximit� p�le emploi,0
-NB_A123,R�seau partenarial p�le emploi,0
-NB_A124,Maison de justice et du droit,0
-NB_A125,Antenne de justice,0
-NB_A203,"Banques, caisses d'�pargne",0
-NB_A205,Pompes fun�bres,0
-NB_A206,Bureau de poste,0
-NB_A207,Relais poste,0
-NB_A208,Agence postale,0
-NB_A301,R�paration auto et de mat�riel agricole,0
-NB_A302,Contr�le technique auto,0
-NB_A303,Location auto-utilitaires l�gers,0
-NB_A304,�cole de conduite,0
-NB_A401,Ma�on,0
-NB_A402,"Pl�trier, peintre",0
-NB_A403,"Menuisier, charpentier, serrurier",0
-NB_A404,"Plombier, couvreur, chauffagiste",0
-NB_A405,�lectricien,0
-NB_A406,Entreprise g�n�rale du b�timent,0
-NB_A501,Coiffure,0
-NB_A502,V�t�rinaire,0
-NB_A503,Agence de travail temporaire,0
-NB_A504,Restaurant,0
-NB_A505,Agence immobili�re,0
-NB_A506,Blanchisserie teinturerie,0
-NB_A507,Soins de beaut�,0
-NB_B101,Hypermarch�,0
-NB_B102,Supermarch�,0
-NB_B103,Grande surface de bricolage,0
-NB_B201,Sup�rette,0
-NB_B202,Epicerie,0
-NB_B203,Boulangerie,0
-NB_B204,Boucherie charcuterie,0
-NB_B205,Produits surgel�s,0
-NB_B206,Poissonnerie,0
-NB_B301,Librairie papeterie journaux,0
-NB_B302,Magasin de v�tements,0
-NB_B303,Magasin d'�quipements du foyer,0
-NB_B304,Magasin de chaussures,0
-NB_B305,Magasin d'�lectrom�nager et de mat�riel audio-vid�o,0
-NB_B306,Magasin de meubles,0
-NB_B307,Magasin d'articles de sports et de loisirs,0
-NB_B308,Magasin de rev�tements murs et sols,0
-NB_B309,Droguerie quincaillerie bricolage,0
-NB_B310,Parfumerie,0
-NB_B311,Horlogerie Bijouterie,0
-NB_B312,Fleuriste,0
-NB_B313,Magasin d'optique,0
-NB_B315,Magasin de mat�riel m�dical et orthop�dique,0
-NB_B316,Station service,0
-NB_D201,M�decin omnipraticien,0
-NB_D202,Sp�cialiste en cardiologie,0
-NB_D203,Sp�cialiste en dermatologie v�n�r�ologie,0
-NB_D204,Sp�cialiste en gyn�cologie m�dicale,0
-NB_D205,Sp�cialiste en gyn�cologie obst�trique,0
-NB_D206,Sp�cialiste en gastro-ent�rologie h�patologie,0
-NB_D207,Sp�cialiste en psychiatrie,0
-NB_D208,Sp�cialiste en ophtalmologie,0
-NB_D209,Sp�cialiste en oto-rhino-laryngologie,0
-NB_D210,Sp�cialiste en p�diatrie,0
-NB_D211,Sp�cialiste en pneumologie,0
-NB_D212,Sp�cialiste en radiodiagnostic et imagerie m�dicale,0
-NB_D213,Sp�cialiste en stomatologie,0
-NB_D221,Chirurgien dentiste,0
-NB_D231,Sage-femme,0
-NB_D232,Infirmier,0
-NB_D233,Masseur kin�sith�rapeute,0
-NB_D235,Orthophoniste,0
-NB_D236,Orthoptiste,0
-NB_D237,P�dicure-podologue,0
-NB_D238,Audio proth�siste,0
-NB_D239,Ergoth�rapeute,0
-NB_D240,Psychomotricien,0
-NB_D242,Di�t�ticien,0
-NB_D243,Psychologue,0
-NB_D401,Personnes �g�es : h�bergement,0
-NB_D402,Personnes �g�es : soins � domicile,0
-NB_D403,Personnes �g�es : services d'aide,0
-NB_D404,Personnes �g�es : foyer restaurant,0
-NB_D405,Personnes �g�es : services de repas � domicile,0
-NB_D502,�tablissement d'accueil du jeune enfant,0
-NB_D601,Enfants handicap�s : h�bergement,0
-NB_D602,Enfants handicap�s : services � domicile ou ambulatoires,0
-NB_D603,Adultes handicap�s : h�bergement,0
-NB_D604,Adultes handicap�s : services d'aides,0
-NB_D605,Travail prot�g�,0
-NB_D606,Adultes handicap�s : services de soins � domicile,0
-NB_D701,Aide sociale � l'enfance : h�bergement,0
-NB_D702,Aide sociale � l'enfance : action �ducative,0
-NB_D703,CHRS : centre d'h�bergement et de r�adaptation sociale,0
-NB_D704,Centre provisoire d'h�bergement,0
-NB_D705,Centre accueil demandeur d'asile,0
-NB_D709,Autres �tablissements pour adultes et familles en difficult�,0
-NB_E101,Taxi,0
-NB_E102,A�roport,0
-NB_E103,Gare avec desserte train � grande vitesse (TAGV),0
-NB_E106,Gare sans desserte train � grande vitesse (TAGV),0
-NB_F101,Bassin de natation,0
-NB_F101_NB_AIREJEU,"Bassin de natation - nombre de bassins de natation, sportive et/ou ludique",1
-NB_F101_NB_COU,Bassin de natation avec au moins un bassin couvert,1
-NB_F101_NB_ECL,Bassin de natation avec au moins un bassin �clair�,1
-NB_F102,Boulodrome,0
-NB_F102_NB_AIREJEU,Boulodrome - nombre de terrains,1
-NB_F102_NB_COU,Boulodrome avec au moins un terrain couvert,1
-NB_F102_NB_ECL,Boulodrome avec au moins un terrain �clair�,1
-NB_F103,Tennis,0
-NB_F103_NB_AIREJEU,Tennis - nombre de courts,1
-NB_F103_NB_COU,Tennis avec au moins un court couvert,1
-NB_F103_NB_ECL,Tennis avec au moins un court �clair�,1
-NB_F104,�quipement de cyclisme,0
-NB_F104_NB_AIREJEU,�quipement de cyclisme - nombre de pistes,1
-NB_F104_NB_COU,�quipement de cyclisme avec au moins une piste couverte,1
-NB_F104_NB_ECL,�quipement de cyclisme avec au moins une piste �clair�e,1
-NB_F105,Domaine skiable,0
-NB_F105_NB_AIREJEU,Domaine skiable - nombre de pistes,1
-NB_F105_NB_COU,Domaine skiable avec au moins une piste couverte,1
-NB_F105_NB_ECL,Domaine skiable avec au moins une piste �clair�e,1
-NB_F106,Centre �questre,0
-NB_F106_NB_AIREJEU,"Centre �questre - nombre de carri�res, man�ges",1
-NB_F106_NB_COU,Centre �questre avec au moins un �quipement couvert,1
-NB_F106_NB_ECL,Centre �questre avec au moins un �quipement �clair�,1
-NB_F107,Athl�tisme,0
-NB_F107_NB_AIREJEU,Athl�tisme - nombre d'aires de pratique,1
-NB_F107_NB_COU,Athl�tisme avec au moins une aire de pratique couverte,1
-NB_F107_NB_ECL,Athl�tisme avec au moins une aire de pratique �clair�e,1
-NB_F108,Terrain de golf,0
-NB_F108_NB_AIREJEU,Terrain de golf - nombre d'aires de pratique,1
-NB_F108_NB_COU,Terrain de golf avec au moins une aire de pratique couverte,1
-NB_F108_NB_ECL,Terrain de golf avec au moins une aire de pratique �clair�e,1
-NB_F109,Parcours sportif/sant�,0
-NB_F109_NB_AIREJEU,Parcours sportif/sant� - nombre de parcours,1
-NB_F109_NB_COU,Parcours sportif/sant� avec au moins un parcours couvert,1
-NB_F109_NB_ECL,Parcours sportif/sant� avec au moins un parcours �clair�,1
-NB_F110,Sports de glace,0
-NB_F110_NB_AIREJEU,Sports de glace - nombre d'aires de pratique,1
-NB_F110_NB_COU,Sports de glace avec au moins une aire de pratique couverte,1
-NB_F110_NB_ECL,Sports de glace avec au moins une aire de pratique �clair�e,1
-NB_F111,Plateaux et terrains de jeux ext�rieurs,0
-NB_F111_NB_AIREJEU,Plateaux et terrains de jeux ext�rieurs - nombre d'aires de pratique,1
-NB_F111_NB_COU,Plateaux et terrains de jeux ext�rieurs avec au moins une aire de pratique couverte,1
-NB_F111_NB_ECL,Plateaux et terrains de jeux ext�rieurs avec au moins une aire de pratique �clair�e,1
-NB_F112,Salles sp�cialis�es,0
-NB_F112_NB_AIREJEU,Salles sp�cialis�es - nombre d'aires de pratique,1
-NB_F112_NB_COU,Salles sp�cialis�es avec au moins une aire de pratique couverte,1
-NB_F112_NB_ECL,Salles sp�cialis�es avec au moins une aire de pratique �clair�e,1
-NB_F113,Terrains de grands jeux,0
-NB_F113_NB_AIREJEU,Terrains de grands jeux - nombre de terrains,1
-NB_F113_NB_COU,Terrains de grands jeux avec au moins un terrain couvert,1
-NB_F113_NB_ECL,Terrains de grands jeux avec au moins un terrain �clair�,1
-NB_F114,Salles de combat,0
-NB_F114_NB_AIREJEU,Salles de combat - nombre d'aires de pratique,1
-NB_F114_NB_COU,Salles de combat avec au moins une aire de pratique couverte,1
-NB_F114_NB_ECL,Salles de combat avec au moins une aire de pratique �clair�e,1
-NB_F116,Salles non sp�cialis�es,0
-NB_F116_NB_AIREJEU,Salles non sp�cialis�es - nombre d'�quipements o� s'exerce au moins une activit� physique et/ou sportive,1
-NB_F116_NB_COU,Salles non sp�cialis�es avec au moins un �quipement couvert,1
-NB_F116_NB_ECL,Salles non sp�cialis�es avec au moins un �quipement �clair�,1
-NB_F117,Roller-Skate-V�lo bicross ou freestyle,0
-NB_F117_NB_AIREJEU,Roller-Skate-V�lo bicross ou freestyle - nombre de pistes,1
-NB_F117_NB_COU,Roller-Skate-V�lo bicross ou freestyle avec au moins un �quipement couvert,1
-NB_F117_NB_ECL,Roller-Skate-V�lo bicross ou freestyle avec au moins un �quipement �clair�,1
-NB_F118,Sports nautiques,0
-NB_F118_NB_AIREJEU,Sports nautiques - nombre d'aires de pratique,1
-NB_F118_NB_COU,Sports nautiques avec au moins une aire de pratique couverte,1
-NB_F118_NB_ECL,Sports nautiques avec au moins une aire de pratique �clair�e,1
-NB_F119,Bowling,0
-NB_F119_NB_AIREJEU,Bowling - nombre d'aires de jeu,1
-NB_F119_NB_COU,Bowling avec au moins une aire de jeu couverte,1
-NB_F119_NB_ECL,Bowling avec au moins une aire de jeu �clair�e,1
-NB_F120,Salles de remise en forme,0
-NB_F120_NB_AIREJEU,Salles de remise en forme - nombre d'aires de pratique,1
-NB_F120_NB_COU,Salles de remise en forme avec au moins une aire de pratique couverte,1
-NB_F120_NB_ECL,Salles de remise en forme avec au moins une aire de pratique �clair�e,1
-NB_F121,Salles multisports (gymnase),0
-NB_F121_NB_AIREJEU,Salles multisports (gymnase) - nombre d'aires de pratique,1
-NB_F121_NB_COU,Salles multisports (gymnase) avec au moins une aire de pratique couverte,1
-NB_F121_NB_ECL,Salles multisports (gymnase) avec au moins une aire de pratique �clair�e,1
-NB_F201,Baignade am�nag�e,0
-NB_F201_NB_AIREJEU,Baignade am�nag�e - nombre d'aires de pratique,1
-NB_F202,Port de plaisance - Mouillage,0
-NB_F202_NB_AIREJEU,"Port de plaisance - Mouillage - nombre de ports, de zones",1
-NB_F203,Boucle de randonn�e,0
-NB_F203_NB_AIREJEU,Boucle de randonn�e - nombre de circuits,1
-NB_F302,Th��tre,0
-NB_F302_NB_SALLES,Nombre de salles dans le th��tre,1
-NB_F303,Cin�ma,0
-NB_F303_NB_SALLES,Nombre de salles dans le cin�ma,1
-NB_F304,Mus�e,0
-NB_F305,Conservatoire,0
-NB_G101,Agence de voyage,0
-NB_G102,H�tel,0
-NB_G103,Camping,0
-NB_G104,Information Touristique,0
-note,Note de pr�caution (voir onglet seuils),0
-P14_ACT1524,Actifs 15-24 ans en 2014 (princ),0
-P14_ACT1564,Actifs 15-64 ans en 2014 (compl),0
-P14_ACT2554,Actifs 25-54 ans en 2014 (princ),0
-P14_ACT5564,Actifs 55-64 ans en 2014 (princ),0
-P14_ACTOCC1524,Actifs occup�s 15-24 ans en 2014 (princ),0
-P14_ACTOCC1564,Actifs occup�s 15-64 ans en 2014 (compl),0
-P14_ACTOCC15P,Actifs occup�s 15 ans ou plus en 2014 (princ),0
-P14_ACTOCC15P_ILT1,Actif occ 15 ans ou plus travaille commune r�sidence en 2014 (princ),0
-P14_ACTOCC15P_ILT2,Actif occ 15 ans ou plus travaille autre commune m�me d�pt r�sidence en 2014 (princ),0
-P14_ACTOCC15P_ILT2P,Actif occ 15 ans ou plus travaille autre commune que commune r�sidence en 2014 (princ),0
-P14_ACTOCC15P_ILT3,Actif occ 15 ans ou plus travaille autre d�pt m�me r�gion r�sidence en 2014 (princ),0
-P14_ACTOCC15P_ILT4,Actif occ 15 ans ou plus travaille autre r�gion en m�tropole en 2014 (princ),0
-P14_ACTOCC15P_ILT5,Actif occ 15 ans ou plus travaille autre r�gion hors m�tropole en 2014 (princ),0
-P14_ACTOCC15P_TP,Actifs occ 15 ans ou plus TP en 2014 (princ),0
-P14_ACTOCC2554,Actifs occup�s 25-54 ans en 2014 (princ),0
-P14_ACTOCC5564,Actifs occup�s 55-64 ans en 2014 (princ),0
-P14_AINACT1564,Autres inactifs 15-64 ans en 2014 (princ),0
-P14_ANEM_RP,Anc tot Emm�ngt R�s princ (ann�es) en 2014 (princ),0
-P14_ANEM_RP_GRAT,Anc tot Emm�ngt R�s princ occ gratuit (ann�es) en 2014 (princ),0
-P14_ANEM_RP_LOC,Anc tot Emm�ngt R�s princ occ par Locataires (ann�es) en 2014 (princ),0
-P14_ANEM_RP_LOCHLMV,Anc tot Emm�ngt R�s princ HLM lou�es vides (ann�es) en 2014 (princ),0
-P14_ANEM_RP_PROP,Anc tot Emm�ngt R�s princ occ par Propri�taires (ann�es) en 2014 (princ),0
-P14_APPART,Appartements en 2014 (princ),0
-P14_CHOM1524,Ch�meurs 15-24 ans en 2014 (princ),0
-P14_CHOM1564,Ch�meurs 15-64 ans en 2014 (princ),0
-P14_CHOM2554,Ch�meurs 25-54 ans en 2014 (princ),0
-P14_CHOM5564,Ch�meurs 55-64 ans en 2014 (princ),0
-P14_ETUD1564,El�v. Etud. Stag. non r�mun�r�s 15-64 ans en 2014 (princ),0
-P14_F0014,Pop Femmes 0-14 ans en 2014 (princ),1
-P14_F0019,Pop Femmes 0-19 ans en 2014 (princ),1
-P14_F1524,Pop 15-24 ans Femmes en 2014 (princ),1
-P14_F1564,Pop 15-64 ans Femmes en 2014 (princ),1
-P14_F2064,Pop Femmes 20-64 ans en 2014 (princ),1
-P14_F2554,Pop 25-54 ans Femmes en 2014 (princ),1
-P14_F4559,Pop Femmes 45-59 ans en 2014 (princ),1
-P14_F5564,Pop 55-64 ans Femmes en 2014 (princ),1
-P14_F6074,Pop Femmes 60-74 ans en 2014 (princ),1
-P14_F65P,Pop Femmes 65 ans ou plus en 2014 (princ),1
-P14_F75P,Pop Femmes 75 ans ou plus en 2014 (princ),1
-P14_FACT1524,Actifs 15-24 ans Femmes en 2014 (princ),1
-P14_FACT1564,Actifs 15-64 ans Femmes en 2014 (princ),1
-P14_FACT2554,Actifs 25-54 ans Femmes en 2014 (princ),1
-P14_FACT5564,Actifs 55-64 ans Femmes en 2014 (princ),1
-P14_FACTOCC1524,Actifs occup�s 15-24 ans Femmes en 2014 (princ),1
-P14_FACTOCC1564,Actifs occup�s 15-64 ans Femmes en 2014 (princ),1
-P14_FACTOCC15P,Actifs occup�s 15 ans ou plus Femmes en 2014 (princ),1
-P14_FACTOCC2554,Actifs occup�s 25-54 ans Femmes en 2014 (princ),1
-P14_FACTOCC5564,Actifs occup�s 55-64 ans Femmes en 2014 (princ),1
-P14_FAINACT1564,Autres inactifs 15-64 ans Femmes en 2014 (princ),1
-P14_FCHOM1564,Ch�meurs 15-64 ans Femmes en 2014 (princ),1
-P14_FETUD1564,El�v. Etud. Stag. non r�mun�r�s 15-64 ans Femmes en 2014 (princ),1
-P14_FINACT1564,Inactifs 15-64 ans Femmes en 2014 (princ),1
-P14_FNSAL15P,Non-salari�s 15 ans ou plus Femmes en 2014 (princ),1
-P14_FNSCOL15P,Femmes 15 ans ou plus non scolaris�es en 2014 (princ),1
-P14_FNSCOL15P_BAC,Femmes 15 ans ou plus non scol. BAC en 2014 (princ),1
-P14_FNSCOL15P_CAPBEP,Femmes 15 ans ou plus non scol. CAP-BEP en 2014 (princ),1
-P14_FNSCOL15P_DIPLMIN,"Femmes 15 ans ou plus non scol. Sans dipl�me ou BEPC, brevet des coll�ges, DNB en 2014 (princ)",1
-P14_FNSCOL15P_SUP,Femmes 15 ans ou plus non scol. Enseignement sup en 2014 (princ),1
-P14_FRETR1564,Retrait�s Pr�retrait�s 15-64 ans Femmes en 2014 (princ),1
-P14_FSAL15P,Salari�s 15 ans ou plus Femmes en 2014 (princ),1
-P14_FSAL15P_TP,Salari�s 15 ans ou plus TP Femmes en 2014 (princ),1
-P14_H0014,Pop Hommes 0-14 ans en 2014 (princ),1
-P14_H0019,Pop Hommes 0-19 ans en 2014 (princ),1
-P14_H1524,Pop 15-24 ans Hommes en 2014 (princ),1
-P14_H1529,Pop Hommes 15-29 ans en 2014 (princ),1
-P14_H1564,Pop 15-64 ans Hommes en 2014 (princ),1
-P14_H2064,Pop Hommes 20-64 ans en 2014 (princ),1
-P14_H2554,Pop 25-54 ans Hommes en 2014 (princ),1
-P14_H3044,Pop Hommes 30-44 ans en 2014 (princ),1
-P14_H4559,Pop Hommes 45-59 ans en 2014 (princ),1
-P14_H5564,Pop 55-64 ans Hommes en 2014 (princ),1
-P14_H6074,Pop Hommes 60-74 ans en 2014 (princ),1
-P14_H65P,Pop Hommes 65 ans ou plus en 2014 (princ),1
-P14_H75P,Pop Hommes 75 ans ou plus en 2014 (princ),1
-P14_HACT1524,Actifs 15-24 ans Hommes en 2014 (princ),1
-P14_HACT1564,Actifs 15-64 ans Hommes en 2014 (princ),1
-P14_HACT2554,Actifs 25-54 ans Hommes en 2014 (princ),1
-P14_HACT5564,Actifs 55-64 ans Hommes en 2014 (princ),1
-P14_HACTOCC1524,Actifs occup�s 15-24 ans Hommes en 2014 (princ),1
-P14_HACTOCC1564,Actifs occup�s 15-64 ans Hommes en 2014 (princ),1
-P14_HACTOCC15P,Actifs occup�s 15 ans ou plus Hommes en 2014 (princ),1
-P14_HACTOCC2554,Actifs occup�s 25-54 ans Hommes en 2014 (princ),1
-P14_HACTOCC5564,Actifs occup�s 55-64 ans Hommes en 2014 (princ),1
-P14_HAINACT1564,Autres inactifs 15-64 ans Hommes en 2014 (princ),1
-P14_HCHOM1564,Ch�meurs 15-64 ans Hommes en 2014 (princ),1
-P14_HETUD1564,El�v. Etud. Stag. non r�mun�r�s 15-64 ans Hommes en 2014 (princ),1
-P14_HINACT1564,Inactifs 15-64 ans Hommes en 2014 (princ),1
-P14_HNSAL15P,Non-salari�s 15 ans ou plus Hommes en 2014 (princ),1
-P14_HNSCOL15P,Hommes 15 ans ou plus non scolaris�s en 2014 (princ),1
-P14_HNSCOL15P_BAC,Hommes 15 ans ou plus non scol. BAC en 2014 (princ),1
-P14_HNSCOL15P_CAPBEP,Hommes 15 ans ou plus non scol. CAP-BEP en 2014 (princ),1
-P14_HNSCOL15P_DIPLMIN,"Hommes 15 ans ou plus non scol. Sans dipl�me ou BEPC, brevet des coll�ges, DNB en 2014 (princ)",1
-P14_HNSCOL15P_SUP,Hommes 15 ans ou plus non scol. Enseignement sup en 2014 (princ),1
-P14_HRETR1564,Retrait�s Pr�retrait�s 15-64 ans Hommes en 2014 (princ),1
-P14_HSAL15P,Salari�s 15 ans ou plus Hommes en 2014 (princ),1
-P14_HSAL15P_TP,Salari�s 15 ans ou plus TP Hommes en 2014 (princ),1
-P14_INACT1564,Inactifs 15-64 ans en 2014 (princ),0
-P14_LOG,Logements en 2014 (princ),0
-P14_LOGVAC,Logements vacants en 2014 (princ),0
-P14_MAISON,Maisons en 2014 (princ),0
-P14_MEN,M�nages en 2014 (princ),0
-P14_MEN_ANEM0002,M�nages emm�nag�s moins 2 ans en 2014 (princ),0
-P14_MEN_ANEM0204,M�nages emm�nag�s entre 2-4 ans en 2014 (princ),0
-P14_MEN_ANEM0509,M�nages emm�nag�s entre 5-9 ans en 2014 (princ),0
-P14_MEN_ANEM10P,M�nages emm�nag�s depuis 10 ans ou plus en 2014 (princ),0
-P14_NBPI_RP,Pi�ces r�s princ en 2014 (princ),0
-P14_NBPI_RP_ANEM0002,Pi�ces R�s princ M�n. emm�nag�s moins 2 ans en 2014 (princ),0
-P14_NBPI_RP_ANEM0204,Pi�ces R�s princ M�n. emm�nag�s entre 2-4 ans en 2014 (princ),0
-P14_NBPI_RP_ANEM0509,Pi�ces R�s princ M�n. emm�nag�s entre 5-9 ans en 2014 (princ),0
-P14_NBPI_RP_ANEM10P,Pi�ces R�s princ M�n. emm�nag�s depuis 10 ans ou plus en 2014 (princ),0
-P14_NBPI_RPAPPART,Pi�ces r�s princ type appartement en 2014 (princ),0
-P14_NBPI_RPMAISON,Pi�ces r�s princ type maison en 2014 (princ),0
-P14_NPER_RP,Personnes R�s princ en 2014 (princ),0
-P14_NPER_RP_GRAT,Pers R�s princ occup�es gratuit en 2014 (princ),0
-P14_NPER_RP_LOC,Pers R�s princ occup�es Locataires en 2014 (princ),0
-P14_NPER_RP_LOCHLMV,Pers R�s princ HLM lou�es vides en 2014 (princ),0
-P14_NPER_RP_PROP,Pers R�s princ occup�es Propri�taires en 2014 (princ),0
-P14_NSAL15P,Non-salari�s 15 ans ou plus en 2014 (princ),0
-P14_NSAL15P_AIDFAM,Non-salari�s 15 ans ou plus Aides familiaux en 2014 (princ),0
-P14_NSAL15P_EMPLOY,Non-salari�s 15 ans ou plus Employeurs en 2014 (princ),0
-P14_NSAL15P_INDEP,Non-salari�s 15 ans ou plus Ind�pendants en 2014 (princ),0
-P14_NSAL15P_TP,Non-salari�s 15 ans ou plus TP en 2014 (princ),0
-P14_NSCOL15P,Pop 15 ans ou plus non scolaris�e en 2014 (princ),0
-P14_NSCOL15P_BAC,Pop 15 ans ou plus non scol. BAC en 2014 (princ),0
-P14_NSCOL15P_CAPBEP,Pop 15 ans ou plus non scol. CAP-BEP en 2014 (princ),0
-P14_NSCOL15P_DIPLMIN,"Pop 15 ans ou plus non scol. Sans dipl�me ou BEPC, brevet des coll�ges, DNB en 2014 (princ)",0
-P14_NSCOL15P_SUP,Pop 15 ans ou plus non scol. Enseignement sup en 2014 (princ),0
-P14_PHORMEN,Pop hors m�nages en 2014 (princ),0
-P14_PMEN,Pop M�nages en 2014 (compl),0
-P14_PMEN_ANEM0002,Pop m�n emm�nag�s moins 2 ans en 2014 (princ),0
-P14_PMEN_ANEM0204,Pop m�n emm�nag�s entre 2-4 ans en 2014 (princ),0
-P14_PMEN_ANEM0509,Pop m�n emm�nag�s entre 5-9 ans en 2014 (princ),0
-P14_PMEN_ANEM10P,Pop m�n emm�nag�s depuis 10 ans ou plus en 2014 (princ),0
-P14_POP,Population en 2014 (princ),0
-P14_POP_ETR,Pop Etrangers en 2014 (princ),0
-P14_POP_FR,Pop Fran�ais en 2014 (princ),0
-P14_POP_IMM,Pop Immigr�s en 2014 (princ),0
-P14_POP0002,Pop 0-2 ans en 2014 (princ),0
-P14_POP0014,Pop 0-14 ans en 2014 (princ),0
-P14_POP0019,Pop 0-19 ans en 2014 (princ),0
-P14_POP0205,Pop 2-5 ans en 2014 (princ),0
-P14_POP0305,Pop 3-5 ans en 2014 (princ),0
-P14_POP0610,Pop 6-10 ans en 2014 (princ),0
-P14_POP1114,Pop 11-14 ans en 2014 (princ),0
-P14_POP1117,Pop 11-17 ans en 2014 (princ),0
-P14_POP1517,Pop 15-17 ans en 2014 (princ),0
-P14_POP1524,Pop 15-24 ans en 2014 (princ),0
-P14_POP1524_PSEUL,Pop 15-24 ans vivant seule en 2014 (princ),0
-P14_POP1529,Pop 15-29 ans en 2014 (princ),0
-P14_POP15P,Pop 15 ans ou plus en 2014 (princ),0
-P14_POP15P_MARIEE,Pop 15 ans ou plus Mari�e en 2014 (princ),0
-P14_POP15P_NONMARIEE,Pop 15 ans ou plus Non mari�e en 2014 (princ),0
-P14_POP15P_PSEUL,Pop 15 ans ou plus ans vivant seule en 2014 (princ),1
-P14_POP1824,Pop 18-24 ans en 2014 (princ),0
-P14_POP2064,Pop 20-64 ans en 2014 (princ),0
-P14_POP2529,Pop 25-29 ans en 2014 (princ),0
-P14_POP2539,Pop 25-39 ans en 2014 (princ),0
-P14_POP2554,Pop 25-54 ans en 2014 (princ),0
-P14_POP2554_PSEUL,Pop 25-54 ans vivant seule en 2014 (princ),1
-P14_POP3044,Pop 30-44 ans en 2014 (princ),0
-P14_POP30P,Pop 30 ans ou plus en 2014 (princ),0
-P14_POP4054,Pop 40-54 ans en 2014 (princ),0
-P14_POP4559,Pop 45-59 ans en 2014 (princ),0
-P14_POP5564,Pop 55-64 ans en 2014 (princ),0
-P14_POP5579,Pop 55-79 ans en 2014 (princ),0
-P14_POP5579_PSEUL,Pop 55-79 ans vivant seule en 2014 (princ),1
-P14_POP6074,Pop 60-74 ans en 2014 (princ),0
-P14_POP6579,Pop 65-79 ans en 2014 (princ),0
-P14_POP65P,Pop 65 ans ou plus en 2014 (princ),0
-P14_POP75P,Pop 75 ans ou plus en 2014 (princ),0
-P14_POP80P,Pop 80 ans ou plus en 2014 (princ),0
-P14_POP80P_PSEUL,Pop 80 ans ou plus vivant seule en 2014 (princ),1
-P14_POPF,Pop Femmes en 2014 (princ),1
-P14_POPH,Pop Hommes en 2014 (princ),1
-P14_POPMEN1524,Pop m�n 15-24 ans en 2014 (princ),0
-P14_POPMEN15P,Pop m�n 15 ans ou plus en 2014 (princ),0
-P14_POPMEN2554,Pop m�n 25-54 ans en 2014 (princ),0
-P14_POPMEN5579,Pop m�n 55-79 ans en 2014 (princ),0
-P14_POPMEN80P,Pop m�n 80 ans ou plus en 2014 (princ),0
-P14_RETR1564,Retrait�s Pr�retrait�s 15-64 ans en 2014 (princ),0
-P14_RP,R�sidences principales en 2014 (princ),0
-P14_RP_100120M2,R�s princ de 100 � moins de 120 m2 en 2014 (princ),0
-P14_RP_120M2P,R�s princ de 120 m2 ou plus en 2014 (princ),0
-P14_RP_1P,R�s princ 1 pi�ce en 2014 (princ),0
-P14_RP_2P,R�s princ 2 pi�ces en 2014 (princ),0
-P14_RP_3040M2,R�s princ de 30 � moins de 40 m2 en 2014 (princ),0
-P14_RP_3P,R�s princ 3 pi�ces en 2014 (princ),0
-P14_RP_4060M2,R�s princ de 40 � moins de 60 m2 en 2014 (princ),0
-P14_RP_4P,R�s princ 4 pi�ces en 2014 (princ),0
-P14_RP_5PP,R�s princ 5 pi�ces ou plus en 2014 (princ),0
-P14_RP_6080M2,R�s princ de 60 � moins de 80 m2 en 2014 (princ),0
-P14_RP_80100M2,R�s princ de 80 � moins de 100 m2 en 2014 (princ),0
-P14_RP_ACH05,R�s princ 1991 � 2005 en 2014 (princ),0
-P14_RP_ACH11,R�s princ 2006 � 2011 en 2014 (princ),0
-P14_RP_ACH19,R�s princ avt 1919 en 2014 (princ),0
-P14_RP_ACH45,R�s princ 1919 � 1945 en 2014 (princ),0
-P14_RP_ACH70,R�s princ 1946 � 1970 en 2014 (princ),0
-P14_RP_ACH90,R�s princ 1971 � 1990 en 2014 (princ),0
-P14_RP_ACHTOT,R�s princ avt 2012 en 2014 (princ),0
-P14_RP_BDWC,R�s princ avec Bain/Douche WC (DOM) en 2014 (princ),0
-P14_RP_CCCOLL,R�s princ Chauffage Central Collectif (MET) en 2014 (princ),0
-P14_RP_CCIND,R�s princ Chauffage Central Individuel (MET) en 2014 (princ),0
-P14_RP_CHOS,R�s princ avec chauffe-eau solaire (DOM) en 2014 (princ),0
-P14_RP_CINDELEC,R�s princ Chauffage Individuel Electrique (MET) en 2014 (princ),0
-P14_RP_CLIM,R�s princ avec pi�ce climatis�e (DOM) en 2014 (princ),0
-P14_RP_EAUCH,R�s princ avec eau chaude (DOM) en 2014 (princ),0
-P14_RP_ELEC,R�s princ avec �lectricit� (DOM) en 2014 (princ),0
-P14_RP_GARL,M�nages au moins un parking en 2014 (princ),0
-P14_RP_GRAT,R�s princ log� gratuit en 2014 (princ),0
-P14_RP_LOC,R�s princ occup�es Locataires en 2014 (princ),0
-P14_RP_LOCHLMV,R�s princ HLM lou�e vide en 2014 (princ),0
-P14_RP_M30M2,R�s princ de moins de 30 m2 en 2014 (princ),0
-P14_RP_PROP,R�s princ occup�es Propri�taires en 2014 (princ),0
-P14_RP_SDB,R�s princ SDB baignoire douche (MET) en 2014 (princ),0
-P14_RP_TTEGOU,R�s princ avec tout � l'�gout (DOM) en 2014 (princ),0
-P14_RP_VOIT1,M�nages une voiture en 2014 (princ),0
-P14_RP_VOIT1P,M�nages au moins une voiture en 2014 (princ),0
-P14_RP_VOIT2P,M�nages deux voitures ou plus en 2014 (princ),0
-P14_RPAPPART,R�s princ type appartement en 2014 (princ),0
-P14_RPAPPART_ACH05,R�s princ Type appart 1991 � 2005 en 2014 (princ),0
-P14_RPAPPART_ACH11,R�s princ Type appart 2006 � 2011 en 2014 (princ),0
-P14_RPAPPART_ACH19,R�s princ Type appart avt 1919 en 2014 (princ),0
-P14_RPAPPART_ACH45,R�s princ Type appart 1919 � 1945 en 2014 (princ),0
-P14_RPAPPART_ACH70,R�s princ Type appart 1946 � 1970 en 2014 (princ),0
-P14_RPAPPART_ACH90,R�s princ Type appart 1971 � 1990 en 2014 (princ),0
-P14_RPAPPART_ACHTOT,R�s princ Type appart avt 2012 en 2014 (princ),0
-P14_RPMAISON,R�s princ type maison en 2014 (princ),0
-P14_RPMAISON_ACH05,R�s princ Type maison 1991 � 2005 en 2014 (princ),0
-P14_RPMAISON_ACH11,R�s princ Type maison 2006 � 2011 en 2014 (princ),0
-P14_RPMAISON_ACH19,R�s princ Type maison avt 1919 en 2014 (princ),0
-P14_RPMAISON_ACH45,R�s princ Type maison 1919 � 1945 en 2014 (princ),0
-P14_RPMAISON_ACH70,R�s princ Type maison 1946 � 1970 en 2014 (princ),0
-P14_RPMAISON_ACH90,R�s princ Type maison 1971 � 1990 en 2014 (princ),0
-P14_RPMAISON_ACHTOT,R�s princ Type maison avt 2012 en 2014 (princ),0
-P14_RSECOCC,R�s secondaires et logts occasionnels en 2014 (princ),0
-P14_SAL15P,Salari�s 15 ans ou plus en 2014 (princ),0
-P14_SAL15P_APPR,Salari�s 15 ans ou plus Apprentissage - Stage en 2014 (princ),0
-P14_SAL15P_CDD,Salari�s 15 ans ou plus CDD en 2014 (princ),0
-P14_SAL15P_CDI,"Salari�s 15 ans ou plus Fonct publ, CDI en 2014 (princ)",0
-P14_SAL15P_EMPAID,Salari�s 15 ans ou plus Emplois aid�s en 2014 (princ),0
-P14_SAL15P_INTERIM,Salari�s 15 ans ou plus Int�rim en 2014 (princ),0
-P14_SAL15P_TP,Salari�s 15 ans ou plus TP en 2014 (princ),0
-P14_SCOL0205,Pop scolaris�e 2-5 ans en 2014 (princ),0
-P14_SCOL0610,Pop scolaris�e 6-10 ans en 2014 (princ),0
-P14_SCOL1114,Pop scolaris�e 11-14 ans en 2014 (princ),0
-P14_SCOL1517,Pop scolaris�e 15-17 ans en 2014 (princ),0
-P14_SCOL1824,Pop scolaris�e 18-24 ans en 2014 (princ),0
-P14_SCOL2529,Pop scolaris�e 25-29 ans en 2014 (princ),0
-P14_SCOL30P,Pop scolaris�e 30 ans ou plus en 2014 (princ),0
+INDICATOR LABEL STATUS
+C101 École maternelle 0
+C101_NB_CANT École maternelle avec cantine 1
+C101_NB_EP École maternelle appartenant à un EP 1
+C101_NB_RPIC École maternelle en RPIC 1
+C102 École maternelle en RPI dispersé 0
+C102_NB_CANT École maternelle de RPI dispersé avec cantine 1
+C102_NB_EP École maternelle en RPIC appartenant à un EP 1
+C104 École élémentaire 0
+C104_NB_CANT École élémentaire avec cantine 1
+C104_NB_EP École élémentaire appartenant à un EP 1
+C104_NB_PELEM École élémentaire avec classe pré-élémentaire 1
+C104_NB_RPIC École élémentaire en RPIC 1
+C105 École élémentaire de RPI dispersé 0
+C105_NB_CANT École élémentaire de RPI dispersé avec cantine 1
+C105_NB_EP École élémentaire de RPI dispersé appartenant à un EP 1
+C105_NB_PELEM École élémentaire de RPI dispersé avec école pré-élémentaire 1
+C14_ACT1564 Actifs 15-64 ans en 2014 (compl) 0
+C14_ACT1564_CS1 Actifs 15-64 ans Agriculteurs exploitants en 2014 (compl) 0
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+P14_ACTOCC15P_ILT2 Actif occ 15 ans ou plus travaille autre commune même dépt résidence en 2014 (princ) 0
+P14_ACTOCC15P_ILT2P Actif occ 15 ans ou plus travaille autre commune que commune résidence en 2014 (princ) 0
+P14_ACTOCC15P_ILT3 Actif occ 15 ans ou plus travaille autre dépt même région résidence en 2014 (princ) 0
+P14_ACTOCC15P_ILT4 Actif occ 15 ans ou plus travaille autre région en métropole en 2014 (princ) 0
+P14_ACTOCC15P_ILT5 Actif occ 15 ans ou plus travaille autre région hors métropole en 2014 (princ) 0
+P14_ACTOCC15P_TP Actifs occ 15 ans ou plus TP en 2014 (princ) 0
+P14_ACTOCC2554 Actifs occupés 25-54 ans en 2014 (princ) 0
+P14_ACTOCC5564 Actifs occupés 55-64 ans en 2014 (princ) 0
+P14_AINACT1564 Autres inactifs 15-64 ans en 2014 (princ) 0
+P14_ANEM_RP Anc tot Emméngt Rés princ (années) en 2014 (princ) 0
+P14_ANEM_RP_GRAT Anc tot Emméngt Rés princ occ gratuit (années) en 2014 (princ) 0
+P14_ANEM_RP_LOC Anc tot Emméngt Rés princ occ par Locataires (années) en 2014 (princ) 0
+P14_ANEM_RP_LOCHLMV Anc tot Emméngt Rés princ HLM louées vides (années) en 2014 (princ) 0
+P14_ANEM_RP_PROP Anc tot Emméngt Rés princ occ par Propriétaires (années) en 2014 (princ) 0
+P14_APPART Appartements en 2014 (princ) 0
+P14_CHOM1524 Chômeurs 15-24 ans en 2014 (princ) 0
+P14_CHOM1564 Chômeurs 15-64 ans en 2014 (princ) 0
+P14_CHOM2554 Chômeurs 25-54 ans en 2014 (princ) 0
+P14_CHOM5564 Chômeurs 55-64 ans en 2014 (princ) 0
+P14_ETUD1564 Elèv. Etud. Stag. non rémunérés 15-64 ans en 2014 (princ) 0
+P14_F0014 Pop Femmes 0-14 ans en 2014 (princ) 1
+P14_F0019 Pop Femmes 0-19 ans en 2014 (princ) 1
+P14_F1524 Pop 15-24 ans Femmes en 2014 (princ) 1
+P14_F1564 Pop 15-64 ans Femmes en 2014 (princ) 1
+P14_F2064 Pop Femmes 20-64 ans en 2014 (princ) 1
+P14_F2554 Pop 25-54 ans Femmes en 2014 (princ) 1
+P14_F4559 Pop Femmes 45-59 ans en 2014 (princ) 1
+P14_F5564 Pop 55-64 ans Femmes en 2014 (princ) 1
+P14_F6074 Pop Femmes 60-74 ans en 2014 (princ) 1
+P14_F65P Pop Femmes 65 ans ou plus en 2014 (princ) 1
+P14_F75P Pop Femmes 75 ans ou plus en 2014 (princ) 1
+P14_FACT1524 Actifs 15-24 ans Femmes en 2014 (princ) 1
+P14_FACT1564 Actifs 15-64 ans Femmes en 2014 (princ) 1
+P14_FACT2554 Actifs 25-54 ans Femmes en 2014 (princ) 1
+P14_FACT5564 Actifs 55-64 ans Femmes en 2014 (princ) 1
+P14_FACTOCC1524 Actifs occupés 15-24 ans Femmes en 2014 (princ) 1
+P14_FACTOCC1564 Actifs occupés 15-64 ans Femmes en 2014 (princ) 1
+P14_FACTOCC15P Actifs occupés 15 ans ou plus Femmes en 2014 (princ) 1
+P14_FACTOCC2554 Actifs occupés 25-54 ans Femmes en 2014 (princ) 1
+P14_FACTOCC5564 Actifs occupés 55-64 ans Femmes en 2014 (princ) 1
+P14_FAINACT1564 Autres inactifs 15-64 ans Femmes en 2014 (princ) 1
+P14_FCHOM1564 Chômeurs 15-64 ans Femmes en 2014 (princ) 1
+P14_FETUD1564 Elèv. Etud. Stag. non rémunérés 15-64 ans Femmes en 2014 (princ) 1
+P14_FINACT1564 Inactifs 15-64 ans Femmes en 2014 (princ) 1
+P14_FNSAL15P Non-salariés 15 ans ou plus Femmes en 2014 (princ) 1
+P14_FNSCOL15P Femmes 15 ans ou plus non scolarisées en 2014 (princ) 1
+P14_FNSCOL15P_BAC Femmes 15 ans ou plus non scol. BAC en 2014 (princ) 1
+P14_FNSCOL15P_CAPBEP Femmes 15 ans ou plus non scol. CAP-BEP en 2014 (princ) 1
+P14_FNSCOL15P_DIPLMIN Femmes 15 ans ou plus non scol. Sans diplôme ou BEPC, brevet des collèges, DNB en 2014 (princ) 1
+P14_FNSCOL15P_SUP Femmes 15 ans ou plus non scol. Enseignement sup en 2014 (princ) 1
+P14_FRETR1564 Retraités Préretraités 15-64 ans Femmes en 2014 (princ) 1
+P14_FSAL15P Salariés 15 ans ou plus Femmes en 2014 (princ) 1
+P14_FSAL15P_TP Salariés 15 ans ou plus TP Femmes en 2014 (princ) 1
+P14_H0014 Pop Hommes 0-14 ans en 2014 (princ) 1
+P14_H0019 Pop Hommes 0-19 ans en 2014 (princ) 1
+P14_H1524 Pop 15-24 ans Hommes en 2014 (princ) 1
+P14_H1529 Pop Hommes 15-29 ans en 2014 (princ) 1
+P14_H1564 Pop 15-64 ans Hommes en 2014 (princ) 1
+P14_H2064 Pop Hommes 20-64 ans en 2014 (princ) 1
+P14_H2554 Pop 25-54 ans Hommes en 2014 (princ) 1
+P14_H3044 Pop Hommes 30-44 ans en 2014 (princ) 1
+P14_H4559 Pop Hommes 45-59 ans en 2014 (princ) 1
+P14_H5564 Pop 55-64 ans Hommes en 2014 (princ) 1
+P14_H6074 Pop Hommes 60-74 ans en 2014 (princ) 1
+P14_H65P Pop Hommes 65 ans ou plus en 2014 (princ) 1
+P14_H75P Pop Hommes 75 ans ou plus en 2014 (princ) 1
+P14_HACT1524 Actifs 15-24 ans Hommes en 2014 (princ) 1
+P14_HACT1564 Actifs 15-64 ans Hommes en 2014 (princ) 1
+P14_HACT2554 Actifs 25-54 ans Hommes en 2014 (princ) 1
+P14_HACT5564 Actifs 55-64 ans Hommes en 2014 (princ) 1
+P14_HACTOCC1524 Actifs occupés 15-24 ans Hommes en 2014 (princ) 1
+P14_HACTOCC1564 Actifs occupés 15-64 ans Hommes en 2014 (princ) 1
+P14_HACTOCC15P Actifs occupés 15 ans ou plus Hommes en 2014 (princ) 1
+P14_HACTOCC2554 Actifs occupés 25-54 ans Hommes en 2014 (princ) 1
+P14_HACTOCC5564 Actifs occupés 55-64 ans Hommes en 2014 (princ) 1
+P14_HAINACT1564 Autres inactifs 15-64 ans Hommes en 2014 (princ) 1
+P14_HCHOM1564 Chômeurs 15-64 ans Hommes en 2014 (princ) 1
+P14_HETUD1564 Elèv. Etud. Stag. non rémunérés 15-64 ans Hommes en 2014 (princ) 1
+P14_HINACT1564 Inactifs 15-64 ans Hommes en 2014 (princ) 1
+P14_HNSAL15P Non-salariés 15 ans ou plus Hommes en 2014 (princ) 1
+P14_HNSCOL15P Hommes 15 ans ou plus non scolarisés en 2014 (princ) 1
+P14_HNSCOL15P_BAC Hommes 15 ans ou plus non scol. BAC en 2014 (princ) 1
+P14_HNSCOL15P_CAPBEP Hommes 15 ans ou plus non scol. CAP-BEP en 2014 (princ) 1
+P14_HNSCOL15P_DIPLMIN Hommes 15 ans ou plus non scol. Sans diplôme ou BEPC, brevet des collèges, DNB en 2014 (princ) 1
+P14_HNSCOL15P_SUP Hommes 15 ans ou plus non scol. Enseignement sup en 2014 (princ) 1
+P14_HRETR1564 Retraités Préretraités 15-64 ans Hommes en 2014 (princ) 1
+P14_HSAL15P Salariés 15 ans ou plus Hommes en 2014 (princ) 1
+P14_HSAL15P_TP Salariés 15 ans ou plus TP Hommes en 2014 (princ) 1
+P14_INACT1564 Inactifs 15-64 ans en 2014 (princ) 0
+P14_LOG Logements en 2014 (princ) 0
+P14_LOGVAC Logements vacants en 2014 (princ) 0
+P14_MAISON Maisons en 2014 (princ) 0
+P14_MEN Ménages en 2014 (princ) 0
+P14_MEN_ANEM0002 Ménages emménagés moins 2 ans en 2014 (princ) 0
+P14_MEN_ANEM0204 Ménages emménagés entre 2-4 ans en 2014 (princ) 0
+P14_MEN_ANEM0509 Ménages emménagés entre 5-9 ans en 2014 (princ) 0
+P14_MEN_ANEM10P Ménages emménagés depuis 10 ans ou plus en 2014 (princ) 0
+P14_NBPI_RP Pièces rés princ en 2014 (princ) 0
+P14_NBPI_RP_ANEM0002 Pièces Rés princ Mén. emménagés moins 2 ans en 2014 (princ) 0
+P14_NBPI_RP_ANEM0204 Pièces Rés princ Mén. emménagés entre 2-4 ans en 2014 (princ) 0
+P14_NBPI_RP_ANEM0509 Pièces Rés princ Mén. emménagés entre 5-9 ans en 2014 (princ) 0
+P14_NBPI_RP_ANEM10P Pièces Rés princ Mén. emménagés depuis 10 ans ou plus en 2014 (princ) 0
+P14_NBPI_RPAPPART Pièces rés princ type appartement en 2014 (princ) 0
+P14_NBPI_RPMAISON Pièces rés princ type maison en 2014 (princ) 0
+P14_NPER_RP Personnes Rés princ en 2014 (princ) 0
+P14_NPER_RP_GRAT Pers Rés princ occupées gratuit en 2014 (princ) 0
+P14_NPER_RP_LOC Pers Rés princ occupées Locataires en 2014 (princ) 0
+P14_NPER_RP_LOCHLMV Pers Rés princ HLM louées vides en 2014 (princ) 0
+P14_NPER_RP_PROP Pers Rés princ occupées Propriétaires en 2014 (princ) 0
+P14_NSAL15P Non-salariés 15 ans ou plus en 2014 (princ) 0
+P14_NSAL15P_AIDFAM Non-salariés 15 ans ou plus Aides familiaux en 2014 (princ) 0
+P14_NSAL15P_EMPLOY Non-salariés 15 ans ou plus Employeurs en 2014 (princ) 0
+P14_NSAL15P_INDEP Non-salariés 15 ans ou plus Indépendants en 2014 (princ) 0
+P14_NSAL15P_TP Non-salariés 15 ans ou plus TP en 2014 (princ) 0
+P14_NSCOL15P Pop 15 ans ou plus non scolarisée en 2014 (princ) 0
+P14_NSCOL15P_BAC Pop 15 ans ou plus non scol. BAC en 2014 (princ) 0
+P14_NSCOL15P_CAPBEP Pop 15 ans ou plus non scol. CAP-BEP en 2014 (princ) 0
+P14_NSCOL15P_DIPLMIN Pop 15 ans ou plus non scol. Sans diplôme ou BEPC, brevet des collèges, DNB en 2014 (princ) 0
+P14_NSCOL15P_SUP Pop 15 ans ou plus non scol. Enseignement sup en 2014 (princ) 0
+P14_PHORMEN Pop hors ménages en 2014 (princ) 0
+P14_PMEN Pop Ménages en 2014 (compl) 0
+P14_PMEN_ANEM0002 Pop mén emménagés moins 2 ans en 2014 (princ) 0
+P14_PMEN_ANEM0204 Pop mén emménagés entre 2-4 ans en 2014 (princ) 0
+P14_PMEN_ANEM0509 Pop mén emménagés entre 5-9 ans en 2014 (princ) 0
+P14_PMEN_ANEM10P Pop mén emménagés depuis 10 ans ou plus en 2014 (princ) 0
+P14_POP Population en 2014 (princ) 0
+P14_POP_ETR Pop Etrangers en 2014 (princ) 0
+P14_POP_FR Pop Français en 2014 (princ) 0
+P14_POP_IMM Pop Immigrés en 2014 (princ) 0
+P14_POP0002 Pop 0-2 ans en 2014 (princ) 0
+P14_POP0014 Pop 0-14 ans en 2014 (princ) 0
+P14_POP0019 Pop 0-19 ans en 2014 (princ) 0
+P14_POP0205 Pop 2-5 ans en 2014 (princ) 0
+P14_POP0305 Pop 3-5 ans en 2014 (princ) 0
+P14_POP0610 Pop 6-10 ans en 2014 (princ) 0
+P14_POP1114 Pop 11-14 ans en 2014 (princ) 0
+P14_POP1117 Pop 11-17 ans en 2014 (princ) 0
+P14_POP1517 Pop 15-17 ans en 2014 (princ) 0
+P14_POP1524 Pop 15-24 ans en 2014 (princ) 0
+P14_POP1524_PSEUL Pop 15-24 ans vivant seule en 2014 (princ) 0
+P14_POP1529 Pop 15-29 ans en 2014 (princ) 0
+P14_POP15P Pop 15 ans ou plus en 2014 (princ) 0
+P14_POP15P_MARIEE Pop 15 ans ou plus Mariée en 2014 (princ) 0
+P14_POP15P_NONMARIEE Pop 15 ans ou plus Non mariée en 2014 (princ) 0
+P14_POP15P_PSEUL Pop 15 ans ou plus ans vivant seule en 2014 (princ) 1
+P14_POP1824 Pop 18-24 ans en 2014 (princ) 0
+P14_POP2064 Pop 20-64 ans en 2014 (princ) 0
+P14_POP2529 Pop 25-29 ans en 2014 (princ) 0
+P14_POP2539 Pop 25-39 ans en 2014 (princ) 0
+P14_POP2554 Pop 25-54 ans en 2014 (princ) 0
+P14_POP2554_PSEUL Pop 25-54 ans vivant seule en 2014 (princ) 1
+P14_POP3044 Pop 30-44 ans en 2014 (princ) 0
+P14_POP30P Pop 30 ans ou plus en 2014 (princ) 0
+P14_POP4054 Pop 40-54 ans en 2014 (princ) 0
+P14_POP4559 Pop 45-59 ans en 2014 (princ) 0
+P14_POP5564 Pop 55-64 ans en 2014 (princ) 0
+P14_POP5579 Pop 55-79 ans en 2014 (princ) 0
+P14_POP5579_PSEUL Pop 55-79 ans vivant seule en 2014 (princ) 1
+P14_POP6074 Pop 60-74 ans en 2014 (princ) 0
+P14_POP6579 Pop 65-79 ans en 2014 (princ) 0
+P14_POP65P Pop 65 ans ou plus en 2014 (princ) 0
+P14_POP75P Pop 75 ans ou plus en 2014 (princ) 0
+P14_POP80P Pop 80 ans ou plus en 2014 (princ) 0
+P14_POP80P_PSEUL Pop 80 ans ou plus vivant seule en 2014 (princ) 1
+P14_POPF Pop Femmes en 2014 (princ) 1
+P14_POPH Pop Hommes en 2014 (princ) 1
+P14_POPMEN1524 Pop mén 15-24 ans en 2014 (princ) 0
+P14_POPMEN15P Pop mén 15 ans ou plus en 2014 (princ) 0
+P14_POPMEN2554 Pop mén 25-54 ans en 2014 (princ) 0
+P14_POPMEN5579 Pop mén 55-79 ans en 2014 (princ) 0
+P14_POPMEN80P Pop mén 80 ans ou plus en 2014 (princ) 0
+P14_RETR1564 Retraités Préretraités 15-64 ans en 2014 (princ) 0
+P14_RP Résidences principales en 2014 (princ) 0
+P14_RP_100120M2 Rés princ de 100 à moins de 120 m2 en 2014 (princ) 0
+P14_RP_120M2P Rés princ de 120 m2 ou plus en 2014 (princ) 0
+P14_RP_1P Rés princ 1 pièce en 2014 (princ) 0
+P14_RP_2P Rés princ 2 pièces en 2014 (princ) 0
+P14_RP_3040M2 Rés princ de 30 à moins de 40 m2 en 2014 (princ) 0
+P14_RP_3P Rés princ 3 pièces en 2014 (princ) 0
+P14_RP_4060M2 Rés princ de 40 à moins de 60 m2 en 2014 (princ) 0
+P14_RP_4P Rés princ 4 pièces en 2014 (princ) 0
+P14_RP_5PP Rés princ 5 pièces ou plus en 2014 (princ) 0
+P14_RP_6080M2 Rés princ de 60 à moins de 80 m2 en 2014 (princ) 0
+P14_RP_80100M2 Rés princ de 80 à moins de 100 m2 en 2014 (princ) 0
+P14_RP_ACH05 Rés princ 1991 à 2005 en 2014 (princ) 0
+P14_RP_ACH11 Rés princ 2006 à 2011 en 2014 (princ) 0
+P14_RP_ACH19 Rés princ avt 1919 en 2014 (princ) 0
+P14_RP_ACH45 Rés princ 1919 à 1945 en 2014 (princ) 0
+P14_RP_ACH70 Rés princ 1946 à 1970 en 2014 (princ) 0
+P14_RP_ACH90 Rés princ 1971 à 1990 en 2014 (princ) 0
+P14_RP_ACHTOT Rés princ avt 2012 en 2014 (princ) 0
+P14_RP_BDWC Rés princ avec Bain/Douche WC (DOM) en 2014 (princ) 0
+P14_RP_CCCOLL Rés princ Chauffage Central Collectif (MET) en 2014 (princ) 0
+P14_RP_CCIND Rés princ Chauffage Central Individuel (MET) en 2014 (princ) 0
+P14_RP_CHOS Rés princ avec chauffe-eau solaire (DOM) en 2014 (princ) 0
+P14_RP_CINDELEC Rés princ Chauffage Individuel Electrique (MET) en 2014 (princ) 0
+P14_RP_CLIM Rés princ avec pièce climatisée (DOM) en 2014 (princ) 0
+P14_RP_EAUCH Rés princ avec eau chaude (DOM) en 2014 (princ) 0
+P14_RP_ELEC Rés princ avec électricité (DOM) en 2014 (princ) 0
+P14_RP_GARL Ménages au moins un parking en 2014 (princ) 0
+P14_RP_GRAT Rés princ logé gratuit en 2014 (princ) 0
+P14_RP_LOC Rés princ occupées Locataires en 2014 (princ) 0
+P14_RP_LOCHLMV Rés princ HLM louée vide en 2014 (princ) 0
+P14_RP_M30M2 Rés princ de moins de 30 m2 en 2014 (princ) 0
+P14_RP_PROP Rés princ occupées Propriétaires en 2014 (princ) 0
+P14_RP_SDB Rés princ SDB baignoire douche (MET) en 2014 (princ) 0
+P14_RP_TTEGOU Rés princ avec tout à l'égout (DOM) en 2014 (princ) 0
+P14_RP_VOIT1 Ménages une voiture en 2014 (princ) 0
+P14_RP_VOIT1P Ménages au moins une voiture en 2014 (princ) 0
+P14_RP_VOIT2P Ménages deux voitures ou plus en 2014 (princ) 0
+P14_RPAPPART Rés princ type appartement en 2014 (princ) 0
+P14_RPAPPART_ACH05 Rés princ Type appart 1991 à 2005 en 2014 (princ) 0
+P14_RPAPPART_ACH11 Rés princ Type appart 2006 à 2011 en 2014 (princ) 0
+P14_RPAPPART_ACH19 Rés princ Type appart avt 1919 en 2014 (princ) 0
+P14_RPAPPART_ACH45 Rés princ Type appart 1919 à 1945 en 2014 (princ) 0
+P14_RPAPPART_ACH70 Rés princ Type appart 1946 à 1970 en 2014 (princ) 0
+P14_RPAPPART_ACH90 Rés princ Type appart 1971 à 1990 en 2014 (princ) 0
+P14_RPAPPART_ACHTOT Rés princ Type appart avt 2012 en 2014 (princ) 0
+P14_RPMAISON Rés princ type maison en 2014 (princ) 0
+P14_RPMAISON_ACH05 Rés princ Type maison 1991 à 2005 en 2014 (princ) 0
+P14_RPMAISON_ACH11 Rés princ Type maison 2006 à 2011 en 2014 (princ) 0
+P14_RPMAISON_ACH19 Rés princ Type maison avt 1919 en 2014 (princ) 0
+P14_RPMAISON_ACH45 Rés princ Type maison 1919 à 1945 en 2014 (princ) 0
+P14_RPMAISON_ACH70 Rés princ Type maison 1946 à 1970 en 2014 (princ) 0
+P14_RPMAISON_ACH90 Rés princ Type maison 1971 à 1990 en 2014 (princ) 0
+P14_RPMAISON_ACHTOT Rés princ Type maison avt 2012 en 2014 (princ) 0
+P14_RSECOCC Rés secondaires et logts occasionnels en 2014 (princ) 0
+P14_SAL15P Salariés 15 ans ou plus en 2014 (princ) 0
+P14_SAL15P_APPR Salariés 15 ans ou plus Apprentissage - Stage en 2014 (princ) 0
+P14_SAL15P_CDD Salariés 15 ans ou plus CDD en 2014 (princ) 0
+P14_SAL15P_CDI Salariés 15 ans ou plus Fonct publ, CDI en 2014 (princ) 0
+P14_SAL15P_EMPAID Salariés 15 ans ou plus Emplois aidés en 2014 (princ) 0
+P14_SAL15P_INTERIM Salariés 15 ans ou plus Intérim en 2014 (princ) 0
+P14_SAL15P_TP Salariés 15 ans ou plus TP en 2014 (princ) 0
+P14_SCOL0205 Pop scolarisée 2-5 ans en 2014 (princ) 0
+P14_SCOL0610 Pop scolarisée 6-10 ans en 2014 (princ) 0
+P14_SCOL1114 Pop scolarisée 11-14 ans en 2014 (princ) 0
+P14_SCOL1517 Pop scolarisée 15-17 ans en 2014 (princ) 0
+P14_SCOL1824 Pop scolarisée 18-24 ans en 2014 (princ) 0
+P14_SCOL2529 Pop scolarisée 25-29 ans en 2014 (princ) 0
+P14_SCOL30P Pop scolarisée 30 ans ou plus en 2014 (princ) 0
diff --git a/predihood/classes/regrouping2.csv b/predihood/classes/regrouping2.csv
deleted file mode 100644
index 19e37da6..00000000
--- a/predihood/classes/regrouping2.csv
+++ /dev/null
@@ -1,629 +0,0 @@
-INDICATOR,DESCRIPTION,STATUS
-C101,�cole maternelle,0
-C101_NB_CANT,�cole maternelle avec cantine,1
-C101_NB_EP,�cole maternelle appartenant � un EP,1
-C101_NB_RPIC,�cole maternelle en RPIC,1
-C102,�cole maternelle de RPI dispers�,0
-C102_NB_CANT,�cole maternelle de RPI dispers� avec cantine,1
-C102_NB_EP,�cole maternelle en RPIC appartenant � un EP,1
-C104,�cole �l�mentaire,0
-C104_NB_CANT,�cole �l�mentaire avec cantine,1
-C104_NB_EP,�cole �l�mentaire appartenant � un EP,1
-C104_NB_PELEM,�cole �l�mentaire avec classe pr�-�l�mentaire,1
-C104_NB_RPIC,�cole �l�mentaire en RPIC,1
-C105,�cole �l�mentaire de RPI dispers�,0
-C105_NB_CANT,�cole �l�mentaire de RPI dispers� avec cantine,1
-C105_NB_EP,�cole �l�mentaire de RPI dispers� appartenant � un EP,1
-C105_NB_PELEM,�cole �l�mentaire de RPI dispers� avec �cole pr�-�l�mentaire,1
-C14_ACT1564,Actifs 15-64 ans en 2014 (compl),0
-C14_ACT1564_CS1,Actifs 15-64 ans Agriculteurs exploitants en 2014 (compl),0
-C14_ACT1564_CS2,"Actifs 15-64 ans Artisans, Comm., Chefs entr. en 2014 (compl)",0
-C14_ACT1564_CS3,"Actifs 15-64 ans Cadres, Prof. intel. sup. en 2014 (compl)",0
-C14_ACT1564_CS4,Actifs 15-64 ans Prof. interm�diaires en 2014 (compl),0
-C14_ACT1564_CS5,Actifs 15-64 ans Employ�s en 2014 (compl),0
-C14_ACT1564_CS6,Actifs 15-64 ans Ouvriers en 2014 (compl),0
-C14_ACTOCC1564,Actifs occup�s 15-64 ans en 2014 (compl),0
-C14_ACTOCC1564_CS1,Actifs occ 15-64 ans Agriculteurs exploitants en 2014 (compl),0
-C14_ACTOCC1564_CS2,"Actifs occ 15-64 ans Artisans, Comm., Chefs entr. en 2014 (compl)",0
-C14_ACTOCC1564_CS3,"Actifs occ 15-64 ans Cadres, Prof. intel. sup. en 2014 (compl)",0
-C14_ACTOCC1564_CS4,Actifs occ 15-64 ans Prof. interm�diaires en 2014 (compl),0
-C14_ACTOCC1564_CS5,Actifs occ 15-64 ans Employ�s en 2014 (compl),0
-C14_ACTOCC1564_CS6,Actifs occ 15-64 ans Ouvriers en 2014 (compl),0
-C14_ACTOCC15P,Actif occ 15 ans ou plus en 2014 (compl),0
-C14_ACTOCC15P_DROU,Actif occ 15 ans ou plus deux roues en 2014 (compl),0
-C14_ACTOCC15P_MAR,Actif occ 15 ans ou plus marche � pied en 2014 (compl),0
-C14_ACTOCC15P_PAS,Actif occ 15 ans ou plus pas de transport en 2014 (compl),0
-C14_ACTOCC15P_TCOM,Actif occ 15 ans ou plus transport en commun en 2014 (compl),0
-C14_ACTOCC15P_VOIT,Actif occ 15 ans ou plus voiture en 2014 (compl),0
-C14_COUPAENF,Fam Couple avec enfant(s) en 2014 (compl),0
-C14_COUPSENF,Fam Couple sans enfant en 2014 (compl),0
-C14_F15P,Pop 15 ans ou plus Femmes en 2014 (compl),1
-C14_F15P_CS1,Pop 15 ans ou plus Femmes Agriculteurs exploitants en 2014 (compl),1
-C14_F15P_CS2,"Pop 15 ans ou plus Femmes Artisans, Comm., Chefs entr. en 2014 (compl)",1
-C14_F15P_CS3,"Pop 15 ans ou plus Femmes Cadres, Prof. intel. sup. en 2014 (compl)",1
-C14_F15P_CS4,Pop 15 ans ou plus Femmes Prof. interm�diaires en 2014 (compl),1
-C14_F15P_CS5,Pop 15 ans ou plus Femmes Employ�s en 2014 (compl),1
-C14_F15P_CS6,Pop 15 ans ou plus Femmes Ouvriers en 2014 (compl),1
-C14_F15P_CS7,Pop 15 ans ou plus Femmes Retrait�s en 2014 (compl),1
-C14_F15P_CS8,Pop 15 ans ou plus Femmes Autres en 2014 (compl),1
-C14_FAM,Familles en 2014 (compl),0
-C14_FAMMONO,Fam Monoparentales en 2014 (compl),0
-C14_H15P,Pop 15 ans ou plus Hommes en 2014 (compl),1
-C14_H15P_CS1,Pop 15 ans ou plus Hommes Agriculteurs exploitants en 2014 (compl),1
-C14_H15P_CS2,"Pop 15 ans ou plus Hommes Artisans, Comm., Chefs entr. en 2014 (compl)",1
-C14_H15P_CS3,"Pop 15 ans ou plus Hommes Cadres, Prof. intel. sup. en 2014 (compl)",1
-C14_H15P_CS4,Pop 15 ans ou plus Hommes Prof. interm�diaires en 2014 (compl),1
-C14_H15P_CS5,Pop 15 ans ou plus Hommes Employ�s en 2014 (compl),1
-C14_H15P_CS6,Pop 15 ans ou plus Hommes Ouvriers en 2014 (compl),1
-C14_H15P_CS7,Pop 15 ans ou plus Hommes Retrait�s en 2014 (compl),1
-C14_H15P_CS8,Pop 15 ans ou plus Hommes Autres en 2014 (compl),1
-C14_MEN,M�nages en 2014 (compl),0
-C14_MEN_CS1,M�nages Pers R�f Agri. expl. en 2014 (compl),0
-C14_MEN_CS2,M�nages Pers R�f Art. Comm. Chefs entr. en 2014 (compl),0
-C14_MEN_CS3,M�nages Pers R�f Cadres Prof int sup en 2014 (compl),0
-C14_MEN_CS4,M�nages Pers R�f Prof interm�diaire en 2014 (compl),0
-C14_MEN_CS5,M�nages Pers R�f Employ� en 2014 (compl),0
-C14_MEN_CS6,M�nages Pers R�f Ouvrier en 2014 (compl),0
-C14_MEN_CS7,M�nages Pers R�f Retrait� en 2014 (compl),0
-C14_MEN_CS8,M�nages Pers R�f Autre en 2014 (compl),0
-C14_MENCOUPAENF,M�n fam princ Couple avec enfant(s) en 2014 (compl),0
-C14_MENCOUPSENF,M�n fam princ Couple sans enfant en 2014 (compl),0
-C14_MENFAM,M�nages avec famille(s) en 2014 (compl),0
-C14_MENFAMMONO,M�n fam princ Famille mono en 2014 (compl),0
-C14_MENFSEUL,M�nages Femmes seules en 2014 (compl),0
-C14_MENHSEUL,M�nages Hommes seuls en 2014 (compl),0
-C14_MENPSEUL,M�nages 1 personne en 2014 (compl),0
-C14_MENSFAM,M�nages Autres sans famille en 2014 (compl),0
-C14_NE24F0,Fam 0 enfant moins 25 ans en 2014 (compl),0
-C14_NE24F1,Fam 1 enfant moins 25 ans en 2014 (compl),0
-C14_NE24F2,Fam 2 enfants moins 25 ans en 2014 (compl),0
-C14_NE24F3,Fam 3 enfants moins 25 ans en 2014 (compl),0
-C14_NE24F4P,Fam 4 enfants ou plus moins 25 ans en 2014 (compl),0
-C14_PMEN,Pop M�nages en 2014 (compl),0
-C14_PMEN_CS1,Pop m�n Pers R�f Agri. expl. en 2014 (compl),0
-C14_PMEN_CS2,Pop m�n Pers R�f Art Com Chef ent en 2014 (compl),0
-C14_PMEN_CS3,Pop m�n Pers R�f Cadres Prof int sup en 2014 (compl),0
-C14_PMEN_CS4,Pop m�n Pers R�f Prof interm�diaire en 2014 (compl),0
-C14_PMEN_CS5,Pop m�n Pers R�f Employ� en 2014 (compl),0
-C14_PMEN_CS6,Pop m�n Pers R�f Ouvrier en 2014 (compl),0
-C14_PMEN_CS7,Pop m�n Pers R�f Retrait� en 2014 (compl),0
-C14_PMEN_CS8,Pop m�n Pers R�f Autre en 2014 (compl),0
-C14_PMEN_MENCOUPAENF,Pop m�n fam princ Couple avec enfant(s) en 2014 (compl),0
-C14_PMEN_MENCOUPSENF,Pop m�n fam princ Couple sans enfant en 2014 (compl),0
-C14_PMEN_MENFAM,Pop m�n avec famille(s) en 2014 (compl),0
-C14_PMEN_MENFAMMONO,Pop m�n fam princ Famille mono en 2014 (compl),0
-C14_PMEN_MENFSEUL,Pop m�n Femmes seules en 2014 (compl),0
-C14_PMEN_MENHSEUL,Pop m�n Hommes seuls en 2014 (compl),0
-C14_PMEN_MENPSEUL,Pop m�n Personnes seules en 2014 (compl),0
-C14_PMEN_MENSFAM,Pop m�n Autres sans famille en 2014 (compl),0
-C14_POP15P,Pop 15 ans ou plus en 2014 (compl),0
-C14_POP15P_CS1,Pop 15 ans ou plus Agriculteurs exploitants en 2014 (compl),0
-C14_POP15P_CS2,"Pop 15 ans ou plus Artisans, Comm., Chefs entr. en 2014 (compl)",0
-C14_POP15P_CS3,"Pop 15 ans ou plus Cadres, Prof. intel. sup. en 2014 (compl)",0
-C14_POP15P_CS4,Pop 15 ans ou plus Prof. interm�diaires en 2014 (compl),0
-C14_POP15P_CS5,Pop 15 ans ou plus Employ�s en 2014 (compl),0
-C14_POP15P_CS6,Pop 15 ans ou plus Ouvriers en 2014 (compl),0
-C14_POP15P_CS7,Pop 15 ans ou plus Retrait�s en 2014 (compl),0
-C14_POP15P_CS8,Pop 15 ans ou plus Autres en 2014 (compl),0
-C15_POP01P,Total : population �g�e de 1 an ou plus au 1er janvier 2015,0
-C15_POP01P_IRAN012,Population n'ayant pas chang� de commune (ou arrondissement municipal) de r�sidence � 1 an d'intervalle,0
-C15_POP01P_IRANAUT,Population ayant chang� de commune (ou arrondissement municipal) de r�sidence � 1an d'intervalle,0
-C201,Coll�ge,0
-C201_NB_CANT,Coll�ge avec cantine,1
-C201_NB_EP,Coll�ge appartenant � un EP,1
-C201_NB_INT,Coll�ge avec internat,1
-C301,Lyc�e d'enseignement g�n�ral et/ou technologique,0
-C301_NB_CANT,Lyc�e d'enseignement g�n�ral et/ou technologique avec cantine,1
-C301_NB_EP,Lyc�e d'enseignement g�n�ral et/ou technologique appartenant � un EP,1
-C301_NB_INT,Lyc�e d'enseignement g�n�ral et/ou technologique avec internat,1
-C301_NB_PGE,Lyc�e d'enseignement g�n�ral et/ou technologique avec pr�pa grandes �coles,1
-C302,Lyc�e d'enseignement professionnel,0
-C302_NB_CANT,Lyc�e d'enseignement professionnel avec cantine,1
-C302_NB_EP,Lyc�e d'enseignement professionnel appartenant � un EP,1
-C302_NB_INT,Lyc�e d'enseignement professionnel avec internat,1
-C302_NB_PGE,Lyc�e d'enseignement professionnel avec pr�pa grandes �coles,1
-C303,Lyc�e technique ou/et professionnel agricole,0
-C303_NB_INT,Lyc�e technique ou/et professionnel agricole avec internat,1
-C303_NB_PGE,Lyc�e technique ou/et professionnel agricole avec pr�pa grandes �coles,1
-C304,SGT : Section d'enseignement g�n�ral et technologique,0
-C304_NB_CANT,SGT : Section d'enseignement g�n�ral et technologique avec cantine,1
-C304_NB_INT,SGT : Section d'enseignement g�n�ral et technologique avec internat,1
-C305,SEP : section d'enseignement professionnel,0
-C305_NB_CANT,SEP : section d'enseignement professionnel avec cantine,1
-C305_NB_INT,SEP : section d'enseignement professionnel avec internat,1
-C401,"Section Technicien Sup�rieur, Classe Pr�pa Grandes Ecoles",0
-C402,Formation sant�,0
-C403,Formation commerce,0
-C409,Autre formation post bac non universitaire,0
-C501,Unit� de Formation et de Recherche,0
-C502,Institut universitaire,0
-C503,Ecole d'ing�nieurs,0
-C504,Enseignement g�n�ral sup�rieur priv�,0
-C505,Ecole d'enseignement sup�rieur agricole,0
-C505_NB_INT,Ecole d'enseignement sup�rieur agricole avec internat,1
-C509,Autre enseignement sup�rieur,0
-C601,Centre de formation d'apprentis hors agriculture,0
-C602,GRETA,0
-C603,Centre dispensant de la formation continue agricole,0
-C604,Formation aux m�tiers du sport,0
-C605,Centre dispensant des formations d'apprentissage agricole,0
-C605_NB_INT,Centre dispensant des formations d'apprentissage agricole avec internat,1
-C609,Autre formation continue,0
-C701,R�sidence universitaire,0
-C702,Restaurant universitaire,0
-DEC_D114,1er d�cile (�),0
-DEC_D214,2e d�cile (�),0
-DEC_D314,3e d�cile (�),0
-DEC_D414,4e d�cile (�),0
-DEC_D614,6e d�cile (�),0
-DEC_D714,7e d�cile (�),0
-DEC_D814,8e d�cile (�),0
-DEC_D914,9e d�cile (�),0
-DEC_EQ14,�cart interquartile rapport� � la m�diane,0
-DEC_GI14,Indice de Gini,0
-DEC_MED14,M�diane (�),0
-DEC_PAUT14,Part des autres revenus (%),0
-DEC_PBEN14,Part des revenus d'activit�s non salari�es (%),0
-DEC_PCHO14,Part des indemnit�s de ch�mage (%),0
-DEC_PIMP14,Part des m�nages fiscaux impos�s (%),0
-DEC_PPEN14,"Part des pensions, retraites et rentes (%)",0
-DEC_PTSA14,Part des revenus d'activit�s salari�es (%),0
-DEC_Q114,1er quartile(�),0
-DEC_Q314,3e quartile(�),0
-DEC_RD14,Rapport interd�cile D9/D1,0
-DEC_S80S2014,S80/S20,0
-DEC_TP6014,Taux de bas revenus d�clar�s au seuil de 60 % (%),0
-NB_A101,Police,0
-NB_A104,Gendarmerie,0
-NB_A105,Cour d'appel,0
-NB_A106,Tribunal de grande instance,0
-NB_A107,Tribunal d'instance,0
-NB_A108,Conseil des prud'hommes,0
-NB_A109,Tribunal de commerce,0
-NB_A115,R�seau sp�cialis� p�le emploi,0
-NB_A119,DGFiP,0
-NB_A120,DRFiP,0
-NB_A121,DDFiP,0
-NB_A122,R�seau de proximit� p�le emploi,0
-NB_A123,R�seau partenarial p�le emploi,0
-NB_A124,Maison de justice et du droit,0
-NB_A125,Antenne de justice,0
-NB_A203,"Banques, caisses d'�pargne",0
-NB_A205,Pompes fun�bres,0
-NB_A206,Bureau de poste,0
-NB_A207,Relais poste,0
-NB_A208,Agence postale,0
-NB_A301,R�paration auto et de mat�riel agricole,0
-NB_A302,Contr�le technique auto,0
-NB_A303,Location auto-utilitaires l�gers,0
-NB_A304,�cole de conduite,0
-NB_A401,Ma�on,0
-NB_A402,"Pl�trier, peintre",0
-NB_A403,"Menuisier, charpentier, serrurier",0
-NB_A404,"Plombier, couvreur, chauffagiste",0
-NB_A405,�lectricien,0
-NB_A406,Entreprise g�n�rale du b�timent,0
-NB_A501,Coiffure,0
-NB_A502,V�t�rinaire,0
-NB_A503,Agence de travail temporaire,0
-NB_A504,Restaurant,0
-NB_A505,Agence immobili�re,0
-NB_A506,Blanchisserie teinturerie,0
-NB_A507,Soins de beaut�,0
-NB_B101,Hypermarch�,0
-NB_B102,Supermarch�,0
-NB_B103,Grande surface de bricolage,0
-NB_B201,Sup�rette,0
-NB_B202,Epicerie,0
-NB_B203,Boulangerie,0
-NB_B204,Boucherie charcuterie,0
-NB_B205,Produits surgel�s,0
-NB_B206,Poissonnerie,0
-NB_B301,Librairie papeterie journaux,0
-NB_B302,Magasin de v�tements,0
-NB_B303,Magasin d'�quipements du foyer,0
-NB_B304,Magasin de chaussures,0
-NB_B305,Magasin d'�lectrom�nager et de mat�riel audio-vid�o,0
-NB_B306,Magasin de meubles,0
-NB_B307,Magasin d'articles de sports et de loisirs,0
-NB_B308,Magasin de rev�tements murs et sols,0
-NB_B309,Droguerie quincaillerie bricolage,0
-NB_B310,Parfumerie,0
-NB_B311,Horlogerie Bijouterie,0
-NB_B312,Fleuriste,0
-NB_B313,Magasin d'optique,0
-NB_B315,Magasin de mat�riel m�dical et orthop�dique,0
-NB_B316,Station service,0
-NB_D201,M�decin omnipraticien,0
-NB_D202,Sp�cialiste en cardiologie,0
-NB_D203,Sp�cialiste en dermatologie v�n�r�ologie,0
-NB_D204,Sp�cialiste en gyn�cologie m�dicale,0
-NB_D205,Sp�cialiste en gyn�cologie obst�trique,0
-NB_D206,Sp�cialiste en gastro-ent�rologie h�patologie,0
-NB_D207,Sp�cialiste en psychiatrie,0
-NB_D208,Sp�cialiste en ophtalmologie,0
-NB_D209,Sp�cialiste en oto-rhino-laryngologie,0
-NB_D210,Sp�cialiste en p�diatrie,0
-NB_D211,Sp�cialiste en pneumologie,0
-NB_D212,Sp�cialiste en radiodiagnostic et imagerie m�dicale,0
-NB_D213,Sp�cialiste en stomatologie,0
-NB_D221,Chirurgien dentiste,0
-NB_D231,Sage-femme,0
-NB_D232,Infirmier,0
-NB_D233,Masseur kin�sith�rapeute,0
-NB_D235,Orthophoniste,0
-NB_D236,Orthoptiste,0
-NB_D237,P�dicure-podologue,0
-NB_D238,Audio proth�siste,0
-NB_D239,Ergoth�rapeute,0
-NB_D240,Psychomotricien,0
-NB_D242,Di�t�ticien,0
-NB_D243,Psychologue,0
-NB_D401,Personnes �g�es : h�bergement,0
-NB_D402,Personnes �g�es : soins � domicile,0
-NB_D403,Personnes �g�es : services d'aide,0
-NB_D404,Personnes �g�es : foyer restaurant,0
-NB_D405,Personnes �g�es : services de repas � domicile,0
-NB_D502,�tablissement d'accueil du jeune enfant,0
-NB_D601,Enfants handicap�s : h�bergement,0
-NB_D602,Enfants handicap�s : services � domicile ou ambulatoires,0
-NB_D603,Adultes handicap�s : h�bergement,0
-NB_D604,Adultes handicap�s : services d'aides,0
-NB_D605,Travail prot�g�,0
-NB_D606,Adultes handicap�s : services de soins � domicile,0
-NB_D701,Aide sociale � l'enfance : h�bergement,0
-NB_D702,Aide sociale � l'enfance : action �ducative,0
-NB_D703,CHRS : centre d'h�bergement et de r�adaptation sociale,0
-NB_D704,Centre provisoire d'h�bergement,0
-NB_D705,Centre accueil demandeur d'asile,0
-NB_D709,Autres �tablissements pour adultes et familles en difficult�,0
-NB_E101,Taxi,0
-NB_E102,A�roport,0
-NB_E103,Gare avec desserte train � grande vitesse (TAGV),0
-NB_E106,Gare sans desserte train � grande vitesse (TAGV),0
-NB_F101,Bassin de natation,0
-NB_F101_NB_AIREJEU,"Bassin de natation - nombre de bassins de natation, sportive et/ou ludique",1
-NB_F101_NB_COU,Bassin de natation avec au moins un bassin couvert,1
-NB_F101_NB_ECL,Bassin de natation avec au moins un bassin �clair�,1
-NB_F102,Boulodrome,0
-NB_F102_NB_AIREJEU,Boulodrome - nombre de terrains,1
-NB_F102_NB_COU,Boulodrome avec au moins un terrain couvert,1
-NB_F102_NB_ECL,Boulodrome avec au moins un terrain �clair�,1
-NB_F103,Tennis,0
-NB_F103_NB_AIREJEU,Tennis - nombre de courts,1
-NB_F103_NB_COU,Tennis avec au moins un court couvert,1
-NB_F103_NB_ECL,Tennis avec au moins un court �clair�,1
-NB_F104,�quipement de cyclisme,0
-NB_F104_NB_AIREJEU,�quipement de cyclisme - nombre de pistes,1
-NB_F104_NB_COU,�quipement de cyclisme avec au moins une piste couverte,1
-NB_F104_NB_ECL,�quipement de cyclisme avec au moins une piste �clair�e,1
-NB_F105,Domaine skiable,0
-NB_F105_NB_AIREJEU,Domaine skiable - nombre de pistes,1
-NB_F105_NB_COU,Domaine skiable avec au moins une piste couverte,1
-NB_F105_NB_ECL,Domaine skiable avec au moins une piste �clair�e,1
-NB_F106,Centre �questre,0
-NB_F106_NB_AIREJEU,"Centre �questre - nombre de carri�res, man�ges",1
-NB_F106_NB_COU,Centre �questre avec au moins un �quipement couvert,1
-NB_F106_NB_ECL,Centre �questre avec au moins un �quipement �clair�,1
-NB_F107,Athl�tisme,0
-NB_F107_NB_AIREJEU,Athl�tisme - nombre d'aires de pratique,1
-NB_F107_NB_COU,Athl�tisme avec au moins une aire de pratique couverte,1
-NB_F107_NB_ECL,Athl�tisme avec au moins une aire de pratique �clair�e,1
-NB_F108,Terrain de golf,0
-NB_F108_NB_AIREJEU,Terrain de golf - nombre d'aires de pratique,1
-NB_F108_NB_COU,Terrain de golf avec au moins une aire de pratique couverte,1
-NB_F108_NB_ECL,Terrain de golf avec au moins une aire de pratique �clair�e,1
-NB_F109,Parcours sportif/sant�,0
-NB_F109_NB_AIREJEU,Parcours sportif/sant� - nombre de parcours,1
-NB_F109_NB_COU,Parcours sportif/sant� avec au moins un parcours couvert,1
-NB_F109_NB_ECL,Parcours sportif/sant� avec au moins un parcours �clair�,1
-NB_F110,Sports de glace,0
-NB_F110_NB_AIREJEU,Sports de glace - nombre d'aires de pratique,1
-NB_F110_NB_COU,Sports de glace avec au moins une aire de pratique couverte,1
-NB_F110_NB_ECL,Sports de glace avec au moins une aire de pratique �clair�e,1
-NB_F111,Plateaux et terrains de jeux ext�rieurs,0
-NB_F111_NB_AIREJEU,Plateaux et terrains de jeux ext�rieurs - nombre d'aires de pratique,1
-NB_F111_NB_COU,Plateaux et terrains de jeux ext�rieurs avec au moins une aire de pratique couverte,1
-NB_F111_NB_ECL,Plateaux et terrains de jeux ext�rieurs avec au moins une aire de pratique �clair�e,1
-NB_F112,Salles sp�cialis�es,0
-NB_F112_NB_AIREJEU,Salles sp�cialis�es - nombre d'aires de pratique,1
-NB_F112_NB_COU,Salles sp�cialis�es avec au moins une aire de pratique couverte,1
-NB_F112_NB_ECL,Salles sp�cialis�es avec au moins une aire de pratique �clair�e,1
-NB_F113,Terrains de grands jeux,0
-NB_F113_NB_AIREJEU,Terrains de grands jeux - nombre de terrains,1
-NB_F113_NB_COU,Terrains de grands jeux avec au moins un terrain couvert,1
-NB_F113_NB_ECL,Terrains de grands jeux avec au moins un terrain �clair�,1
-NB_F114,Salles de combat,0
-NB_F114_NB_AIREJEU,Salles de combat - nombre d'aires de pratique,1
-NB_F114_NB_COU,Salles de combat avec au moins une aire de pratique couverte,1
-NB_F114_NB_ECL,Salles de combat avec au moins une aire de pratique �clair�e,1
-NB_F116,Salles non sp�cialis�es,0
-NB_F116_NB_AIREJEU,Salles non sp�cialis�es - nombre d'�quipements o� s'exerce au moins une activit� physique et/ou sportive,1
-NB_F116_NB_COU,Salles non sp�cialis�es avec au moins un �quipement couvert,1
-NB_F116_NB_ECL,Salles non sp�cialis�es avec au moins un �quipement �clair�,1
-NB_F117,Roller-Skate-V�lo bicross ou freestyle,0
-NB_F117_NB_AIREJEU,Roller-Skate-V�lo bicross ou freestyle - nombre de pistes,1
-NB_F117_NB_COU,Roller-Skate-V�lo bicross ou freestyle avec au moins un �quipement couvert,1
-NB_F117_NB_ECL,Roller-Skate-V�lo bicross ou freestyle avec au moins un �quipement �clair�,1
-NB_F118,Sports nautiques,0
-NB_F118_NB_AIREJEU,Sports nautiques - nombre d'aires de pratique,1
-NB_F118_NB_COU,Sports nautiques avec au moins une aire de pratique couverte,1
-NB_F118_NB_ECL,Sports nautiques avec au moins une aire de pratique �clair�e,1
-NB_F119,Bowling,0
-NB_F119_NB_AIREJEU,Bowling - nombre d'aires de jeu,1
-NB_F119_NB_COU,Bowling avec au moins une aire de jeu couverte,1
-NB_F119_NB_ECL,Bowling avec au moins une aire de jeu �clair�e,1
-NB_F120,Salles de remise en forme,0
-NB_F120_NB_AIREJEU,Salles de remise en forme - nombre d'aires de pratique,1
-NB_F120_NB_COU,Salles de remise en forme avec au moins une aire de pratique couverte,1
-NB_F120_NB_ECL,Salles de remise en forme avec au moins une aire de pratique �clair�e,1
-NB_F121,Salles multisports (gymnase),0
-NB_F121_NB_AIREJEU,Salles multisports (gymnase) - nombre d'aires de pratique,1
-NB_F121_NB_COU,Salles multisports (gymnase) avec au moins une aire de pratique couverte,1
-NB_F121_NB_ECL,Salles multisports (gymnase) avec au moins une aire de pratique �clair�e,1
-NB_F201,Baignade am�nag�e,0
-NB_F201_NB_AIREJEU,Baignade am�nag�e - nombre d'aires de pratique,1
-NB_F202,Port de plaisance - Mouillage,0
-NB_F202_NB_AIREJEU,"Port de plaisance - Mouillage - nombre de ports, de zones",1
-NB_F203,Boucle de randonn�e,0
-NB_F203_NB_AIREJEU,Boucle de randonn�e - nombre de circuits,1
-NB_F302,Th��tre,0
-NB_F302_NB_SALLES,Nombre de salles dans le th��tre,1
-NB_F303,Cin�ma,0
-NB_F303_NB_SALLES,Nombre de salles dans le cin�ma,1
-NB_F304,Mus�e,0
-NB_F305,Conservatoire,0
-NB_G101,Agence de voyage,0
-NB_G102,H�tel,0
-NB_G103,Camping,0
-NB_G104,Information Touristique,0
-note,Note de pr�caution (voir onglet seuils),0
-P14_ACT1524,Actifs 15-24 ans en 2014 (princ),0
-P14_ACT1564,Actifs 15-64 ans en 2014 (compl),0
-P14_ACT2554,Actifs 25-54 ans en 2014 (princ),0
-P14_ACT5564,Actifs 55-64 ans en 2014 (princ),0
-P14_ACTOCC1524,Actifs occup�s 15-24 ans en 2014 (princ),0
-P14_ACTOCC1564,Actifs occup�s 15-64 ans en 2014 (compl),0
-P14_ACTOCC15P,Actifs occup�s 15 ans ou plus en 2014 (princ),0
-P14_ACTOCC15P_ILT1,Actif occ 15 ans ou plus travaille commune r�sidence en 2014 (princ),0
-P14_ACTOCC15P_ILT2,Actif occ 15 ans ou plus travaille autre commune m�me d�pt r�sidence en 2014 (princ),0
-P14_ACTOCC15P_ILT2P,Actif occ 15 ans ou plus travaille autre commune que commune r�sidence en 2014 (princ),0
-P14_ACTOCC15P_ILT3,Actif occ 15 ans ou plus travaille autre d�pt m�me r�gion r�sidence en 2014 (princ),0
-P14_ACTOCC15P_ILT4,Actif occ 15 ans ou plus travaille autre r�gion en m�tropole en 2014 (princ),0
-P14_ACTOCC15P_ILT5,Actif occ 15 ans ou plus travaille autre r�gion hors m�tropole en 2014 (princ),0
-P14_ACTOCC15P_TP,Actifs occ 15 ans ou plus TP en 2014 (princ),0
-P14_ACTOCC2554,Actifs occup�s 25-54 ans en 2014 (princ),0
-P14_ACTOCC5564,Actifs occup�s 55-64 ans en 2014 (princ),0
-P14_AINACT1564,Autres inactifs 15-64 ans en 2014 (princ),0
-P14_ANEM_RP,Anc tot Emm�ngt R�s princ (ann�es) en 2014 (princ),0
-P14_ANEM_RP_GRAT,Anc tot Emm�ngt R�s princ occ gratuit (ann�es) en 2014 (princ),0
-P14_ANEM_RP_LOC,Anc tot Emm�ngt R�s princ occ par Locataires (ann�es) en 2014 (princ),0
-P14_ANEM_RP_LOCHLMV,Anc tot Emm�ngt R�s princ HLM lou�es vides (ann�es) en 2014 (princ),0
-P14_ANEM_RP_PROP,Anc tot Emm�ngt R�s princ occ par Propri�taires (ann�es) en 2014 (princ),0
-P14_APPART,Appartements en 2014 (princ),0
-P14_CHOM1524,Ch�meurs 15-24 ans en 2014 (princ),0
-P14_CHOM1564,Ch�meurs 15-64 ans en 2014 (princ),0
-P14_CHOM2554,Ch�meurs 25-54 ans en 2014 (princ),0
-P14_CHOM5564,Ch�meurs 55-64 ans en 2014 (princ),0
-P14_ETUD1564,El�v. Etud. Stag. non r�mun�r�s 15-64 ans en 2014 (princ),0
-P14_F0014,Pop Femmes 0-14 ans en 2014 (princ),1
-P14_F0019,Pop Femmes 0-19 ans en 2014 (princ),1
-P14_F1524,Pop 15-24 ans Femmes en 2014 (princ),1
-P14_F1564,Pop 15-64 ans Femmes en 2014 (princ),1
-P14_F2064,Pop Femmes 20-64 ans en 2014 (princ),1
-P14_F2554,Pop 25-54 ans Femmes en 2014 (princ),1
-P14_F4559,Pop Femmes 45-59 ans en 2014 (princ),1
-P14_F5564,Pop 55-64 ans Femmes en 2014 (princ),1
-P14_F6074,Pop Femmes 60-74 ans en 2014 (princ),1
-P14_F65P,Pop Femmes 65 ans ou plus en 2014 (princ),1
-P14_F75P,Pop Femmes 75 ans ou plus en 2014 (princ),1
-P14_FACT1524,Actifs 15-24 ans Femmes en 2014 (princ),1
-P14_FACT1564,Actifs 15-64 ans Femmes en 2014 (princ),1
-P14_FACT2554,Actifs 25-54 ans Femmes en 2014 (princ),1
-P14_FACT5564,Actifs 55-64 ans Femmes en 2014 (princ),1
-P14_FACTOCC1524,Actifs occup�s 15-24 ans Femmes en 2014 (princ),1
-P14_FACTOCC1564,Actifs occup�s 15-64 ans Femmes en 2014 (princ),1
-P14_FACTOCC15P,Actifs occup�s 15 ans ou plus Femmes en 2014 (princ),1
-P14_FACTOCC2554,Actifs occup�s 25-54 ans Femmes en 2014 (princ),1
-P14_FACTOCC5564,Actifs occup�s 55-64 ans Femmes en 2014 (princ),1
-P14_FAINACT1564,Autres inactifs 15-64 ans Femmes en 2014 (princ),1
-P14_FCHOM1564,Ch�meurs 15-64 ans Femmes en 2014 (princ),1
-P14_FETUD1564,El�v. Etud. Stag. non r�mun�r�s 15-64 ans Femmes en 2014 (princ),1
-P14_FINACT1564,Inactifs 15-64 ans Femmes en 2014 (princ),1
-P14_FNSAL15P,Non-salari�s 15 ans ou plus Femmes en 2014 (princ),1
-P14_FNSCOL15P,Femmes 15 ans ou plus non scolaris�es en 2014 (princ),1
-P14_FNSCOL15P_BAC,Femmes 15 ans ou plus non scol. BAC en 2014 (princ),1
-P14_FNSCOL15P_CAPBEP,Femmes 15 ans ou plus non scol. CAP-BEP en 2014 (princ),1
-P14_FNSCOL15P_DIPLMIN,"Femmes 15 ans ou plus non scol. Sans dipl�me ou BEPC, brevet des coll�ges, DNB en 2014 (princ)",1
-P14_FNSCOL15P_SUP,Femmes 15 ans ou plus non scol. Enseignement sup en 2014 (princ),1
-P14_FRETR1564,Retrait�s Pr�retrait�s 15-64 ans Femmes en 2014 (princ),1
-P14_FSAL15P,Salari�s 15 ans ou plus Femmes en 2014 (princ),1
-P14_FSAL15P_TP,Salari�s 15 ans ou plus TP Femmes en 2014 (princ),1
-P14_H0014,Pop Hommes 0-14 ans en 2014 (princ),1
-P14_H0019,Pop Hommes 0-19 ans en 2014 (princ),1
-P14_H1524,Pop 15-24 ans Hommes en 2014 (princ),1
-P14_H1529,Pop Hommes 15-29 ans en 2014 (princ),1
-P14_H1564,Pop 15-64 ans Hommes en 2014 (princ),1
-P14_H2064,Pop Hommes 20-64 ans en 2014 (princ),1
-P14_H2554,Pop 25-54 ans Hommes en 2014 (princ),1
-P14_H3044,Pop Hommes 30-44 ans en 2014 (princ),1
-P14_H4559,Pop Hommes 45-59 ans en 2014 (princ),1
-P14_H5564,Pop 55-64 ans Hommes en 2014 (princ),1
-P14_H6074,Pop Hommes 60-74 ans en 2014 (princ),1
-P14_H65P,Pop Hommes 65 ans ou plus en 2014 (princ),1
-P14_H75P,Pop Hommes 75 ans ou plus en 2014 (princ),1
-P14_HACT1524,Actifs 15-24 ans Hommes en 2014 (princ),1
-P14_HACT1564,Actifs 15-64 ans Hommes en 2014 (princ),1
-P14_HACT2554,Actifs 25-54 ans Hommes en 2014 (princ),1
-P14_HACT5564,Actifs 55-64 ans Hommes en 2014 (princ),1
-P14_HACTOCC1524,Actifs occup�s 15-24 ans Hommes en 2014 (princ),1
-P14_HACTOCC1564,Actifs occup�s 15-64 ans Hommes en 2014 (princ),1
-P14_HACTOCC15P,Actifs occup�s 15 ans ou plus Hommes en 2014 (princ),1
-P14_HACTOCC2554,Actifs occup�s 25-54 ans Hommes en 2014 (princ),1
-P14_HACTOCC5564,Actifs occup�s 55-64 ans Hommes en 2014 (princ),1
-P14_HAINACT1564,Autres inactifs 15-64 ans Hommes en 2014 (princ),1
-P14_HCHOM1564,Ch�meurs 15-64 ans Hommes en 2014 (princ),1
-P14_HETUD1564,El�v. Etud. Stag. non r�mun�r�s 15-64 ans Hommes en 2014 (princ),1
-P14_HINACT1564,Inactifs 15-64 ans Hommes en 2014 (princ),1
-P14_HNSAL15P,Non-salari�s 15 ans ou plus Hommes en 2014 (princ),1
-P14_HNSCOL15P,Hommes 15 ans ou plus non scolaris�s en 2014 (princ),1
-P14_HNSCOL15P_BAC,Hommes 15 ans ou plus non scol. BAC en 2014 (princ),1
-P14_HNSCOL15P_CAPBEP,Hommes 15 ans ou plus non scol. CAP-BEP en 2014 (princ),1
-P14_HNSCOL15P_DIPLMIN,"Hommes 15 ans ou plus non scol. Sans dipl�me ou BEPC, brevet des coll�ges, DNB en 2014 (princ)",1
-P14_HNSCOL15P_SUP,Hommes 15 ans ou plus non scol. Enseignement sup en 2014 (princ),1
-P14_HRETR1564,Retrait�s Pr�retrait�s 15-64 ans Hommes en 2014 (princ),1
-P14_HSAL15P,Salari�s 15 ans ou plus Hommes en 2014 (princ),1
-P14_HSAL15P_TP,Salari�s 15 ans ou plus TP Hommes en 2014 (princ),1
-P14_INACT1564,Inactifs 15-64 ans en 2014 (princ),0
-P14_LOG,Logements en 2014 (princ),0
-P14_LOGVAC,Logements vacants en 2014 (princ),0
-P14_MAISON,Maisons en 2014 (princ),0
-P14_MEN,M�nages en 2014 (princ),0
-P14_MEN_ANEM0002,M�nages emm�nag�s moins 2 ans en 2014 (princ),0
-P14_MEN_ANEM0204,M�nages emm�nag�s entre 2-4 ans en 2014 (princ),0
-P14_MEN_ANEM0509,M�nages emm�nag�s entre 5-9 ans en 2014 (princ),0
-P14_MEN_ANEM10P,M�nages emm�nag�s depuis 10 ans ou plus en 2014 (princ),0
-P14_NBPI_RP,Pi�ces r�s princ en 2014 (princ),0
-P14_NBPI_RP_ANEM0002,Pi�ces R�s princ M�n. emm�nag�s moins 2 ans en 2014 (princ),0
-P14_NBPI_RP_ANEM0204,Pi�ces R�s princ M�n. emm�nag�s entre 2-4 ans en 2014 (princ),0
-P14_NBPI_RP_ANEM0509,Pi�ces R�s princ M�n. emm�nag�s entre 5-9 ans en 2014 (princ),0
-P14_NBPI_RP_ANEM10P,Pi�ces R�s princ M�n. emm�nag�s depuis 10 ans ou plus en 2014 (princ),0
-P14_NBPI_RPAPPART,Pi�ces r�s princ type appartement en 2014 (princ),0
-P14_NBPI_RPMAISON,Pi�ces r�s princ type maison en 2014 (princ),0
-P14_NPER_RP,Personnes R�s princ en 2014 (princ),0
-P14_NPER_RP_GRAT,Pers R�s princ occup�es gratuit en 2014 (princ),0
-P14_NPER_RP_LOC,Pers R�s princ occup�es Locataires en 2014 (princ),0
-P14_NPER_RP_LOCHLMV,Pers R�s princ HLM lou�es vides en 2014 (princ),0
-P14_NPER_RP_PROP,Pers R�s princ occup�es Propri�taires en 2014 (princ),0
-P14_NSAL15P,Non-salari�s 15 ans ou plus en 2014 (princ),0
-P14_NSAL15P_AIDFAM,Non-salari�s 15 ans ou plus Aides familiaux en 2014 (princ),0
-P14_NSAL15P_EMPLOY,Non-salari�s 15 ans ou plus Employeurs en 2014 (princ),0
-P14_NSAL15P_INDEP,Non-salari�s 15 ans ou plus Ind�pendants en 2014 (princ),0
-P14_NSAL15P_TP,Non-salari�s 15 ans ou plus TP en 2014 (princ),0
-P14_NSCOL15P,Pop 15 ans ou plus non scolaris�e en 2014 (princ),0
-P14_NSCOL15P_BAC,Pop 15 ans ou plus non scol. BAC en 2014 (princ),0
-P14_NSCOL15P_CAPBEP,Pop 15 ans ou plus non scol. CAP-BEP en 2014 (princ),0
-P14_NSCOL15P_DIPLMIN,"Pop 15 ans ou plus non scol. Sans dipl�me ou BEPC, brevet des coll�ges, DNB en 2014 (princ)",0
-P14_NSCOL15P_SUP,Pop 15 ans ou plus non scol. Enseignement sup en 2014 (princ),0
-P14_PHORMEN,Pop hors m�nages en 2014 (princ),0
-P14_PMEN,Pop M�nages en 2014 (compl),0
-P14_PMEN_ANEM0002,Pop m�n emm�nag�s moins 2 ans en 2014 (princ),0
-P14_PMEN_ANEM0204,Pop m�n emm�nag�s entre 2-4 ans en 2014 (princ),0
-P14_PMEN_ANEM0509,Pop m�n emm�nag�s entre 5-9 ans en 2014 (princ),0
-P14_PMEN_ANEM10P,Pop m�n emm�nag�s depuis 10 ans ou plus en 2014 (princ),0
-P14_POP,Population en 2014 (princ),0
-P14_POP_ETR,Pop Etrangers en 2014 (princ),0
-P14_POP_FR,Pop Fran�ais en 2014 (princ),0
-P14_POP_IMM,Pop Immigr�s en 2014 (princ),0
-P14_POP0002,Pop 0-2 ans en 2014 (princ),0
-P14_POP0014,Pop 0-14 ans en 2014 (princ),0
-P14_POP0019,Pop 0-19 ans en 2014 (princ),0
-P14_POP0205,Pop 2-5 ans en 2014 (princ),0
-P14_POP0305,Pop 3-5 ans en 2014 (princ),0
-P14_POP0610,Pop 6-10 ans en 2014 (princ),0
-P14_POP1114,Pop 11-14 ans en 2014 (princ),0
-P14_POP1117,Pop 11-17 ans en 2014 (princ),0
-P14_POP1517,Pop 15-17 ans en 2014 (princ),0
-P14_POP1524,Pop 15-24 ans en 2014 (princ),0
-P14_POP1524_PSEUL,Pop 15-24 ans vivant seule en 2014 (princ),0
-P14_POP1529,Pop 15-29 ans en 2014 (princ),0
-P14_POP15P,Pop 15 ans ou plus en 2014 (princ),0
-P14_POP15P_MARIEE,Pop 15 ans ou plus Mari�e en 2014 (princ),0
-P14_POP15P_NONMARIEE,Pop 15 ans ou plus Non mari�e en 2014 (princ),0
-P14_POP15P_PSEUL,Pop 15 ans ou plus ans vivant seule en 2014 (princ),1
-P14_POP1824,Pop 18-24 ans en 2014 (princ),0
-P14_POP2064,Pop 20-64 ans en 2014 (princ),0
-P14_POP2529,Pop 25-29 ans en 2014 (princ),0
-P14_POP2539,Pop 25-39 ans en 2014 (princ),0
-P14_POP2554,Pop 25-54 ans en 2014 (princ),0
-P14_POP2554_PSEUL,Pop 25-54 ans vivant seule en 2014 (princ),1
-P14_POP3044,Pop 30-44 ans en 2014 (princ),0
-P14_POP30P,Pop 30 ans ou plus en 2014 (princ),0
-P14_POP4054,Pop 40-54 ans en 2014 (princ),0
-P14_POP4559,Pop 45-59 ans en 2014 (princ),0
-P14_POP5564,Pop 55-64 ans en 2014 (princ),0
-P14_POP5579,Pop 55-79 ans en 2014 (princ),0
-P14_POP5579_PSEUL,Pop 55-79 ans vivant seule en 2014 (princ),1
-P14_POP6074,Pop 60-74 ans en 2014 (princ),0
-P14_POP6579,Pop 65-79 ans en 2014 (princ),0
-P14_POP65P,Pop 65 ans ou plus en 2014 (princ),0
-P14_POP75P,Pop 75 ans ou plus en 2014 (princ),0
-P14_POP80P,Pop 80 ans ou plus en 2014 (princ),0
-P14_POP80P_PSEUL,Pop 80 ans ou plus vivant seule en 2014 (princ),1
-P14_POPF,Pop Femmes en 2014 (princ),1
-P14_POPH,Pop Hommes en 2014 (princ),1
-P14_POPMEN1524,Pop m�n 15-24 ans en 2014 (princ),0
-P14_POPMEN15P,Pop m�n 15 ans ou plus en 2014 (princ),0
-P14_POPMEN2554,Pop m�n 25-54 ans en 2014 (princ),0
-P14_POPMEN5579,Pop m�n 55-79 ans en 2014 (princ),0
-P14_POPMEN80P,Pop m�n 80 ans ou plus en 2014 (princ),0
-P14_RETR1564,Retrait�s Pr�retrait�s 15-64 ans en 2014 (princ),0
-P14_RP,R�sidences principales en 2014 (princ),0
-P14_RP_100120M2,R�s princ de 100 � moins de 120 m2 en 2014 (princ),0
-P14_RP_120M2P,R�s princ de 120 m2 ou plus en 2014 (princ),0
-P14_RP_1P,R�s princ 1 pi�ce en 2014 (princ),0
-P14_RP_2P,R�s princ 2 pi�ces en 2014 (princ),0
-P14_RP_3040M2,R�s princ de 30 � moins de 40 m2 en 2014 (princ),0
-P14_RP_3P,R�s princ 3 pi�ces en 2014 (princ),0
-P14_RP_4060M2,R�s princ de 40 � moins de 60 m2 en 2014 (princ),0
-P14_RP_4P,R�s princ 4 pi�ces en 2014 (princ),0
-P14_RP_5PP,R�s princ 5 pi�ces ou plus en 2014 (princ),0
-P14_RP_6080M2,R�s princ de 60 � moins de 80 m2 en 2014 (princ),0
-P14_RP_80100M2,R�s princ de 80 � moins de 100 m2 en 2014 (princ),0
-P14_RP_ACH05,R�s princ 1991 � 2005 en 2014 (princ),0
-P14_RP_ACH11,R�s princ 2006 � 2011 en 2014 (princ),0
-P14_RP_ACH19,R�s princ avt 1919 en 2014 (princ),0
-P14_RP_ACH45,R�s princ 1919 � 1945 en 2014 (princ),0
-P14_RP_ACH70,R�s princ 1946 � 1970 en 2014 (princ),0
-P14_RP_ACH90,R�s princ 1971 � 1990 en 2014 (princ),0
-P14_RP_ACHTOT,R�s princ avt 2012 en 2014 (princ),0
-P14_RP_BDWC,R�s princ avec Bain/Douche WC (DOM) en 2014 (princ),0
-P14_RP_CCCOLL,R�s princ Chauffage Central Collectif (MET) en 2014 (princ),0
-P14_RP_CCIND,R�s princ Chauffage Central Individuel (MET) en 2014 (princ),0
-P14_RP_CHOS,R�s princ avec chauffe-eau solaire (DOM) en 2014 (princ),0
-P14_RP_CINDELEC,R�s princ Chauffage Individuel Electrique (MET) en 2014 (princ),0
-P14_RP_CLIM,R�s princ avec pi�ce climatis�e (DOM) en 2014 (princ),0
-P14_RP_EAUCH,R�s princ avec eau chaude (DOM) en 2014 (princ),0
-P14_RP_ELEC,R�s princ avec �lectricit� (DOM) en 2014 (princ),0
-P14_RP_GARL,M�nages au moins un parking en 2014 (princ),0
-P14_RP_GRAT,R�s princ log� gratuit en 2014 (princ),0
-P14_RP_LOC,R�s princ occup�es Locataires en 2014 (princ),0
-P14_RP_LOCHLMV,R�s princ HLM lou�e vide en 2014 (princ),0
-P14_RP_M30M2,R�s princ de moins de 30 m2 en 2014 (princ),0
-P14_RP_PROP,R�s princ occup�es Propri�taires en 2014 (princ),0
-P14_RP_SDB,R�s princ SDB baignoire douche (MET) en 2014 (princ),0
-P14_RP_TTEGOU,R�s princ avec tout � l'�gout (DOM) en 2014 (princ),0
-P14_RP_VOIT1,M�nages une voiture en 2014 (princ),0
-P14_RP_VOIT1P,M�nages au moins une voiture en 2014 (princ),0
-P14_RP_VOIT2P,M�nages deux voitures ou plus en 2014 (princ),0
-P14_RPAPPART,R�s princ type appartement en 2014 (princ),0
-P14_RPAPPART_ACH05,R�s princ Type appart 1991 � 2005 en 2014 (princ),0
-P14_RPAPPART_ACH11,R�s princ Type appart 2006 � 2011 en 2014 (princ),0
-P14_RPAPPART_ACH19,R�s princ Type appart avt 1919 en 2014 (princ),0
-P14_RPAPPART_ACH45,R�s princ Type appart 1919 � 1945 en 2014 (princ),0
-P14_RPAPPART_ACH70,R�s princ Type appart 1946 � 1970 en 2014 (princ),0
-P14_RPAPPART_ACH90,R�s princ Type appart 1971 � 1990 en 2014 (princ),0
-P14_RPAPPART_ACHTOT,R�s princ Type appart avt 2012 en 2014 (princ),0
-P14_RPMAISON,R�s princ type maison en 2014 (princ),0
-P14_RPMAISON_ACH05,R�s princ Type maison 1991 � 2005 en 2014 (princ),0
-P14_RPMAISON_ACH11,R�s princ Type maison 2006 � 2011 en 2014 (princ),0
-P14_RPMAISON_ACH19,R�s princ Type maison avt 1919 en 2014 (princ),0
-P14_RPMAISON_ACH45,R�s princ Type maison 1919 � 1945 en 2014 (princ),0
-P14_RPMAISON_ACH70,R�s princ Type maison 1946 � 1970 en 2014 (princ),0
-P14_RPMAISON_ACH90,R�s princ Type maison 1971 � 1990 en 2014 (princ),0
-P14_RPMAISON_ACHTOT,R�s princ Type maison avt 2012 en 2014 (princ),0
-P14_RSECOCC,R�s secondaires et logts occasionnels en 2014 (princ),0
-P14_SAL15P,Salari�s 15 ans ou plus en 2014 (princ),0
-P14_SAL15P_APPR,Salari�s 15 ans ou plus Apprentissage - Stage en 2014 (princ),0
-P14_SAL15P_CDD,Salari�s 15 ans ou plus CDD en 2014 (princ),0
-P14_SAL15P_CDI,"Salari�s 15 ans ou plus Fonct publ, CDI en 2014 (princ)",0
-P14_SAL15P_EMPAID,Salari�s 15 ans ou plus Emplois aid�s en 2014 (princ),0
-P14_SAL15P_INTERIM,Salari�s 15 ans ou plus Int�rim en 2014 (princ),0
-P14_SAL15P_TP,Salari�s 15 ans ou plus TP en 2014 (princ),0
-P14_SCOL0205,Pop scolaris�e 2-5 ans en 2014 (princ),0
-P14_SCOL0610,Pop scolaris�e 6-10 ans en 2014 (princ),0
-P14_SCOL1114,Pop scolaris�e 11-14 ans en 2014 (princ),0
-P14_SCOL1517,Pop scolaris�e 15-17 ans en 2014 (princ),0
-P14_SCOL1824,Pop scolaris�e 18-24 ans en 2014 (princ),0
-P14_SCOL2529,Pop scolaris�e 25-29 ans en 2014 (princ),0
-P14_SCOL30P,Pop scolaris�e 30 ans ou plus en 2014 (princ),0
diff --git a/predihood/classes/test.csv b/predihood/classes/test.csv
deleted file mode 100644
index 22315c4b..00000000
--- a/predihood/classes/test.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-INDICATOR,DESCRIPTION,STATUS
-C101,
\ No newline at end of file
diff --git a/predihood/cleaning.py b/predihood/cleaning.py
index b65d6fb4..1367174d 100644
--- a/predihood/cleaning.py
+++ b/predihood/cleaning.py
@@ -5,24 +5,28 @@ import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
-from predihood.classes.MethodCleaning import MethodCleansing
-from predihood.config import FILE_DATA_HIL, FOLDER_FEATURE_SELECTION, TITLES
+from predihood.classes.MethodCleaning import MethodCleaning
+from predihood.config import FILE_DATA_HIL, FOLDER_FEATURE_SELECTION, TITLES, OLD_PREFIX, NEW_PREFIX
def clean():
data = pd.read_excel(FILE_DATA_HIL)
# rename columns because of bad naming convention
- data.columns = ["id", "nom", "num_HiL", "sexe", "age", "nb_enfant",
- "rev_mensuel", "loyer_charges_mensuel", "rev_fiscal",
- "Aadresse", "Apays", "Aoccup", "Aloyer",
- "Nadresse", "Npays", "Noccup",
- "motif",
- "Acontexte", "Atype", "Abatiment", "Ausage", "Apaysage", "Amorpho", "Ageo", "Asocial",
- "Ncontexte", "Nbatiment", "Nusage", "Npaysage", "Nmorpho", "Ngeo", "Nsocial"]
+ columns = ["id", "name", "HiL_id", "sex", "age", "nb_child", "income", "monthly_charges", "tax_revenue"]
+ for elem in ["address", "country", "occupation", "rent"]: columns.append(OLD_PREFIX + elem)
+ for elem in ["address", "country", "occupation"]: columns.append(NEW_PREFIX + elem)
+ columns.append("reason")
+ for elem in ["context", "status", "building_type", "building_usage", "landscape", "morphological_position",
+ "geographical_position", "social_class"]: columns.append(OLD_PREFIX + elem)
+ for elem in ["context", "building_type", "building_usage", "landscape", "morphological_position",
+ "geographical_position", "social_class"]: columns.append(NEW_PREFIX + elem)
+ print(data)
+ print(columns)
+ data.columns = columns
data.head()
- cleansing = MethodCleansing("cleansing", data)
+ cleansing = MethodCleaning("cleansing", data)
cleansing.clean()
logging.info("Many plots have be generated in " + FOLDER_FEATURE_SELECTION)
@@ -96,13 +100,13 @@ def clean():
plt.show()
# 6. evolution between before and after transfer for each environment variable
- cleansing.to_chart('occup', 'status', 'Évolution des statuts avant et après la mutation')
- cleansing.to_chart('batiment', 'building_type', 'Évolution des types de bâtiments avant et après la mutation')
- cleansing.to_chart('usage', 'building_usage', 'Évolution des usages de bâtiments avant et après la mutation')
- cleansing.to_chart('paysage', 'landscapes', 'Évolution des paysages avant et après la mutation')
- cleansing.to_chart('morpho', 'morpho', 'Évolution des morphologies avant et après la mutation')
- cleansing.to_chart('social', 'social', 'Évolution des classes sociales avant et après la mutation')
- cleansing.to_chart('geo', 'geo', 'Évolution des positions géographiques avant et après la mutation')
+ cleansing.to_chart('occupation', 'status', 'Évolution des statuts avant et après la mutation')
+ cleansing.to_chart('building_type', 'building_type', 'Évolution des types de bâtiments avant et après la mutation')
+ cleansing.to_chart('building_usage', 'building_usage', 'Évolution des usages de bâtiments avant et après la mutation')
+ cleansing.to_chart('landscape', 'landscapes', 'Évolution des paysages avant et après la mutation')
+ cleansing.to_chart('morphological_position', 'morpho', 'Évolution des morphologies avant et après la mutation')
+ cleansing.to_chart('social_class', 'social', 'Évolution des classes sociales avant et après la mutation')
+ cleansing.to_chart('geographical_position', 'geo', 'Évolution des positions géographiques avant et après la mutation')
if __name__ == '__main__':
diff --git a/predihood/cleansing.py b/predihood/cleansing.py
deleted file mode 100644
index 10606cb5..00000000
--- a/predihood/cleansing.py
+++ /dev/null
@@ -1,109 +0,0 @@
-import logging
-log_format = "[%(levelname)s] - %(filename)s::%(lineno)d \t %(message)s"
-logging.basicConfig(level='DEBUG', format=log_format)
-import matplotlib.pyplot as plt
-import numpy as np
-import pandas as pd
-
-from predihood.classes.MethodCleansing import MethodCleansing
-from predihood.config import FILE_DATA_HIL, FOLDER_FEATURE_SELECTION, TITLES
-
-
-def clean():
- data = pd.read_excel(FILE_DATA_HIL)
-
- # rename columns because of bad naming convention
- data.columns = ["id", "nom", "num_HiL", "sexe", "age", "nb_enfant",
- "rev_mensuel", "loyer_charges_mensuel", "rev_fiscal",
- "Aadresse", "Apays", "Aoccup", "Aloyer",
- "Nadresse", "Npays", "Noccup",
- "motif",
- "Acontexte", "Atype", "Abatiment", "Ausage", "Apaysage", "Amorpho", "Ageo", "Asocial",
- "Ncontexte", "Nbatiment", "Nusage", "Npaysage", "Nmorpho", "Ngeo", "Nsocial"]
- data.head()
-
- cleansing = MethodCleansing("cleansing", data)
- cleansing.clean()
-
- logging.info("Many plots have be generated in " + FOLDER_FEATURE_SELECTION)
-
- # 1. distribution between women and men
- women_men = data.iloc[:, 3].value_counts() # répartition homme/femme
- labels = 'Femme', 'Homme'
- sizes = [women_men['Femme'], women_men['Homme']]
- colors = ['salmon', 'lightblue']
- plt.pie(sizes, labels=labels, colors=colors, autopct='%i%%', shadow=True, startangle=90)
- plt.axis('equal')
- if TITLES: plt.title("Distribution selon le genre")
- plt.show()
-
- # 2. distribution between ages
- data_temp = data
- data_temp = data_temp.dropna()
-
- ages_plot = []
- total_plot = []
- min_age = int(min(data_temp.iloc[:, 4]))
- max_age = int(max(data_temp.iloc[:, 4]))
- for counter in range(min_age, max_age + 1):
- total_plot.append(data_temp.loc[data_temp.age == float(counter), 'age'].count())
- ages_plot.append(counter)
-
- mean = np.average(ages_plot, weights=total_plot)
- logging.debug("mean age: %.1f", mean)
-
- plt.bar(ages_plot, total_plot)
- plt.axvline(x=mean, color='red') # ligne médiane
- plt.xlabel("Âge (en années)")
- plt.ylabel("Nombre de personnes")
- if TITLES: plt.title('Distribution selon l\'âge')
- plt.show()
-
- ages = data_temp.iloc[:, 4]
- plt.hist(ages, facecolor='gray', align='mid')
- plt.xlabel("Âge (en années)")
- plt.ylabel("Nombre de personnes")
- if TITLES: plt.title("Distribution selon l'âge")
- plt.show()
-
- # 3. distribution between incomes
- incomes = data.iloc[:, 6]
- plt.hist(incomes, facecolor='gray', align='mid')
- if TITLES: plt.title("Distribution selon le revenu le mensuel")
- plt.xlabel("Revenu mensuel (en euros)")
- plt.ylabel("Nombre de personnes")
- plt.show()
-
- # 4. distribution between reasons of transfer
- transfers = data.iloc[:, 16].value_counts()
- labels = transfers.index.tolist()
- sizes = [transfers[i] for i in range(len(transfers))]
- plt.pie(sizes, labels=labels, autopct='%.2f', shadow=True, startangle=90)
- plt.axis('equal')
- if TITLES: plt.title("Distribution selon le motif de mutation")
- plt.show()
-
- # 5. distribution between geographic positions
- geo = pd.concat([data.iloc[:, 23], data.iloc[:, 30]], ignore_index=True) # .values_count()
- split_geo = [geo[i].split()[0] if not isinstance(geo[i], float) else "" for i in range(len(geo))]
- set_geo = set(split_geo)
-
- uniques = [split_geo.count(elem) for elem in set_geo]
- labels = set_geo
- plt.pie(uniques, labels=labels, autopct='%.2f', shadow=True, startangle=90)
-
- if TITLES: plt.title("Distribution selon la position géographique")
- plt.show()
-
- # 6. evolution between before and after transfer for each environment variable
- cleansing.to_chart('occup', 'status', 'Évolution des statuts avant et après la mutation')
- cleansing.to_chart('batiment', 'building_type', 'Évolution des types de bâtiments avant et après la mutation')
- cleansing.to_chart('usage', 'building_usage', 'Évolution des usages de bâtiments avant et après la mutation')
- cleansing.to_chart('paysage', 'landscapes', 'Évolution des paysages avant et après la mutation')
- cleansing.to_chart('morpho', 'morpho', 'Évolution des morphologies avant et après la mutation')
- cleansing.to_chart('social', 'social', 'Évolution des classes sociales avant et après la mutation')
- cleansing.to_chart('geo', 'geo', 'Évolution des positions géographiques avant et après la mutation')
-
-
-if __name__ == '__main__':
- clean()
diff --git a/predihood/config.py b/predihood/config.py
index 2565c27e..f34fd8cb 100644
--- a/predihood/config.py
+++ b/predihood/config.py
@@ -8,6 +8,8 @@ from sklearn.tree import DecisionTreeClassifier
TITLES = False # set True to display titles on plots
DEBUG = False # set True to allow more explanation while running
+OLD_PREFIX = "old_"
+NEW_PREFIX = "new_"
FOLDER_DATA = "generated_files"
if not os.path.exists(FOLDER_DATA): os.mkdir(FOLDER_DATA)
@@ -22,7 +24,7 @@ if not os.path.exists(FOLDER_SELECTED_INDICATORS): os.mkdir(FOLDER_SELECTED_INDI
FOLDER_CLASSES = "classes"
-FILE_HIERARCHY = os.path.join(FOLDER_CLASSES, "hierarchy-ancestors.csv")
+FILE_HIERARCHY = os.path.join(FOLDER_CLASSES, "hierarchy.csv")
FILE_DATA_HIL = os.path.join(FOLDER_CLASSES, "data.xlsx")
FILE_GROUPING = os.path.join(FOLDER_CLASSES, "regrouping.csv")
FILE_CLEANED_DATA = os.path.join(FOLDER_DATA, "cleaned_data.csv")
@@ -30,7 +32,7 @@ FILE_ENV = os.path.join(FOLDER_DATASETS, "data.csv")
FILE_SIMILARITIES = os.path.join(FOLDER_DATA, "similarities.csv")
FILE_LIST_DISTRIBUTION = os.path.join(FOLDER_SELECTED_INDICATORS, "selection-distribution.csv")
-ENVIRONMENT_VARIABLES = ["batiment", "usage", "paysage", "morpho", "geo", "social"]
+ENVIRONMENT_VARIABLES = ["building_type", "building_usage", "landscape", "morphological_position", "geographical_position", "social_class"]
RANDOM_STATE = 0 # make classifiers deterministic
TRAIN_SIZE = 0.8
TEST_SIZE = 0.2
@@ -45,3 +47,36 @@ AVAILABLE_CLASSIFIERS = {
# "VotingClassifier": VotingClassifier, # can not be used as others
"MLPClassifier": MLPClassifier
}
+
+TRANSLATION = {
+ "Maisons": "Houses",
+ "Mixte": "Mixed",
+ "Immeubles": "Towers",
+ "Grand ensemble": "Housing estates",
+ "Lotissement": "Housing subdivisions",
+ "Résidentiel": "Housing",
+ "Commerçant": "Shopping",
+ "Autres activités": "Other activities",
+ "Urbanisé": "Urban",
+ "Espaces verts": "Green areas",
+ "Arboré": "Forest",
+ "Agricole": "Countryside",
+ "Central": "Central",
+ "Urbain": "Urban",
+ "Péri-urbain": "Peri-urban",
+ "Rural": "Rural",
+ "Centre": "Centre",
+ "Nord": "North",
+ "Sud": "South",
+ "Est": "East",
+ "Ouest": "West",
+ "Nord-Est": "North East",
+ "Sud-Est": "South East",
+ "Nord-Ouest": "North West",
+ "Sud-Ouest": "South West",
+ "Popu": "Lower",
+ "Moyen-inf": "Lower middle",
+ "Moyen": "Middle",
+ "Moyen-sup": "Upper middle",
+ "Sup": "Upper"
+}
diff --git a/predihood/generated_files/cleaned_data.csv b/predihood/generated_files/cleaned_data.csv
index 4b7be5d0..ed5207a3 100644
--- a/predihood/generated_files/cleaned_data.csv
+++ b/predihood/generated_files/cleaned_data.csv
@@ -1,138 +1,138 @@
-id,nom,num_HiL,sexe,age,nb_enfant,rev_mensuel,loyer_charges_mensuel,rev_fiscal,Aadresse,Apays,Aoccup,Aloyer,Nadresse,Npays,Noccup,motif,Acontexte,Atype,Abatiment,Ausage,Apaysage,Amorpho,Ageo,Asocial,Ncontexte,Nbatiment,Nusage,Npaysage,Nmorpho,Ngeo,Nsocial
-1,Barbier (pas de numéro de dossier),,Homme,40.0,2.0,4289.0,2383.0,71849.75,384 Chaussée de Ramioul 4400 Ivoz-Ramet,Belgique,Propriétaire,,47 clos des Pins 13320 Bouc Bel Air,France,Locataire,Mutation,"Zone résidentielle moyennement densifiée, constituée de maisons classes moy-sup, au bord de la Meuse, périphérie sud-ouest de Liège, zone entourée de carrières de sable, de terrains agricoles et arborées ",Individuel ,Maisons,Résidentiel,Espaces verts,Périurbain,Sud-ouest Liège,Moyen-sup,"Zone résidentielle assez dense constituée de maisons classes moy-sup, périphérie sud-ouest d’Aix-en-Provence, proximité zone arborée et terrain agricoles",Lotissement,Résidentiel,Espaces verts,Périurbain,Nord-Ouest Marseille,
+id,name,HiL_id,sex,age,nb_child,income,monthly_charges,tax_revenue,old_address,old_country,old_occupation,old_rent,new_address,new_country,new_occupation,reason,old_context,old_status,old_building_type,old_building_usage,old_landscape,old_morphological_position,old_geographical_position,old_social_class,new_context,new_building_type,new_building_usage,new_landscape,new_morphological_position,new_geographical_position,new_social_class
+1,Barbier (pas de numéro de dossier),,Homme,40.0,2.0,4289.0,2383.0,71849.75,384 Chaussée de Ramioul 4400 Ivoz-Ramet,Belgique,Propriétaire,,47 clos des Pins 13320 Bouc Bel Air,France,Locataire,Mutation,"Zone résidentielle moyennement densifiée, constituée de maisons classes moy-sup, au bord de la Meuse, périphérie sud-ouest de Liège, zone entourée de carrières de sable, de terrains agricoles et arborées ",Individuel ,Maisons,Résidentiel,Espaces verts,Péri-urbain,Sud-ouest Liège,Moyen-sup,"Zone résidentielle assez dense constituée de maisons classes moy-sup, périphérie sud-ouest d’Aix-en-Provence, proximité zone arborée et terrain agricoles",Lotissement,Résidentiel,Espaces verts,Péri-urbain,Nord-Ouest Marseille,
2,Derraz,58f7b2a9df11b6000f710779,Homme,31.0,1.0,3041.0,690.0,,127 rue Loubnan Lotissement Qods 26100 Berrechid,Maroc,Locataire,,Résidence Le Clos Badel 39 rue Francis Chirat 69100 Villeurbanne,France,Locataire,Embauche,"Zone urbaine dense, zone résidentielle, petits immeubles…ville entourée de terres agricoles.. pas possible de localiser l’adresse précise sur google",Collectif,Immeubles,,Urbanisé,Central,Centre,Moyen-sup,"Zone résidentielle classe moy au sud de Villeurbanne, mixe immeubles et maisons individuelles, assez arboré, proche marché Grand-Clément",Mixte,Commerçant,Urbanisé,Urbain,Est Lyon,Moyen
-3,Meyer,58f9faf2df11b6000f7107dc,Homme,37.0,2.0,5759.0,1600.0,97339.0,19 Chemin du Grand Roule 69350 La Mulatière,France,Propriétaire,,1 allée du Limayrac 31500 Toulouse,France,Locataire,Mutation,"Zone résidenteille, Appartement avec balcon terrasse vue sur le musée de la Confluence, sud-ouest lyonnais, résidence de standing implantée à flan de coteau dans une zone très arborée et relativement peu densifiée",Collectif,Mixte,Résidentiel,Arboré,Urbain,Ouest Lyon,Sup,"Maison située dans une lotissement pavillonnaire bourgeois constituée de grosses maisons avec piscine et grands jardins, très arborée, peu densifié par rapport aux autres lotissements à proximité, frontière sud-est de Toulouse, proximité parc, autoroute et terrains agricoles par delà l’autoroute",Lotissement,Résidentiel,Arboré,Périurbain,Ouest Toulouse,Sup
-4,Lena,59258452353945000f9739bb,Homme,33.0,3.0,3411.0,,48705.0,40 boucle Saint-Exupéry 57310 Guenange,France,Propriétaire,,52 chemin de Robert 13270 Fos-sur-Mer,France,Locataire,Mutation,"Zone résidentielle, Lotissement pavillonnaire classe moy assez récent dans petite commune entourée de terres agricoles. Peu arboré. Proximité centre commercial. ",Individuel ,Lotissement,Autres activités,Espaces verts,Périurbain,Est Thionville,Moyen,"Zone résidentielle, lotissement maisons assez récent, maisons classe moy avec terrain et piscine, assez arboré, proximité site Arcelor. ",Lotissement,Résidentiel,Espaces verts,Périurbain,Nord Fos-sur-Mer,Moyen-sup
-5,Biotteau,595d1a7734e718000fdb9b0a,Femme,20.0,0.0,988.0,350.0,21887.0,5 allée des Chênes 72650 Aigné,France,Hébergé,,301 La Grange 49770 La Meignanne,France,Locataire,Alternance,"Maison parentale située dans petite commune au nord-ouest du Mans zone résidentielle assez peu densifiée, petit lotissement avec grosses maisons classe moy-sup, proximité immédiate des terrains agricoles. ",Individuel ,Lotissement,Résidentiel,Agricole,Périurbain,Nord de Le Mans,Moyen-sup,"Immeuble construit assez récemment situé dans commune à l’ouest d’Angers, zone d’habitation assez peu densifiée, classe moy, zone activité commerciale, et proche de quelques terrains agricoles.",Immeubles,Autres activités,Espaces verts,Périurbain,Ouest Angers,Moyen
-6,Guia,59289ac4353945000f9739be,Homme,45.0,0.0,1500.0,750.0,19078.0,9 rue Jean-Baptiste Lebas 59760 Grande-Synthe,France,Locataire,596.0,10 chemin des Flouriès 81600 Gaillac,France,Locataire,Embauche,"Appartement dans petit immeuble, zone résidentielle moyennement densifiées, au sud du centre ville, majorité de maisons et quelques petits immeubles, classe moy, petit jardin, assez arboré, proximité axe routier, chemin de fer et petite forêt.",Collectif,Mixte,Résidentiel,Espaces verts,Périurbain,Ouest Dunkerque,Moyen,"Zone résidentielle constituée de maisons avec jardin, parfois avec piscine, périphérie nord de Gaillac, assez peu densifié, classes moy-sup, proximité immédiate de la gare de Gaillac. ",Maisons,Résidentiel,Espaces verts,Périurbain,Nord Gaillac,Moyen-sup
-7,Boiron,593abc1f5d86cf000f237640,Femme,45.0,1.0,7219.0,2100.0,,9 allée des Lilas 37230 Fondettes,France,Hébergé,,4 chemin du Calvaire 42580 La Tour en Jarez,France,Logé par l’employeur,Mutation,"Zone résidentielle maison avec piscine et jardin, lotissement récent, petite commune à l’ouest de Tours. Le lotissement est assez verdoyant et situé proche de vastes parcelles agricoles.",Individuel ,Lotissement,Résidentiel,Agricole,Périurbain,Ouest Tours,Moyen-sup,"Petite commune au nord de Saint-Etienne. Grosse maison mitoyenne, lotissement classe moy-sup, zone résidentielle. assez arborée, proche de vastes terrain agricoles.",Lotissement,Résidentiel,Espaces verts,Périurbain,Nord Saint-Étienne,Moyen-sup
+3,Meyer,58f9faf2df11b6000f7107dc,Homme,37.0,2.0,5759.0,1600.0,97339.0,19 Chemin du Grand Roule 69350 La Mulatière,France,Propriétaire,,1 allée du Limayrac 31500 Toulouse,France,Locataire,Mutation,"Zone résidenteille, Appartement avec balcon terrasse vue sur le musée de la Confluence, sud-ouest lyonnais, résidence de standing implantée à flan de coteau dans une zone très arborée et relativement peu densifiée",Collectif,Mixte,Résidentiel,Arboré,Urbain,Ouest Lyon,Sup,"Maison située dans une lotissement pavillonnaire bourgeois constituée de grosses maisons avec piscine et grands jardins, très arborée, peu densifié par rapport aux autres lotissements à proximité, frontière sud-est de Toulouse, proximité parc, autoroute et terrains agricoles par delà l’autoroute",Lotissement,Résidentiel,Arboré,Péri-urbain,Ouest Toulouse,Sup
+4,Lena,59258452353945000f9739bb,Homme,33.0,3.0,3411.0,,48705.0,40 boucle Saint-Exupéry 57310 Guenange,France,Propriétaire,,52 chemin de Robert 13270 Fos-sur-Mer,France,Locataire,Mutation,"Zone résidentielle, Lotissement pavillonnaire classe moy assez récent dans petite commune entourée de terres agricoles. Peu arboré. Proximité centre commercial. ",Individuel ,Lotissement,Autres activités,Espaces verts,Péri-urbain,Est Thionville,Moyen,"Zone résidentielle, lotissement maisons assez récent, maisons classe moy avec terrain et piscine, assez arboré, proximité site Arcelor. ",Lotissement,Résidentiel,Espaces verts,Péri-urbain,Nord Fos-sur-Mer,Moyen-sup
+5,Biotteau,595d1a7734e718000fdb9b0a,Femme,20.0,0.0,988.0,350.0,21887.0,5 allée des Chênes 72650 Aigné,France,Hébergé,,301 La Grange 49770 La Meignanne,France,Locataire,Alternance,"Maison parentale située dans petite commune au nord-ouest du Mans zone résidentielle assez peu densifiée, petit lotissement avec grosses maisons classe moy-sup, proximité immédiate des terrains agricoles. ",Individuel ,Lotissement,Résidentiel,Agricole,Péri-urbain,Nord de Le Mans,Moyen-sup,"Immeuble construit assez récemment situé dans commune à l’ouest d’Angers, zone d’habitation assez peu densifiée, classe moy, zone activité commerciale, et proche de quelques terrains agricoles.",Immeubles,Autres activités,Espaces verts,Péri-urbain,Ouest Angers,Moyen
+6,Guia,59289ac4353945000f9739be,Homme,45.0,0.0,1500.0,750.0,19078.0,9 rue Jean-Baptiste Lebas 59760 Grande-Synthe,France,Locataire,596.0,10 chemin des Flouriès 81600 Gaillac,France,Locataire,Embauche,"Appartement dans petit immeuble, zone résidentielle moyennement densifiées, au sud du centre ville, majorité de maisons et quelques petits immeubles, classe moy, petit jardin, assez arboré, proximité axe routier, chemin de fer et petite forêt.",Collectif,Mixte,Résidentiel,Espaces verts,Péri-urbain,Ouest Dunkerque,Moyen,"Zone résidentielle constituée de maisons avec jardin, parfois avec piscine, périphérie nord de Gaillac, assez peu densifié, classes moy-sup, proximité immédiate de la gare de Gaillac. ",Maisons,Résidentiel,Espaces verts,Péri-urbain,Nord Gaillac,Moyen-sup
+7,Boiron,593abc1f5d86cf000f237640,Femme,45.0,1.0,7219.0,2100.0,,9 allée des Lilas 37230 Fondettes,France,Hébergé,,4 chemin du Calvaire 42580 La Tour en Jarez,France,Logé par l’employeur,Mutation,"Zone résidentielle maison avec piscine et jardin, lotissement récent, petite commune à l’ouest de Tours. Le lotissement est assez verdoyant et situé proche de vastes parcelles agricoles.",Individuel ,Lotissement,Résidentiel,Agricole,Péri-urbain,Ouest Tours,Moyen-sup,"Petite commune au nord de Saint-Etienne. Grosse maison mitoyenne, lotissement classe moy-sup, zone résidentielle. assez arborée, proche de vastes terrain agricoles.",Lotissement,Résidentiel,Espaces verts,Péri-urbain,Nord Saint-Étienne,Moyen-sup
8,Prouff,594281ba431637000f1912e0,Homme,36.0,0.0,4620.0,1090.0,52271.0,27 rue Gauthey 75017 Paris,France,Locataire,1650.0,22 rue Jérôme Dulaar 69004 Lyon,France,Locataire,Embauche,"17ème arrondissement de Paris, quartier très densifié et peu verdoyant, dans un petit immeuble bourgeois du début de 20ème, avec 4 étages, situé proche d’un petit espace vert, le seul des environs, la cité des fleurs. ",Collectif,Immeubles,Commerçant,Urbanisé,Urbain,Nord Paris,Moyen,"Son nouveau logement, dans le 4ème arrondissement de Lyon est situé dans une zone un peu moins densifié que son logement parisien, avec plus de verdure à proximité, là aussi dans un petit immeuble bourgeois (3étages) du début du 20ème",Immeubles,Résidentiel,Espaces verts,Urbain,Ouest Lyon,Moyen-sup
9,Basson,59495c6028fa18000f2428f4,Homme,33.0,0.0,2835.0,,24395.0,Le Bourg 15 rue de la Courbette 43200 Saint-Jeures,France,Propriétaire,,7 rue de la Présentation 75011 Paris,Paris,Locataire,Mutation,"Petit lieux-dit très peu densifié entouré de terres agricoles et de forêts, zone résidentielle ",Individuel,Maisons,Résidentiel,Agricole,Rural,Nord-Est Puy-en-Velay,Moyen,Appartement dans un immeuble hausmanien de 5 étages proche du parc des Buttes-Chaumond. 11ème arrondissement de Paris. Zone animée. très densifiées. nord-est paris.Peu arboré. ,Immeubles,Commerçant,Urbanisé,Central,Nord-Est Paris,Moyen-sup
-10,Pirodeau,594ccee328fa18000f242944,Femme,17.0,0.0,635.0,645.0,19552.0,4 rue Clos des Vignes 86130 Jauney Clan ,France,Locataire,,19 rue de la Gare 33320 Eysines,France,Colocataire,Alternance,"Appart dans grande maison avec parking en terre et grands jardins, qui doit accueillir plusieurs studios. Zone résidentielle assez peu densifiée, assez arborée, à la frontière ouest de la commune. Cette maison est située dans un lotissement des années 1990-2000, plutôt classe moyenne/petites classes moyennes, proximité d’une autoroute (A10) derrière laquelle s’étendent de vastes parcelles agricoles",Collectif,Lotissement,Résidentiel,Espaces verts,Périurbain,Nord Poitiers,Petit-moyen,"Appartement commune périphérie nord-ouest de Bordeaux, trois immeubles récents situés en zone résidentielle, immeubles situés proche de maisons avec jardin (dont certaines avec piscine), classe moy-sup, proximité immédiate de grandes parcelles agricoles, zone assez arborée. ",Mixte,Résidentiel,Espaces verts,Périurbain,Nord-Ouest Bordeaux,Moyen
+10,Pirodeau,594ccee328fa18000f242944,Femme,17.0,0.0,635.0,645.0,19552.0,4 rue Clos des Vignes 86130 Jauney Clan ,France,Locataire,,19 rue de la Gare 33320 Eysines,France,Colocataire,Alternance,"Appart dans grande maison avec parking en terre et grands jardins, qui doit accueillir plusieurs studios. Zone résidentielle assez peu densifiée, assez arborée, à la frontière ouest de la commune. Cette maison est située dans un lotissement des années 1990-2000, plutôt classe moyenne/petites classes moyennes, proximité d’une autoroute (A10) derrière laquelle s’étendent de vastes parcelles agricoles",Collectif,Lotissement,Résidentiel,Espaces verts,Péri-urbain,Nord Poitiers,Petit-moyen,"Appartement commune périphérie nord-ouest de Bordeaux, trois immeubles récents situés en zone résidentielle, immeubles situés proche de maisons avec jardin (dont certaines avec piscine), classe moy-sup, proximité immédiate de grandes parcelles agricoles, zone assez arborée. ",Mixte,Résidentiel,Espaces verts,Péri-urbain,Nord-Ouest Bordeaux,Moyen
11,Flandrin,596380766500d3000f0d6945,Homme,25.0,0.0,711.0,1175.0,28578.0,436 avenue du Petit Barthélémy13090 Aix-en-Provence,France,Hébergé,,10 Villa des Gobelins 75013 Paris,France,Colocataire,Mutation,"Maison au nord-ouest du centre d’Aix-en-Provence située dans une zone mixte principalement composées d’immeubles, grands ensembles à proximité, grands axes routiers à proximité, peut-être aussi activité commerciales type ZAC, un peu arboré à proximité de la maison.",Individuel,Mixte,Résidentiel,Espaces verts,Urbain,Nord-Ouest Aix-en-Provence ,Moyen,"10 Villa des Gobelins, 75013 Immeuble bourgeois fin 19ème de 4 étages proche de nombreux commerces, au sud du centre de Paris. ",Immeubles,Commerçant,Urbanisé,Central,Sud Paris,Moyen-sup
13,Thomas (pas de numéro de dossier),,Homme,23.0,0.0,1348.0,1025.0,8070.0,29 rue Louis Aragon 85000 La Roche-sur-Yon,France,Hébergé,,10 rue de Citeaux 75012 Paris,France,Locataire,Alternance,"Maison avec jardin, proche d’un terrain arboré, située dans un lotissement assez vert, classe moy-sup, sud-est de La-Roche -sur-Yon ",Individuel,Lotissement,Résidentiel,Espaces verts,Urbain,Sud-Est La-Roche-sur-Yon,Moyen-sup,"Immeuble dans une rue qui semble assez calme, plutôt résidentielle, quartier commerçant, centre nord de PAris, proche de la la Place Aligre et de l’hôpital Saint-Antoine",Immeubles,Commerçant,Urbanisé,Central,Nord Paris,Moyen-sup
-14,Rouchut,595680b428fa18000f242a14,Homme,32.0,0.0,2823.0,450.0,49379.0,37 allée de la Rue Basse 87350 Panazol,France,Propriétaire,,14 rue André Moinier 63000 Clermont-Ferrand,France,Locataire,Mutation,"Maison situé dans une zone très verdoyante (hameau), dans un corps de ferme avec grands jardins potager. A proximité on trouve un étang et parcelle de terres agricoles (ou de prés) et lotissements résidentiels",Individuel,Maisons,Résidentiel,Arboré,Périurbain,Est Limoges,Petit-moyen,"Appartement zone densifiée, centre historique de Clermond-Ferrand, immeuble de 4 étages, proximité commerces",Immeubles,Commerçant,Urbanisé,Central,Centre Clermont-Ferrand,Moyen
-15,Gabriel,596f7bdb329bbd000fcec69a,Homme,21.0,0.0,991.0,634.0,108317.0,150 chemin de la Tuilerie 13320 Bouc-Bel-Air,France,Hébergé,,91 rue Hippolyte Kahn 69100 Villeurbanne,France,Locataire,Alternance,"Grande maison parentale, clôturée par mur et haies d’arbres, avec grand terrain et piscine, est située dans un lotissement classe sup (grandes maisons piscine, etc.), arboré et proche d’une petite forêt. ",Individuel,Maisons,Résidentiel,Espaces verts,Périurbain,Nord Marseille,Sup,"Immeubles années 60, dalle béton avec supérette au milieu, style Presqu’île 2, dense, beaucoup d’immeubles assez hauts, proche quartier grattes-ciel. ",Grand ensemble,Résidentiel,Urbanisé,Central,Centre Villeurbanne,Moyen
-16,Boissière,595df5dc34e718000fdb9b0f,Femme,56.0,0.0,5775.0,845.0,60097.0,8 rue Edouard Vaillant 87000 Limoges,France,Propriétaire,,60 rue Philippe Castan 34090 Montpellier,France,Locataire,Mutation,"Immeuble années 50 dans le centre historique de Limoges, à proximité de plusieurs commerces",Collectif,Immeubles,Commerçant,Urbanisé,Central,Centre Limoges,Moyen,"Appartement zone mixte, limite périurbain, résidentielle proche lotissements plutôt classe moy/sup proche axes routiers, nord Montpellier",Mixte,Autres activités,Espaces verts,Périurbain,Nord Montpellier,Moyen-sup
+14,Rouchut,595680b428fa18000f242a14,Homme,32.0,0.0,2823.0,450.0,49379.0,37 allée de la Rue Basse 87350 Panazol,France,Propriétaire,,14 rue André Moinier 63000 Clermont-Ferrand,France,Locataire,Mutation,"Maison situé dans une zone très verdoyante (hameau), dans un corps de ferme avec grands jardins potager. A proximité on trouve un étang et parcelle de terres agricoles (ou de prés) et lotissements résidentiels",Individuel,Maisons,Résidentiel,Arboré,Péri-urbain,Est Limoges,Petit-moyen,"Appartement zone densifiée, centre historique de Clermond-Ferrand, immeuble de 4 étages, proximité commerces",Immeubles,Commerçant,Urbanisé,Central,Centre Clermont-Ferrand,Moyen
+15,Gabriel,596f7bdb329bbd000fcec69a,Homme,21.0,0.0,991.0,634.0,108317.0,150 chemin de la Tuilerie 13320 Bouc-Bel-Air,France,Hébergé,,91 rue Hippolyte Kahn 69100 Villeurbanne,France,Locataire,Alternance,"Grande maison parentale, clôturée par mur et haies d’arbres, avec grand terrain et piscine, est située dans un lotissement classe sup (grandes maisons piscine, etc.), arboré et proche d’une petite forêt. ",Individuel,Maisons,Résidentiel,Espaces verts,Péri-urbain,Nord Marseille,Sup,"Immeubles années 60, dalle béton avec supérette au milieu, style Presqu’île 2, dense, beaucoup d’immeubles assez hauts, proche quartier grattes-ciel. ",Grand ensemble,Résidentiel,Urbanisé,Central,Centre Villeurbanne,Moyen
+16,Boissière,595df5dc34e718000fdb9b0f,Femme,56.0,0.0,5775.0,845.0,60097.0,8 rue Edouard Vaillant 87000 Limoges,France,Propriétaire,,60 rue Philippe Castan 34090 Montpellier,France,Locataire,Mutation,"Immeuble années 50 dans le centre historique de Limoges, à proximité de plusieurs commerces",Collectif,Immeubles,Commerçant,Urbanisé,Central,Centre Limoges,Moyen,"Appartement zone mixte, limite périurbain, résidentielle proche lotissements plutôt classe moy/sup proche axes routiers, nord Montpellier",Mixte,Autres activités,Espaces verts,Péri-urbain,Nord Montpellier,Moyen-sup
17,Beye,59653dec6500d3000f0d6991,Femme,22.0,0.0,1156.0,490.0,56693.0,10 avenue Paul Santy 69008 Lyon ,France,Locataire,450.0,39 rue de la République 73200 Albertville ,France,Locataire,Alternance,"immeuble années 50 proche commerces de l’avenue, transport en commun et autres structures (maison de la danse, etc.), proche zone lotissement et zone immeubles. ",Collectif,Mixte,Commerçant,Urbanisé,Urbain,Est Lyon,Moyen,Petit immeuble rue commerçante du centre historique d’Albertville. ,Immeubles,Commerçant,Urbanisé,Central,Centre Albertville,Moyen
-18,Chastel ,59672f1d6500d3000f0d6a76,Homme,30.0,0.0,3208.0,,48506.0,7 rue des Layottes 21000 Dijon ,France,Locataire,320.0,26 rue Désirée Clary 13002 Marseille,France,Logé par employeur conjoint,Embauche,"Maison avec terrasse et jardin dans un lotissement assez arboré, classe moy/sup, situé à la périphérie de Dijon et proche de vastes terrains agricoles",Individuel,Lotissement,Résidentiel,Arboré,Périurbain,Nord Dijon,Moyen,"Immeuble récent de 6 étages, dans une zone plutôt résidentielle, tout proche des docks et friches industriels de Marseille.",Grand ensemble,Autres activités,Urbanisé,Central,Ouest Marseille,Moyen
-19,Metayer,596cbe88887324000f911a2c,Homme,22.0,0.0,1327.0,530.0,,4 rue du Professeur Villemin 33170 Gradignan,France,Locataire,495.0,18 rue de Naudet 33170 Gradignan ,France,Locataire,Alternance,"Barre Immeubles de 5 étages en U, construction récente, avec pelouse en front, dans zone résidentielle proche lotissements maisons, espaces verts et petite forêt.",Collectif,Mixte,Résidentiel,Espaces verts,Périurbain,Sud Bordeaux,Moyen,"Nouveau logement situé tout proche de l’ancien dans résidence universitaire, dans une tour, grand ensemble avec pelouse en bas des tours, proche lotissements, espèces verts et petite forêt, contre le périphérique.",Grand ensemble,Résidentiel,Espaces verts,Périurbain,Sud Bordeaux,Petit-moyen
+18,Chastel ,59672f1d6500d3000f0d6a76,Homme,30.0,0.0,3208.0,,48506.0,7 rue des Layottes 21000 Dijon ,France,Locataire,320.0,26 rue Désirée Clary 13002 Marseille,France,Logé par employeur conjoint,Embauche,"Maison avec terrasse et jardin dans un lotissement assez arboré, classe moy/sup, situé à la périphérie de Dijon et proche de vastes terrains agricoles",Individuel,Lotissement,Résidentiel,Arboré,Péri-urbain,Nord Dijon,Moyen,"Immeuble récent de 6 étages, dans une zone plutôt résidentielle, tout proche des docks et friches industriels de Marseille.",Grand ensemble,Autres activités,Urbanisé,Central,Ouest Marseille,Moyen
+19,Metayer,596cbe88887324000f911a2c,Homme,22.0,0.0,1327.0,530.0,,4 rue du Professeur Villemin 33170 Gradignan,France,Locataire,495.0,18 rue de Naudet 33170 Gradignan ,France,Locataire,Alternance,"Barre Immeubles de 5 étages en U, construction récente, avec pelouse en front, dans zone résidentielle proche lotissements maisons, espaces verts et petite forêt.",Collectif,Mixte,Résidentiel,Espaces verts,Péri-urbain,Sud Bordeaux,Moyen,"Nouveau logement situé tout proche de l’ancien dans résidence universitaire, dans une tour, grand ensemble avec pelouse en bas des tours, proche lotissements, espèces verts et petite forêt, contre le périphérique.",Grand ensemble,Résidentiel,Espaces verts,Péri-urbain,Sud Bordeaux,Petit-moyen
20,Flauder,5954e12728fa18000f242a11,Homme,22.0,0.0,1165.0,480.0,14406.0,35 rue du Foix 41000 Blois ,France,Locataire,380.0,7 rue Ropra 59800 Lille,France,Locataire,Alternance,"Petit immeuble bourgeois début 20ème, quartier historique, plutôt résidentiel, proche de la Loire. ",Collectif,Immeubles,Résidentiel,Espaces verts,Central,Centre Blois,Moyen,"Petit immeuble de 2 étages, avec place devant, zone plutôt résidentielles, abords centre historique de Lille",Immeubles,Résidentiel,Urbanisé,Central,Centre Lille,Moyen-sup
-21,Romand,5972242146e7ee000f296b21,Homme,48.0,2.0,5287.0,1435.0,,07502 Tipparary Dr Baton Rouge Louisiane 70808 États-Unis,USA,Locataire,1472.0,37 rue Saint Nestor 69008 Lyon ,France,Locataire,Mutation,"USA, maison avec pelouse située dans immense lotissement résidentiel (pas de commerce)(typiquement américain) avec nombreuses maisons type classe moy/sup, beaucoup d’espaces vert et bois à proximité.",Individuel,Lotissement,Résidentiel,Espaces verts,Périurbain,Sud Baton Rouge,Moyen-sup,"Quartier résidentiel, barre d’immeubles sécurisés de 9 étages, non loin du métro Monplaisir-Lumière. ",Immeubles,Résidentiel,Espaces verts,Urbain,Est Lyon,Moyen
+21,Romand,5972242146e7ee000f296b21,Homme,48.0,2.0,5287.0,1435.0,,07502 Tipparary Dr Baton Rouge Louisiane 70808 États-Unis,USA,Locataire,1472.0,37 rue Saint Nestor 69008 Lyon ,France,Locataire,Mutation,"USA, maison avec pelouse située dans immense lotissement résidentiel (pas de commerce)(typiquement américain) avec nombreuses maisons type classe moy/sup, beaucoup d’espaces vert et bois à proximité.",Individuel,Lotissement,Résidentiel,Espaces verts,Péri-urbain,Sud Baton Rouge,Moyen-sup,"Quartier résidentiel, barre d’immeubles sécurisés de 9 étages, non loin du métro Monplaisir-Lumière. ",Immeubles,Résidentiel,Espaces verts,Urbain,Est Lyon,Moyen
22,Damboise,597b20b446e7ee000f296f83,Femme,23.0,0.0,1168.0,330.0,60968.0,24 chemin de Charrière Blanche 69130 Ecully ,France,Hébergé,,2 rue Gambetta 73200 Albertville,France,Locataire,Alternance,"Immeuble de 7 étages assez récent en zone résidentielle immeuble et maisons classe moy, zone assez verte et arborée. ",Collectif,Mixte,Résidentiel,Espaces verts,Urbain,Ouest Lyon,Moyen-sup,"Petit immeuble de trois étages sur axe assez commerçant, vue sur les montagnes, à quelques dizaines de mètres de la rivière de l’Arly.",Immeubles,Commerçant,Urbanisé,Central,Centre Albertville,Moyen
-23,Himami ,5988388c20ee1e000fe4bf2a,Femme,24.0,0.0,968.0,450.0,24971.0,16 rue des Iris 84130 Le Pontet ,France,Hébergé,,18 rue Marceau 06300 Nice ,France,Locataire,Alternance,"Petit immeuble de 2 étages (maison mitoyenne) en zone résidentielle, proche lotissements, zone espaces verts, assez, arborée proche de terres agricoles.",Collectif,Mixte,Résidentiel,Espaces verts,Périurbain,Est Avignon,Moyen,"Immeuble 4 étages centre de Nice, proximité commerces. ",Immeubles,Commerçant,Urbanisé,Central,Centre Nice,Moyen-sup
+23,Himami ,5988388c20ee1e000fe4bf2a,Femme,24.0,0.0,968.0,450.0,24971.0,16 rue des Iris 84130 Le Pontet ,France,Hébergé,,18 rue Marceau 06300 Nice ,France,Locataire,Alternance,"Petit immeuble de 2 étages (maison mitoyenne) en zone résidentielle, proche lotissements, zone espaces verts, assez, arborée proche de terres agricoles.",Collectif,Mixte,Résidentiel,Espaces verts,Péri-urbain,Est Avignon,Moyen,"Immeuble 4 étages centre de Nice, proximité commerces. ",Immeubles,Commerçant,Urbanisé,Central,Centre Nice,Moyen-sup
24,Moulin ,598cbee720ee1e000fe4bffd,Homme,24.0,0.0,1967.0,600.0,19723.0,31 rue de la Liberté 83 390 Cuers,France,Locataire,535.0,12 rue Gourgon 13002 Marseille,France,Locataire,Mutation,"Immeuble, dans quartier centre de Cuers, commerçant, moyen-sup, quelques espaces verts, petite commune au nord de Toulon. ",Collectif,Mixte,Commerçant,Espaces verts,Central,Centre Cuers,Moyen,"Zone immeubles anciens, zone commerçante, proches des docks et du métro joliette. ",Immeubles,Commerçant,Urbanisé,Central,Centre Marseille,Moyen-sup
-25,Martin (pas de numéro de dossier),,Homme,21.0,0.0,563.0,295.0,7404.0,336 rue du Moulin 76940 Arelaune-en-Seine,France,Hébergé,,7 rue Henri Simon 76111 Yport,France,Locataire,Alternance,"Maison lotissement classe moyenne récent, peu dense et très verdoyant, forte proximité de terres agricoles.",Individuel,Maisons,Résidentiel,Arboré,Périurbain,Nord Rouen,Moyen,"Zone résidentielle, mixte maisons bourgeoises et classe moy, zone avec espaces verts proche de vastes terrains agricoles et de la mer",Maisons,Résidentiel,Espaces verts,Périurbain,Sud Yport,Moyen-sup
+25,Martin (pas de numéro de dossier),,Homme,21.0,0.0,563.0,295.0,7404.0,336 rue du Moulin 76940 Arelaune-en-Seine,France,Hébergé,,7 rue Henri Simon 76111 Yport,France,Locataire,Alternance,"Maison lotissement classe moyenne récent, peu dense et très verdoyant, forte proximité de terres agricoles.",Individuel,Maisons,Résidentiel,Arboré,Péri-urbain,Nord Rouen,Moyen,"Zone résidentielle, mixte maisons bourgeoises et classe moy, zone avec espaces verts proche de vastes terrains agricoles et de la mer",Maisons,Résidentiel,Espaces verts,Péri-urbain,Sud Yport,Moyen-sup
26,"Lapeyrie (étudiante en architecture, coup de pouce nelly, pas de mobili-pass)",5995888020ee1e000fe4c0fe,Femme,20.0,0.0,,718.84,149523.0,127 avenue du Maréchal de Saxe 69003 Lyon ,France,Hébergé,,153 avenue Jean Jaurès 75019 Paris,France,Locataire,Etude,Immeuble bourgeois du centre de Lyon,Collectif,Immeubles,Commerçant,Urbanisé,Central,Centre Lyon,Sup,"Immeuble années 30, le long de l’avenue Jean Jaurès, à proximité de nombreux commerces",Immeubles,Commerçant,Urbanisé,Central,Nord Paris,Moyen-sup
27,Tanguy,599b05803b1e7d000f147ffb,Homme,37.0,0.0,3452.0,750.0,39197.0,2 bis rue Saint-Michel 59300 Valenciennes,France,Locataire,750.0,16 boulevard Commandant Mandine 13500 Martigues,France,Locataire,Embauche,"Petit immeuble briques rouge zone résidentielle proche université Valenciennes, zone résidentiel, classe moyenne",Collectif,Mixte,Autres activités,Espaces verts,Urbain,Sud Valenciennes,Moyen," Immeuble, dans la résidence Le Chambord, dans un quartier résidentielle constitué de maisons et d’immeuble, classe petit moyen-moyen..",Mixte,Résidentiel,Espaces verts,Urbain,Sud Martigues,Moyen
-28,Mahaosa,59a492cd4515ee000f0eafa8,Femme,21.0,0.0,1226.0,540.0,23069.0,45 rue des Marronniers 77550 Moissy-Cramayel,France,Hébergé,,38 rue du Ménil 92600 Asnières-sur-Seine,France,Locataire,Alternance,"Petit immeuble de 2 étages assez récent mais déjà défraîchi , zone résidentielle, style classe moyenne/populaire face à un grand terrain arboré et non loin de terrains agricoles.",Collectif,Immeubles,Résidentiel,Arboré,Périurbain,Sud-Est Paris,Petit-moyen,"Zone résidentielle assez dense constituée de maisons et d’immeubles, classe moyenne, populaire",Mixte,Résidentiel,Urbanisé,Urbain,Nord Paris,Moyen
-29,Laï,59b794a526163d000f744980,Homme,32.0,1.0,3211.0,750.0,0.0,199 Mingcheng Lu 201103 Shangaï,Chine ,Locataire,,24 bis avenue de la Libération 33610 Canéjan ,France,Locataire,Mutation,"Première couronne de Shanghai, Zone assez densifiée, îlots avec pleins immeubles similaires classes moy-sup, avec proximité de quelques zones arborées..plutôt résidentiel mais différentes activités autour",Collectif,Immeubles,Résidentiel,Espaces verts,Urbain,Sud-Ouest Shanghai,Moyen-sup,"Maison zone résidentielle classe moyenne/supérieure à la périphérie de Pessac, constituée principalement de maisons, dont certaines avec piscine, dans un cadre assez vert et arboré, à proximité de zones de forêt et d’espaces agricoles. ",Mixte,Autres activités,Espaces verts,Périurbain,Sud Bordeaux,Moyen-sup
-30,Lebrun ,59b8096826163d000f7449c9,Homme,36.0,0.0,3558.0,620.0,46022.0,6 rue des Tiocs 33130 Bègles,France,Propriétaire,,68 rue du Vieux Port 69540 Irigny,France,Locataire,Mutation,"Petit immeuble assez récent de 3 étages, résidence de 3 immeubles identiques, fermée par un petit grillage, grand parking extérieur, style plutôt classes moyennes, zone résidentielle proche voie de chemin de fer et lotissements/zones résidentielles constituées plutôt maisons. ",Collectif,Mixte,Résidentiel,Espaces verts,Urbain,Sud Bordeaux,Moyen,"Appartement dans grande maison bourgeoise avec parc, au bord du Rhône, au bord du chemin de fer, dans une zone très verdoyante et arborée. ",Maisons,Résidentiel,Arboré,Périurbain,Sud Lyon,Sup
-32,Auque,59cd098977bf9b000fa29735,Homme,38.0,0.0,5569.0,,96064.0,16 rue Camille Saint-Saëns 87350 Panazol,France,Propriétaire,,16 rue Antoine d’Auvergne 63000 Clermont-Ferrand,France,Locataire,Mutation,Maison avec jardin en zone résidentielle avec espaces verts constituée de maisons classe moy/moy-sup à l’Est de Limoges,Individuel,Lotissement,Résidentiel,Espaces verts,Périurbain,Est Limoges,Moyen-sup,Immeuble ancien dans le centre historique zone plutôt résidentielle et classe moyenne de Clermont-Ferrand,Immeubles,Résidentiel,Urbanisé,Central,Centre Clermont-Ferrand,Moyen-sup
+28,Mahaosa,59a492cd4515ee000f0eafa8,Femme,21.0,0.0,1226.0,540.0,23069.0,45 rue des Marronniers 77550 Moissy-Cramayel,France,Hébergé,,38 rue du Ménil 92600 Asnières-sur-Seine,France,Locataire,Alternance,"Petit immeuble de 2 étages assez récent mais déjà défraîchi , zone résidentielle, style classe moyenne/populaire face à un grand terrain arboré et non loin de terrains agricoles.",Collectif,Immeubles,Résidentiel,Arboré,Péri-urbain,Sud-Est Paris,Petit-moyen,"Zone résidentielle assez dense constituée de maisons et d’immeubles, classe moyenne, populaire",Mixte,Résidentiel,Urbanisé,Urbain,Nord Paris,Moyen
+29,Laï,59b794a526163d000f744980,Homme,32.0,1.0,3211.0,750.0,0.0,199 Mingcheng Lu 201103 Shangaï,Chine ,Locataire,,24 bis avenue de la Libération 33610 Canéjan ,France,Locataire,Mutation,"Première couronne de Shanghai, Zone assez densifiée, îlots avec pleins immeubles similaires classes moy-sup, avec proximité de quelques zones arborées..plutôt résidentiel mais différentes activités autour",Collectif,Immeubles,Résidentiel,Espaces verts,Urbain,Sud-Ouest Shanghai,Moyen-sup,"Maison zone résidentielle classe moyenne/supérieure à la périphérie de Pessac, constituée principalement de maisons, dont certaines avec piscine, dans un cadre assez vert et arboré, à proximité de zones de forêt et d’espaces agricoles. ",Mixte,Autres activités,Espaces verts,Péri-urbain,Sud Bordeaux,Moyen-sup
+30,Lebrun ,59b8096826163d000f7449c9,Homme,36.0,0.0,3558.0,620.0,46022.0,6 rue des Tiocs 33130 Bègles,France,Propriétaire,,68 rue du Vieux Port 69540 Irigny,France,Locataire,Mutation,"Petit immeuble assez récent de 3 étages, résidence de 3 immeubles identiques, fermée par un petit grillage, grand parking extérieur, style plutôt classes moyennes, zone résidentielle proche voie de chemin de fer et lotissements/zones résidentielles constituées plutôt maisons. ",Collectif,Mixte,Résidentiel,Espaces verts,Urbain,Sud Bordeaux,Moyen,"Appartement dans grande maison bourgeoise avec parc, au bord du Rhône, au bord du chemin de fer, dans une zone très verdoyante et arborée. ",Maisons,Résidentiel,Arboré,Péri-urbain,Sud Lyon,Sup
+32,Auque,59cd098977bf9b000fa29735,Homme,38.0,0.0,5569.0,,96064.0,16 rue Camille Saint-Saëns 87350 Panazol,France,Propriétaire,,16 rue Antoine d’Auvergne 63000 Clermont-Ferrand,France,Locataire,Mutation,Maison avec jardin en zone résidentielle avec espaces verts constituée de maisons classe moy/moy-sup à l’Est de Limoges,Individuel,Lotissement,Résidentiel,Espaces verts,Péri-urbain,Est Limoges,Moyen-sup,Immeuble ancien dans le centre historique zone plutôt résidentielle et classe moyenne de Clermont-Ferrand,Immeubles,Résidentiel,Urbanisé,Central,Centre Clermont-Ferrand,Moyen-sup
33,Chacun,597b20b446e7ee000f296f83,Homme,29.0,0.0,4191.0,1500.0,62288.0,52 rue Burdeau 69001 Lyon ,France,Locataire,1500.0,27 rue Jacques Hillairet 75012 Paris ,France,Locataire,Mutation,"Immeuble d’un quartier ancien ,animé et gentrifié du centre historique de Lyon",Collectif,Immeubles,Commerçant,Espaces verts,Central,Centre Lyon,Moyen-sup,Immeuble assez récent d’un quartier un peu commerçant de l’est parisien.,Immeubles,Commerçant,Urbanisé,Central,Est Paris,Moyen-sup
34,Dupré,59d87c9ad80403000f95b2ec,Homme,25.0,0.0,1580.0,515.0,24569.0,9 rue Charles Faroux 60200 Compiègne,France,Locataire,,311 cours Émile Zola 69100 Villeurbanne,France,Locataire,Alternance,Immeuble zone résidentielle classe moyenne Compiègne ,Collectif,Immeubles,Résidentiel,Espaces verts,Urbain,Nord Paris,Moyen,Immeuble quartier un peu commerçant classe moyenne à l’est nord Villeurbanne,Immeubles,Commerçant,Urbanisé,Urbain,Est Lyon,Moyen
35,Boughani,5a008155947fa2000f7da93b,Femme,24.0,0.0,1181.0,568.0,22519.0,7 rue Jules Barard 42300 Roanne,France,Hébergé,,121 route de Genas 69100 Villeurbanne,France,Locataire,Alternance,Maison mitoyenne lotissement/immeuble quartier résidentiel/Zac petit moyen/popu nord est Roanne,Individuel,Mixte,Autres activités,Espaces verts,Urbain,Nord Roanne,Petit-moyen,"Immeuble récent quartier résidentiel immeubles (et qq maisons), sud Villeurbanne, proche tram",Immeubles,Résidentiel,Urbanisé,Urbain,Est Lyon,Moyen-sup
36,Robert,5a02e436947fa2000f7daa64,Homme,28.0,0.0,2035.0,841.0,19260.0,18 rue Saint-Thomas 27000 Evreux,France,Locataire,547.0,109 rue Francis de Préssensé 69100 Villeurbanne ,France,Locataire,Embauche,"Immeuble dans le centre ville, quartier commerçant, plutôt classe moyenne",Collectif,Mixte,Commerçant,Urbanisé,Central,Centre Evreux,Moyen,"Immeuble quartier résidentiel de Villeurbanne, avec qq espaces verts, classe moyenne.",Mixte,Résidentiel,Espaces verts,Urbain,Est Lyon,Moyen
-37,Richardot ,59df7eb5631061000f0e1c6d,Homme,23.0,0.0,1453.0,650.0,10608.0,13 chemin de l’Abreuvoir 21380 Asnière-Les-Dijon ,France,Hébergé,,5 montée du Change 69005 Lyon ,France,Locataire,Alternance,"Maison zone résidentielle, proximité immédiate de terrains agricoles, classe moyenne sup ",Individuel,Maisons,Résidentiel,Agricole,Périurbain,Nord Dijon,Moyen,"Immeuble ancien du Vieux-Lyon, commerçant, classe moi-sup.",Immeubles,Commerçant,Urbanisé,Central,Centre Lyon,Moyen-sup
-38,Morelle,5a1d5647aa796e000fd01e5f,Homme,22.0,0.0,629.0,400.0,94241.0,9 rue Casimir Brenier 38120 Saint-Égrève,France,Hébergé,,23 rue Claudius Penet 69003 Lyon ,France,Locataire,Alternance,"Maison dans périurbain au nord de Grenoble, quartier résidentiel mixte avec maison classe moiy:moy-sup et immeubles plutôt classe populaire ",Individuel,Mixte,Autres activités,Espaces verts,Périurbain,Nord Grenoble,Moyen,"Bloc maisons de ville dans le 3ème de Lyon, zone mixte immeubles et maisons, classe moy-sup/classe mon, plutôt résidentielle avec qq entreprises/usines, qq espaces verts, proximité immédiate du tram",Mixte,Autres activités,Espaces verts,Central,Est Lyon,Moyen-sup
+37,Richardot ,59df7eb5631061000f0e1c6d,Homme,23.0,0.0,1453.0,650.0,10608.0,13 chemin de l’Abreuvoir 21380 Asnière-Les-Dijon ,France,Hébergé,,5 montée du Change 69005 Lyon ,France,Locataire,Alternance,"Maison zone résidentielle, proximité immédiate de terrains agricoles, classe moyenne sup ",Individuel,Maisons,Résidentiel,Agricole,Péri-urbain,Nord Dijon,Moyen,"Immeuble ancien du Vieux-Lyon, commerçant, classe moi-sup.",Immeubles,Commerçant,Urbanisé,Central,Centre Lyon,Moyen-sup
+38,Morelle,5a1d5647aa796e000fd01e5f,Homme,22.0,0.0,629.0,400.0,94241.0,9 rue Casimir Brenier 38120 Saint-Égrève,France,Hébergé,,23 rue Claudius Penet 69003 Lyon ,France,Locataire,Alternance,"Maison dans périurbain au nord de Grenoble, quartier résidentiel mixte avec maison classe moiy:moy-sup et immeubles plutôt classe populaire ",Individuel,Mixte,Autres activités,Espaces verts,Péri-urbain,Nord Grenoble,Moyen,"Bloc maisons de ville dans le 3ème de Lyon, zone mixte immeubles et maisons, classe moy-sup/classe mon, plutôt résidentielle avec qq entreprises/usines, qq espaces verts, proximité immédiate du tram",Mixte,Autres activités,Espaces verts,Central,Est Lyon,Moyen-sup
39,Lecroc,59b1cf109ef75e000f91b7a9,Homme,21.0,0.0,930.0,814.0,55579.0,11 rue Jean-François Millet 44240 La Chapelle-sur-Erdre,France,Hébergé,,"13-27 rue Gaston Tessier 75019 Paris
-",France,Locataire,Alternance,"Maison lotissement périurbain, zone résidentielle au nord de Nantes, arborée et verdoyante, classe moy-sup/sup. ",Individuel,Lotissement,Résidentiel,Arboré,Périurbain,Nord Nantes,Moyen-sup,"Immeubles grand ensemble assez standing ce au nord de Paris, proche de la Villette, proche chemin de fer , plutôt classe moy-sup",Grand ensemble,Commerçant,Urbanisé,Central,Nord Paris,Moyen-sup
-40,Waymel ,5922d351353945000f973938,Homme,40.0,0.0,4130.0,,78234.0,6 rue des Champs Fallot 25460 Étupes,France,Propriétaire,,87 cours Émile Zola 69100 Villeurbanne ,France,Locataire,Embauche,"Maison zone résidentielle périurbain à l’est de Montbéliard , arboré et proche terrains agricoles, classe moyenne",Individuel,Maisons,Résidentiel,Agricole,Périurbain,Est Montbéliard,Moyen,"Barre mmeuble zone commerçante, nord de Villeurbanne, proche métro, classe-classe-mon sup. ",Grand ensemble,Commerçant,Espaces verts,Central,Est Lyon,Moyen-sup
+",France,Locataire,Alternance,"Maison lotissement périurbain, zone résidentielle au nord de Nantes, arborée et verdoyante, classe moy-sup/sup. ",Individuel,Lotissement,Résidentiel,Arboré,Péri-urbain,Nord Nantes,Moyen-sup,"Immeubles grand ensemble assez standing ce au nord de Paris, proche de la Villette, proche chemin de fer , plutôt classe moy-sup",Grand ensemble,Commerçant,Urbanisé,Central,Nord Paris,Moyen-sup
+40,Waymel ,5922d351353945000f973938,Homme,40.0,0.0,4130.0,,78234.0,6 rue des Champs Fallot 25460 Étupes,France,Propriétaire,,87 cours Émile Zola 69100 Villeurbanne ,France,Locataire,Embauche,"Maison zone résidentielle périurbain à l’est de Montbéliard , arboré et proche terrains agricoles, classe moyenne",Individuel,Maisons,Résidentiel,Agricole,Péri-urbain,Est Montbéliard,Moyen,"Barre mmeuble zone commerçante, nord de Villeurbanne, proche métro, classe-classe-mon sup. ",Grand ensemble,Commerçant,Espaces verts,Central,Est Lyon,Moyen-sup
41,Faivre (ABANDON : Pas de contrat de bail),591afe83dbf94a000fee640c,Homme,32.0,0.0,3555.0,,40058.0,2 rue Corbon 75015 Paris,France,Locataire,1300.0,,France,Locataire,Mutation,,,,,,,,,,,,,,,
42,Ceysson ,58cfadf9f1260729fb869eff ,Homme,33.0,0.0,2132.0,998.0,39976.0,87 rue Javel 75015 Paris,France,Locataire,1090.0,39 rue de l’Université 69007 Lyon ,France,Colocataire,Embauche,"Immeuble années 70 dans 15ème PAris, quartier peu verdoyant, commerçant, plutôt classe moy ",Collectif,Immeubles,Commerçant,Urbanisé,,Ouest Paris,Moyen,"Immeuble Lyon 07, quartier commerçant, assez peu verdoyant, îlot plutôt classe moyenne ",Immeubles,Commerçant,Urbanisé,Central,Centre Lyon,Moyen
-43,Ayed,583ea2d45f288a000fcef607,Homme,36.0,2.0,3422.0,1200.0,38892.0,48 impasse des Mousquetaires 59640 Dunkerque ,France,Propriétaire,,9 impasse du Muret 13800 Istres,France,Locataire,Mutation,"Lotissement maisons, zone résidentielle proche ZAC, à l’ouest de Dunkerque, classe moy-sup, espaces verts. ",Individuel,Lotissement,Autres activités,Espaces verts,Périurbain,Ouest Dunkerque,Moyen-sup,"Maison lotissement (certaines maisons avec piscine) à l’est de Istres, proche commerces style ZAC (garage voiture), classe moy-sup, tout proche de la mer",Lotissement,Autres activités,Espaces verts,Périurbain,Est Istres,Moyen-sup
+43,Ayed,583ea2d45f288a000fcef607,Homme,36.0,2.0,3422.0,1200.0,38892.0,48 impasse des Mousquetaires 59640 Dunkerque ,France,Propriétaire,,9 impasse du Muret 13800 Istres,France,Locataire,Mutation,"Lotissement maisons, zone résidentielle proche ZAC, à l’ouest de Dunkerque, classe moy-sup, espaces verts. ",Individuel,Lotissement,Autres activités,Espaces verts,Péri-urbain,Ouest Dunkerque,Moyen-sup,"Maison lotissement (certaines maisons avec piscine) à l’est de Istres, proche commerces style ZAC (garage voiture), classe moy-sup, tout proche de la mer",Lotissement,Autres activités,Espaces verts,Péri-urbain,Est Istres,Moyen-sup
44,Koetitz (ABANDON),59ba672f26163d000f744b78,Homme,,,,,,,,,,,,,Mutation,,,,,,,,,,,,,,,
-45,"Zhou (Mutation arcelor : pass de mobilipass, peu d’info sur conjoint et site de départ. Prise en charge direct par l’entreprise ",57fd834a3b814c000f5ce43b,Homme,38.0,2.0,5044.0,1260.0,,,Chine,,,33 bis route Nationale 8 13080 Luynes,France,Locataire,Mutation,,,,,,,,,"Maison proche lotissement, zone mixte, proximité d’un bois, et de qq entreprises, périurbain, nord de Marseille, classe moyenne",Mixte,Autres activités,Arboré,Périurbain,Nord Marseille,Moyen
+45,"Zhou (Mutation arcelor : pass de mobilipass, peu d’info sur conjoint et site de départ. Prise en charge direct par l’entreprise ",57fd834a3b814c000f5ce43b,Homme,38.0,2.0,5044.0,1260.0,,,Chine,,,33 bis route Nationale 8 13080 Luynes,France,Locataire,Mutation,,,,,,,,,"Maison proche lotissement, zone mixte, proximité d’un bois, et de qq entreprises, périurbain, nord de Marseille, classe moyenne",Mixte,Autres activités,Arboré,Péri-urbain,Nord Marseille,Moyen
46,Murigneux (pas de numéro de dossier),,Femme,50.0,0.0,2873.0,1483.5,45935.0,2 rue de la Loppe 71150 Rully,France,Propriétaire,,69 rue Gabriel Peri 69100 Villeurbanne,France,Locataire,Mutation,"Maison de ville, centre petite commune viticole, au nord de Châlon-sur-Saône. proche quelques commerces, classe moyenne-sup",Individuel,Mixte,Commerçant,Arboré,Central,Centre Rully,Moyen-sup,"Immeuble au nord de Villeurbanne, quartier commerçant, proche Charpenne, classe moy/ moy-sup",Immeubles,Commerçant,Urbanisé,Central,Est Lyon,Moyen-sup
47,Carmona (ABANDON) ,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
48,Didier (pas de numéro de dossier) ,,Homme,34.0,1.0,3356.0,919.0,39309.0,5 rue en Nicolairue 57000 Metz,France,Locataire,911.0,Boulevard Mongin 13500 Martigues ,France,Locataire,Mutation,"Quartier centre de Metz, commerçant, immeubles, classe moyenne-sup, peu verdoyant",Collectif,Immeubles,Commerçant,Urbanisé,Central,Centre Metz,Moyen-sup,"Immeuble, centre Martigues, quartier commerçant peu verdoyant, proximité mer, classe moyenne",Immeubles,Commerçant,Urbanisé,Central,Centre Martigues,Moyen
49,Graille (pas de numéro de dossier) ,,Homme,37.0,0.0,3824.0,,43182.0,37 rue Saint-Fargeau 75020 Paris ,France,Locataire,1076.0,132 rue Bugeaud 69006 Lyon,France,Locataire,Mutation,"Immeuble années 70 quartier commerçant centre est paris. Plutôt classe moy/moy-sup, Espace vert cours inter de beaucoup d’immeubles",Collectif,Immeubles,Commerçant,Espaces verts,Central,Est Paris,Moyen-sup,"Immeuble haussmanien centre Lyon (6ème), quartier moy sup/sup, commerçant, peu d’espaces verts ",Immeubles,Commerçant,Urbanisé,Central,Centre Lyon,Moyen-sup
50,Saïez (pas de numéro de dossier) (ABANDON),,Femme,,,,,,,,,,,,,Mutation,,,,,,,,,,,,,,,
-51,Geffroy,5a312331fdc6d3000f4e49cb,Femme,48.0,0.0,3529.0,750.0,36314.0,69 avenue du Maréchal Foch 78400 Chatou ,France,Locataire,1055.0,2 bis rue Jean Mermoz 74940 Annecy-Le-Vieux,France,Locataire,Embauche,"Bloc maisons de ville années 60 nord-est Paris, quartier mixte immeuble et maisons, moy-sup, commerçant, qq espaces verts",Individuel,Mixte,Commerçant,Urbanisé,Urbain,Nord-Ouest Paris,Moyen-sup,"Petit immeuble récent avec jardin, zone résidentielle maisons et immeubles, périurbaine, à l’Est d’Annecy, plutôt classe moy-sup/sup, grandes maisons avec terrain et piscine à proximité..",Mixte,Commerçant,Espaces verts,Périurbain,Nord-Est Annecy,Sup
-52,Gabriel ,59e61471631061000f0e1e34,Femme,25.0,0.0,2695.0,,108317.0,150 chemin de la Tuilerie 13320 Bouc-Bel-Air,France,Hébergé,,12 rue Fourcade 75015 Paris ,France,Locataire,Embauche,"Maison, zone résidentielle périurbaine, lotissement classe moy-sup au sud d’Aix-en-Provence, présence arbres et espaces verts. ",Individuel,Lotissement,Résidentiel,Espaces verts,Périurbain,Sud Aix-en-Provence,Sup,"Immeuble bourgeois quartier commerçant, centre paris (15ème),urbanisé",Immeubles,Commerçant,Urbanisé,Central,Centre Paris,Sup
+51,Geffroy,5a312331fdc6d3000f4e49cb,Femme,48.0,0.0,3529.0,750.0,36314.0,69 avenue du Maréchal Foch 78400 Chatou ,France,Locataire,1055.0,2 bis rue Jean Mermoz 74940 Annecy-Le-Vieux,France,Locataire,Embauche,"Bloc maisons de ville années 60 nord-est Paris, quartier mixte immeuble et maisons, moy-sup, commerçant, qq espaces verts",Individuel,Mixte,Commerçant,Urbanisé,Urbain,Nord-Ouest Paris,Moyen-sup,"Petit immeuble récent avec jardin, zone résidentielle maisons et immeubles, périurbaine, à l’Est d’Annecy, plutôt classe moy-sup/sup, grandes maisons avec terrain et piscine à proximité..",Mixte,Commerçant,Espaces verts,Péri-urbain,Nord-Est Annecy,Sup
+52,Gabriel ,59e61471631061000f0e1e34,Femme,25.0,0.0,2695.0,,108317.0,150 chemin de la Tuilerie 13320 Bouc-Bel-Air,France,Hébergé,,12 rue Fourcade 75015 Paris ,France,Locataire,Embauche,"Maison, zone résidentielle périurbaine, lotissement classe moy-sup au sud d’Aix-en-Provence, présence arbres et espaces verts. ",Individuel,Lotissement,Résidentiel,Espaces verts,Péri-urbain,Sud Aix-en-Provence,Sup,"Immeuble bourgeois quartier commerçant, centre paris (15ème),urbanisé",Immeubles,Commerçant,Urbanisé,Central,Centre Paris,Sup
53,Dramé,59fb8e49947fa2000f7da794,Homme,32.0,1.0,2189.0,437.0,24403.0,2 Allée Boris Vian 93380 Pierrefitte-sur-Seine,France,Hébergé,,3 rue Henri Chevalier 69004 Lyon ,France,Locataire,Embauche,"Immeuble récent, style grand ensemble classe moyenne (avec autour grands ensemble plutôt popu) résidentiel, au sud de Sarcelles, peu verdoyant.",Collectif,Grand ensemble,Résidentiel,Urbanisé,Urbain,Nord Paris,Petit-moyen,"Petit immeuble années 70 au nord du 4ème à Lyon( limite Cuire), zone résidentielle, mixte immeubles, gd ensemble, et maisons, plutôt classe moy, assez vert. ",Mixte,Résidentiel,Espaces verts,Urbain,Nord Lyon,Moyen
54,Laniray (ABANDON),59df29f0631061000f0e1c56,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
55,Joly (pas de numéro de dossier),,Homme,46.0,0.0,5005.0,1100.0,47649.0,89 rue Faraday 59700 Marcq-en-Bareuil,France,Propriétaire,,Mas du Pin 13930 Aureille,France,Locataire,Mutation,"Maison de ville brique rouge (maisons collées les unes aux autres) , avec petit jardin, résidentiel, classe moy, nord-est de Lille",Individuel,Mixte,Résidentiel,Espaces verts,Urbain,Nord-Est Lille,Moyen,Adresse introuvable sur google View,,,,,,
56,Paul (pas de numéro de dossier pas de données sur nombre de biens biens proposés et visités) ,,Homme,28.0,0.0,1604.0,550.0,106301.0,490 avenue Louis Bozzo 83000 Toulon,France,Hébergé,,336 rue Paul Bert 69003 Lyon,France,Colocataire,Embauche,Maison avec piscine dans quartier résidentiel classe sup au nord-est de Toulon ,Individuel,Maisons,Résidentiel,Espaces verts,Urbain,Nord-Est Toulon,Sup,"Immeuble années 70 dans quartier commerçant, fin du 3ème à l’est de Lyon, classe moy",Immeubles,Commerçant,Urbanisé,Central,Est Lyon,Moyen
57,Fauquet,5a2ea7a0a05fae000fd4e3d2,Homme,53.0,1.0,7965.0,660.0,73422.0,31 rue Decoster Virnot 59700 Marcq-en-Bareuil,France,Locataire,,29 rue Chocatelle 51200 Epernay,France,Locataire,Mutation,"Immeuble années 90, quartier résidentiel avec quelques entreprises, plutôt classe moy-sup commune nord-est de Lille sur ceinture urbaine avec Tourcoing",Collectif,Mixte,Résidentiel,Espaces verts,Urbain,Nord-Est Lille,Moyen-sup,"Petit immeuble années 90 quartier central, commerçant classe moy-sup, qq espaces-verts, ",Immeubles,Commerçant,Urbanisé,Central,Centre Epernay,Moyen-sup
58,Longin,5a3c061534fd41000f4bcd28,Femme,46.0,2.0,2446.0,720.0,14916.0,62 avenue Mont Jovis 87100 Limoges,France,Locataire,630.0,9 rue Victor Hugo 69800 Saint-Priest,France,Locataire,Embauche,"Petit immeuble 2 étages, zone mixte, centre Limoge, quartier un peu commerçant, plutôt classe moy-sup",Collectif,Immeubles,Commerçant,Urbanisé,Central,Centre Limoges,Petit-moyen,"Barre immeuble 5 étages grand ensemble, quartier urbanisé, mixtes immeubles, barres, maisons, plutôt résidentiel, moyen/popu ",Grand ensemble,Résidentiel,Espaces verts,Urbain,Sud-Est Lyon,Petit-moyen
-59,Rouille,5a2bf54fa05fae000fd4e3a7,Femme,25.0,0.0,1560.0,955.39,,2542 Route de Guinot 31330 Merville,France,Locataire,880.0,146 allée du domaine des acacias 01480 Ars- sur-Formans,France,Locataire,Mutation,"Maison isolée, zone rurale, entourée de terrains agricoles, proche lotissement et petite commune nord ouest de Toulouse, maison classe moy/petit moyen",Individuel,Maisons,Résidentiel,Agricole,Rural,Nord-Ouest Toulouse,Moyen,"Maison lotissement neuf classe moyenne/petit moyen, proximité immédiate terrains agricole, petite commune à l’Est de Villefranche-sur-Saône.",Lotissement,Résidentiel,Agricole,Périurbain,Est Villefranche-sur-Saône,Moyen
+59,Rouille,5a2bf54fa05fae000fd4e3a7,Femme,25.0,0.0,1560.0,955.39,,2542 Route de Guinot 31330 Merville,France,Locataire,880.0,146 allée du domaine des acacias 01480 Ars- sur-Formans,France,Locataire,Mutation,"Maison isolée, zone rurale, entourée de terrains agricoles, proche lotissement et petite commune nord ouest de Toulouse, maison classe moy/petit moyen",Individuel,Maisons,Résidentiel,Agricole,Rural,Nord-Ouest Toulouse,Moyen,"Maison lotissement neuf classe moyenne/petit moyen, proximité immédiate terrains agricole, petite commune à l’Est de Villefranche-sur-Saône.",Lotissement,Résidentiel,Agricole,Péri-urbain,Est Villefranche-sur-Saône,Moyen
60,Coulibaly ,5a3fdfc534fd41000f4bce68,Femme,28.0,0.0,2374.0,570.0,6872.0,4 rue Charles Emile Paris 93350 Le Bourget,France,Locataire,854.0,9 rue Hanappier 33200 Bordeaux,France,Locataire,Embauche,"Petite maison quartier résidentiel mixte immeubles et maisons, périphérie Nord-Est de Paris, classe moyenne/moyenne sup",Individuel,Mixte,Résidentiel,Espaces verts,Urbain,Nord-Est Paris,Moyen,"Immeuble récent quartier résidentiel, mixte, limite ouest du centre de Bordeaux, classe moyenne ",Mixte,Résidentiel,Urbanisé,Urbain,Ouest Bordeaux,Moyen
-61,Baillot ,5a314707832f4e000f7731b7,Homme,27.0,0.0,1970.0,434.0,21971.0,36 rue des Lads 69500 Bron,France,Locataire,516.0,1 rue Ernest Renan 35136 Saint-Jacques-de-la-Lande,France,Locataire,Mutation,"Petit immeuble 2 étages zone résidentielle mixte maison/immeubles, classe moyenne/petit moyen, Sud- Est de Lyon, proche axe routier, Uni Lyon 2 Broin et parc",Collectif,Mixte,Résidentiel,Espaces verts,Urbain,Sud-Est Lyon,Moyen,"Petit immeuble 2 étages assez récent dans groupe immeubles similaires, zone résidentielle, périurbain sud ouest de Rennes, classe moyenne, qq espaces verts ",Mixte,Résidentiel,Espaces verts,Périurbain,Sud-Ouest Rennes,Moyen
+61,Baillot ,5a314707832f4e000f7731b7,Homme,27.0,0.0,1970.0,434.0,21971.0,36 rue des Lads 69500 Bron,France,Locataire,516.0,1 rue Ernest Renan 35136 Saint-Jacques-de-la-Lande,France,Locataire,Mutation,"Petit immeuble 2 étages zone résidentielle mixte maison/immeubles, classe moyenne/petit moyen, Sud- Est de Lyon, proche axe routier, Uni Lyon 2 Broin et parc",Collectif,Mixte,Résidentiel,Espaces verts,Urbain,Sud-Est Lyon,Moyen,"Petit immeuble 2 étages assez récent dans groupe immeubles similaires, zone résidentielle, périurbain sud ouest de Rennes, classe moyenne, qq espaces verts ",Mixte,Résidentiel,Espaces verts,Péri-urbain,Sud-Ouest Rennes,Moyen
62,Boulbaroud,5a5ce84ffaa5a0000f8565b4,Homme,24.0,0.0,1026.0,380.0,,27 avenue de Schwargenbeck 07200 Aubenas,France,Hébergé,,"65 rue Jules Guesde
69200 Venissieux",France,Locataire,Alternance,"Barre immeuble quartier résidentiel popu ouest de Aubenas, mixte avec maisons ",Collectif,Mixte,Résidentiel,Urbanisé,Urbain,Ouest Aubenas,Popu,"Immeuble récent 4 étage, quartier résidentiel classe moyenne/popu, (mosquée , usine à proximité, ..)",Immeubles,Autres activités,Urbanisé,Urbain,Sud-Est Lyon,Petit-moyen
-63,Ambarki ,5a562171faa5a0000f856329,Homme,32.0,0.0,1534.0,830.0,19435.0,9 chemin du Monarie 38240 Meylan,France,Locataire,460.0,4 rue Marcel Sambat 69150 Decines,France,Locataire,Mutation,"Résidence petits immeubles périurbain, résidentiel, avec qq entreprises et lotissement à proxilité, proche autoroute, verdoyant et arboré, classe moy-sup, Nord-Est Grenoble",Collectif,Mixte,Autres activités,Arboré,Périurbain,Nord-Est Grenoble,Moyen-sup,"Immeuble récent quartier un peu commerçant, mixte avec maisons, est de Lyon, urbain, espace verts, classe moyennne, proche lotissements",Mixte,Commerçant,Espaces verts,Périurbain,Est Lyon,Moyen
+63,Ambarki ,5a562171faa5a0000f856329,Homme,32.0,0.0,1534.0,830.0,19435.0,9 chemin du Monarie 38240 Meylan,France,Locataire,460.0,4 rue Marcel Sambat 69150 Decines,France,Locataire,Mutation,"Résidence petits immeubles périurbain, résidentiel, avec qq entreprises et lotissement à proxilité, proche autoroute, verdoyant et arboré, classe moy-sup, Nord-Est Grenoble",Collectif,Mixte,Autres activités,Arboré,Péri-urbain,Nord-Est Grenoble,Moyen-sup,"Immeuble récent quartier un peu commerçant, mixte avec maisons, est de Lyon, urbain, espace verts, classe moyennne, proche lotissements",Mixte,Commerçant,Espaces verts,Péri-urbain,Est Lyon,Moyen
64,BIzig ,5a5e5ae7faa5a0000f8566ae,Homme,19.0,0.0,922.0,483.0,25326.0,246 route de Bourg 01360 Jayat,France,Hébergé,,"81 avenue Marius Herliet, 69008 Lyon",France,Locataire,Alternance,"Annexe à l’arrière d’un bar-restau en bord de route. Village au nord de Bourg en Bresse., terres agricoles à proximité. Zone classe moy/popu",Individuel,Maisons,Commerçant,Agricole,Rural,Nord Bourg en Bresse,Moyen,"Immeuble résidence années 70-80, zone commerçante/résidentielle Bron classe moyenne,moyenne, un peu d’espaces verts",Immeubles,Commerçant,Urbanisé,Central,Est Lyon,Moyen
65,Harduin ,5a37f7817f1530000feef370,Femme,25.0,0.0,1178.0,588.0,10075.0,14 b Faubourg Reclus 73000 Chambéry,France,Locataire,621.0,3 rue Claude Berri 69800 Saint-Priest,France,Locataire,Mutation,"Immeuble années 60 avec grande tour derrière dans la même architecture, dans zone commerçant limite centre historique Chambéry, quartier classe moyenne, peu verdoyant",Collectif,Immeubles,Commerçant,Urbanisé,Central,Centre Chambéry,Moyen,"Petit immeuble dans résidence de 5 immeubles similaires, récent, avec espaces verts , classe moyenne , dans style ZAC, commune sud-est Lyon",Immeubles,Autres activités,Espaces verts,Urbain,Sud-Est Lyon,Moyen
66,Talbaoui ,5a72cc51920f43000fa336ba,Homme,22.0,0.0,1181.0,447.0,0.0,12 rue Bitola 88000 Epinal,France,Hébergé,,46 cours Docteur Long 69003 Lyon,France,Locataire,Alternance,"Immeuble grand ensemble quartier popu au sud d’Epinal, qq espaces verts ",Collectif,Grand ensemble,Résidentiel,Espaces verts,Urbain,Sud Épinal,Popu,"Petit immeuble quartier commerçant plutôt moyen- moyen-sup, est du centre de Lyon, urbanisé",Mixte,Commerçant,Urbanisé,Central,Est Lyon,Moyen-sup
-67,Petitjean ,5a8eafed3e0001000f5466c3,Homme,24.0,0.0,1775.0,489.0,57545.0,20 rue d’Eguesteim 68110 Illzach,France,Hébergé,,290 rue Jean-Paul Sartre 38090 Villefontaine,France,Locataire,Embauche,"Logement maison mitoyenne lotissement résidentiel, moyen-sup/sup, proche terrains agricoles",Individuel,Lotissement,Résidentiel,Espaces verts,Périurbain,Nord Mulhouse,Moyen-sup,"Immeuble assez récent, zone résidentielle petits immeubles, classe popu/moyenne, arboré, sud-est Lyon ",Immeubles,Résidentiel,Arboré,Périurbain,Sud-Est Lyon,Petit-moyen
-68,Jacob,5a42657634fd41000f4bce6d,Femme,30.0,0.0,1796.0,450.0,1960.0,6 allée du Jardin Public 47250 Samazan,France,Hébergé,,38 rue Chalopin 69007 Lyon,France,Locataire,Embauche,"Maison lotissement classe moyen/petit-moyen, espaces verts, résidentiel, sud de Marmande, proche terrains agricoles et petit bois",Individuel,Lotissement,Résidentiel,Agricole,Périurbain,Sud Marmande,Moyen,"Immeuble dans le centre de Lyon (7ème) quartier commerçant, plutôt classe popu et moyenne-moyenne-sup, en gentrification",Immeubles,Commerçant,Urbanisé,Central,Centre Lyon,Moyen-sup
+67,Petitjean ,5a8eafed3e0001000f5466c3,Homme,24.0,0.0,1775.0,489.0,57545.0,20 rue d’Eguesteim 68110 Illzach,France,Hébergé,,290 rue Jean-Paul Sartre 38090 Villefontaine,France,Locataire,Embauche,"Logement maison mitoyenne lotissement résidentiel, moyen-sup/sup, proche terrains agricoles",Individuel,Lotissement,Résidentiel,Espaces verts,Péri-urbain,Nord Mulhouse,Moyen-sup,"Immeuble assez récent, zone résidentielle petits immeubles, classe popu/moyenne, arboré, sud-est Lyon ",Immeubles,Résidentiel,Arboré,Péri-urbain,Sud-Est Lyon,Petit-moyen
+68,Jacob,5a42657634fd41000f4bce6d,Femme,30.0,0.0,1796.0,450.0,1960.0,6 allée du Jardin Public 47250 Samazan,France,Hébergé,,38 rue Chalopin 69007 Lyon,France,Locataire,Embauche,"Maison lotissement classe moyen/petit-moyen, espaces verts, résidentiel, sud de Marmande, proche terrains agricoles et petit bois",Individuel,Lotissement,Résidentiel,Agricole,Péri-urbain,Sud Marmande,Moyen,"Immeuble dans le centre de Lyon (7ème) quartier commerçant, plutôt classe popu et moyenne-moyenne-sup, en gentrification",Immeubles,Commerçant,Urbanisé,Central,Centre Lyon,Moyen-sup
69,Mambuene,5a5d2c6cfaa5a0000f8565ba,Femme,26.0,0.0,1796.0,1210.0,11101.0,14 rue Charles Quint 59800 Lille,France,Locataire,740.0,3 rue Danton 94270 Le Kremlin Bicêtre,France,Locataire,Embauche,"Petit immeuble en brique rouge dans le centre de Lille, urbanisé, quartier commerçant, classe moyen-sup, ",Collectif,Mixte,Commerçant,Urbanisé,Central,Centre Lille,Moyen-sup,"Immeuble 70’s quartier commerçant classe popu/moyenne, juste derrière périphérique, sud de Paris",Immeubles,Commerçant,Urbanisé,Urbain,Sud Paris,Moyen
70,Menouer,5a816a5f1ca503000ffaf2bc,Homme,33.0,0.0,1463.0,500.0,,93 lotissement 275 Hai Khemisti 31000 Oran,Algérie,Hébergé,,3 rue des Charrières 69320 Feyzin,France,Locataire,Embauche,"Logement (pas possible de voir si maison ou immeuble) dans un quartier résidentiel à l’est de Oran, plutôt classe moyenne, très urbanisé",Individuel,Mixte,Résidentiel,Urbanisé,Urbain,Est Oran,Moyen,"Immeuble dans un quartier commerçant de Villeurbanne, urbanisé, classe moyenne- moyenne-sup, proche Gratte-Ciel",Immeubles,Commerçant,Urbanisé,Central,Est Lyon,Moyen
-71,Schneider ,5ab12eb03e0001000f547e79,Femme,38.0,0.0,2079.0,750.0,34901.0,20 route de Briey 57160 Châtel-Saint-Germain,France,Propriétaire,,30 rue du 19 Novembre 68870 Bartenheim,France,Locataire,Mutation,"Maison bord de route, proche lotissements, zone périurbaine à l’ouest de Metz, classe moyenne/popu, arboré et vert",Individuel,Maisons,Résidentiel,Arboré,Périurbain,Ouest Metz,Moyen,"Petit immeuble, zone résidentielle classe moyenne, espaces verts, commune au sud-est de Mulhouse. ",Mixte,Résidentiel,Espaces verts,Urbain,Sud-Est Mulhouse,Moyen
+71,Schneider ,5ab12eb03e0001000f547e79,Femme,38.0,0.0,2079.0,750.0,34901.0,20 route de Briey 57160 Châtel-Saint-Germain,France,Propriétaire,,30 rue du 19 Novembre 68870 Bartenheim,France,Locataire,Mutation,"Maison bord de route, proche lotissements, zone périurbaine à l’ouest de Metz, classe moyenne/popu, arboré et vert",Individuel,Maisons,Résidentiel,Arboré,Péri-urbain,Ouest Metz,Moyen,"Petit immeuble, zone résidentielle classe moyenne, espaces verts, commune au sud-est de Mulhouse. ",Mixte,Résidentiel,Espaces verts,Urbain,Sud-Est Mulhouse,Moyen
72,Carlier ,5a78899e920f43000fa338fe,Homme,51.0,0.0,1961.0,860.0,1170.0,37 rue du Général Gillant 57100 Thionville ,France,Locataire,,16 avenue Félix Gouin 13800 Istres,France,Locataire,Embauche,"Maison en zone résidentielle, périurbain, nord-ouest de Thionville, classe moyenne, proche terrains agricoles",Invididuel,Maisons,Résidentiel,Agricole,Rural,Nord-Ouest Thionville,Moyen,"Immeuble dans grand ensemble, zone maisons/immeuble, classe moyenne/popu, zone résidentielle, proche du centre",Mixte,Résidentiel,Urbanisé,Urbain,Centre Istres,Petit-moyen
73,Lienhart,5a8e9be33e0001000f5466bc,Homme,25.0,0.0,2034.0,372.36,37886.0,15 rue Gay Lambert 13005 Marseille,France,Hébergé,,39 rue Jules Brunard 69007 Lyon ,France,Locataire,Embauche,"Maison mitoyenne dans quartier résidentiel du centre de Marseille , classe moyenne/moyenne-sup, urbanisé",Individuel,Mixte,Résidentiel,Urbanisé,Central,Est Marseille,Moyen-sup,"Immeuble 70’s quartier central de Lyon, quelques commerces, un peu de verdure, moyen/moyen-sup",Immeubles,Résidentiel,Espaces verts,Central,Centre Lyon,Moyen-sup
-74,Mande,5a799985920f43000fa33a44,Homme,48.0,6.0,4051.0,1163.0,31763.0,2 rue des Cavaliers 97310 Kourou,France,Locataire,1120.0,1806 Chemin du Carreyrat 82000 Montauban,France,Locataire,Mutation,"Maison lotissement résidentiel du centre de Kourou, classe moy-sup/sup urbanisé",Individuel,Lotissement,Résidentiel,Urbanisé,Central,Centre Kourou,Moyen-sup,"Maison lotissement périurbain classe moy-sup, espaces verts",Lotissement,Résidentiel,Espaces verts,Périurbain,Sud-Est Montauban,Moyen-sup
-75,Sery,5a8f358f3e0001000f5467b1,Homme,27.0,0.0,2245.0,669.0,12876.0,6 rue de la Ouatose 38420 Domène,France,Locataire,615.0,Allée Nord-Sud 69100 Villeurbanne,France,Locataire,Embauche,"Lot Immeubles récents, poche lotissement maisons, quartier résidentiel zone périurbaine, vue sur les montagnes, classe moyenne/moy-sup",Collectif,Mixte,Résidentiel,Espaces verts,Périurbain,Nord-Est Grenoble,Moyen-sup,"Immeuble 90’s proche centre Villeurbanne, quartier résidentiel, classe moyenne/moy-sup",Immeubles,Résidentiel,Urbanisé,Central,Est Lyon,Moyen
+74,Mande,5a799985920f43000fa33a44,Homme,48.0,6.0,4051.0,1163.0,31763.0,2 rue des Cavaliers 97310 Kourou,France,Locataire,1120.0,1806 Chemin du Carreyrat 82000 Montauban,France,Locataire,Mutation,"Maison lotissement résidentiel du centre de Kourou, classe moy-sup/sup urbanisé",Individuel,Lotissement,Résidentiel,Urbanisé,Central,Centre Kourou,Moyen-sup,"Maison lotissement périurbain classe moy-sup, espaces verts",Lotissement,Résidentiel,Espaces verts,Péri-urbain,Sud-Est Montauban,Moyen-sup
+75,Sery,5a8f358f3e0001000f5467b1,Homme,27.0,0.0,2245.0,669.0,12876.0,6 rue de la Ouatose 38420 Domène,France,Locataire,615.0,Allée Nord-Sud 69100 Villeurbanne,France,Locataire,Embauche,"Lot Immeubles récents, poche lotissement maisons, quartier résidentiel zone périurbaine, vue sur les montagnes, classe moyenne/moy-sup",Collectif,Mixte,Résidentiel,Espaces verts,Péri-urbain,Nord-Est Grenoble,Moyen-sup,"Immeuble 90’s proche centre Villeurbanne, quartier résidentiel, classe moyenne/moy-sup",Immeubles,Résidentiel,Urbanisé,Central,Est Lyon,Moyen
76,Er Rifki ABANDON… A MODIFIER DANS DOCU MODALISA (bail saisi est son bail précédent…logement de transition ?).. Je laisse les info saisie pour le moment.. a voir avec Loïc..,5a79f672920f43000fa33ba3,Femme,24.0,0.0,1025.0,495.0,534.0,22 rue du Brabant 25000 Besançon,France,Hébergé,,2 rue Général Dayau 69100 Villeurbanne,France,Locataire,Alternance,,,,,,,,,,,,,,,
-77,Benhaddad,5a75a845920f43000fa33817,Femme,23.0,0.0,1422.0,1148.0,,33 rue Théophraste Renaudot 42000 Saint-Etienne,France,Hébergé,,77 boulevard National 92250 La Garenne-Colombe,France,Locataire,Alternance,Maison classe moy-popu quartier résidentiel périurbain au NOrd-Ouest de Saint-Étienne. ,Individuel,Maisons,Résidentiel,Espaces verts,Périurbain,Nord-Ouest Saint-Étienne,Petit-moyen,"Immeuble années 80 classe moyenne, dans zone commerçante,, proche tram, urbanisée, nord-ouest de Paris",Immeubles,Commerçant,Urbanisé,Urbain,Nord-Ouest Paris,Moyen
-78,Suptil,5a57d6befaa5a0000f856452,Femme,25.0,0.0,1348.0,630.0,13791.0,430 rue de la République 73000 Chambéry,France,Hébergé,,10 boulevard des Collèges 38230 Pont de Cheruy,France,Locataire,Embauche,"Immeuble récent quartier un peu commerçant, classe moy/moy-sup, proche centre Chambéry, quelques espaces-verts",Collectif,Immeubles,Commerçant,Espaces verts,Central,Centre Chambéry,Moyen-sup,"Maison commune est de Lyon, petit lotissement, zone résidentielle, proche écoles..",Mixte,Autres activités,Espaces verts,Périurbain,Est Lyon,Moyen
+77,Benhaddad,5a75a845920f43000fa33817,Femme,23.0,0.0,1422.0,1148.0,,33 rue Théophraste Renaudot 42000 Saint-Etienne,France,Hébergé,,77 boulevard National 92250 La Garenne-Colombe,France,Locataire,Alternance,Maison classe moy-popu quartier résidentiel périurbain au NOrd-Ouest de Saint-Étienne. ,Individuel,Maisons,Résidentiel,Espaces verts,Péri-urbain,Nord-Ouest Saint-Étienne,Petit-moyen,"Immeuble années 80 classe moyenne, dans zone commerçante,, proche tram, urbanisée, nord-ouest de Paris",Immeubles,Commerçant,Urbanisé,Urbain,Nord-Ouest Paris,Moyen
+78,Suptil,5a57d6befaa5a0000f856452,Femme,25.0,0.0,1348.0,630.0,13791.0,430 rue de la République 73000 Chambéry,France,Hébergé,,10 boulevard des Collèges 38230 Pont de Cheruy,France,Locataire,Embauche,"Immeuble récent quartier un peu commerçant, classe moy/moy-sup, proche centre Chambéry, quelques espaces-verts",Collectif,Immeubles,Commerçant,Espaces verts,Central,Centre Chambéry,Moyen-sup,"Maison commune est de Lyon, petit lotissement, zone résidentielle, proche écoles..",Mixte,Autres activités,Espaces verts,Péri-urbain,Est Lyon,Moyen
79,Petit ,5aa401733e0001000f5472ca,Femme,52.0,1.0,2078.0,651.0,24941.0,26 avenue de la Gare 73700 Bourg- Saint-Maurice,France,Locataire,423.0,4 rue de Thou 69001 Lyon,France,Locataire,Mutation,"Petit immeuble années 50 dans le centre de Bourg-Saint-Maurice. Zone commerçante, proche gare, moyen/moyen-sup",Collectif,Mixte,Commerçant,Urbanisé,Central,Centre Bourg-Saint-Maurice,Moyen-sup,"Immeuble ancien centre de Lyon, quartier commerçant, moyen-sup/sup",Immeubles,Commerçant,Urbanisé,Central,Centre Lyon,Moyen-sup
-80,Jourdain ,5a2ff97aa05fae000fd4e54a,Homme,55.0,0.0,3800.0,300.0,66875.0,16 rue des Redons 13280 Raphèle-les-Arles,France,Propriétaire,,1 rue Montjézieux 48100 Bourg-sur-Cologne,France,Locataire,Mutation,"Maison lotissement zone résidentielle périurbaine, classe moy-sup/sup, proche terres agricoles",Individuel,Lotissement,Résidentiel,Espaces verts,Périurbain,Sud-Est Arles,Moyen-sup,Maison (adresse introuvable sur Google view),,,,,,
-81,Peaudeau,5a747974920f43000fa33808,Homme,31.0,0.0,2310.0,704.0,18580.0,15 mail du Chêne Roux 35135 Chantepie,France,Locataire,507.0,146 bis avenue Felix Faure 69003 Lyon,France,Locataire,Embauche,"îlot petits immeubles récents proche lotissement maisons, proche terrains agricoles, zone résidentielle périurbaine, classe moyenne/moyen-sup",Collectif,Mixte,Résidentiel,Arboré,Périurbain,Sud-Est Rennes,Moyen-sup,"Immeuble ancien centre LYon, quartier commerçant, moyen sup/sup",Immeubles,Commerçant,Espaces verts,Central,Centre Lyon,Moyen-sup
+80,Jourdain ,5a2ff97aa05fae000fd4e54a,Homme,55.0,0.0,3800.0,300.0,66875.0,16 rue des Redons 13280 Raphèle-les-Arles,France,Propriétaire,,1 rue Montjézieux 48100 Bourg-sur-Cologne,France,Locataire,Mutation,"Maison lotissement zone résidentielle périurbaine, classe moy-sup/sup, proche terres agricoles",Individuel,Lotissement,Résidentiel,Espaces verts,Péri-urbain,Sud-Est Arles,Moyen-sup,Maison (adresse introuvable sur Google view),,,,,,
+81,Peaudeau,5a747974920f43000fa33808,Homme,31.0,0.0,2310.0,704.0,18580.0,15 mail du Chêne Roux 35135 Chantepie,France,Locataire,507.0,146 bis avenue Felix Faure 69003 Lyon,France,Locataire,Embauche,"îlot petits immeubles récents proche lotissement maisons, proche terrains agricoles, zone résidentielle périurbaine, classe moyenne/moyen-sup",Collectif,Mixte,Résidentiel,Arboré,Péri-urbain,Sud-Est Rennes,Moyen-sup,"Immeuble ancien centre LYon, quartier commerçant, moyen sup/sup",Immeubles,Commerçant,Espaces verts,Central,Centre Lyon,Moyen-sup
82,El Yacoubi,5a904eea3e0001000f546823,Homme,38.0,0.0,1553.0,430.0,22240.0,25 rue du Puits 83560 Vinon-sur-Verdon,France,Locataire,330.0,1 rue Claude Deschamps 33150 Cenon,France,Locataire,Mutation,"Maison mitoyenne centre commune, plutôt résidentiel, quartier proche qq commerces, classe moyenne/popu",Individuel,Maisons,Résidentiel,Urbanisé,Central,Nord-Est Aix-en-Provence,Popu,"Immeuble récent dans ZAC, urbanisé, zone plutôt résidentiel classe moy/popu",Mixte,Autres activités,Urbanisé,Urbain,Est Bordeaux,Popu
-83,Soares ,5a69cb18920f43000fa33273,Homme,25.0,0.0,1900.0,840.0,47379.0,5 allée du Mont Beuvray 71200 Le Creusot,France,Hébergé,,5 avenue de Gevrier 74960 Cran-Gevrier,France,Locataire,Embauche,Adresse introuvable sur Google View,,,,,,,,"Résidence immeuble années 70 avec parc et piscine. Classe moy sup, zone résidentielle à l’ouest d’Annecy",Mixte,Résidentiel,Espaces verts,Périurbain,Ouest Annecy,Moyen-sup
-84,Rakotozafy,5a5cd971faa5a0000f8565ac,Homme,39.0,1.0,2880.0,1230.0,21415.0,6C rue Jean Sans Peur 21850 Saint-Apollinaire,France,Locataire,,14 rue Joliot-Curie 69320 Feyzin,France,Locataire,Mutation,"Petits immeubles assez récent, zone résidentiel un peu arborée, classe moy/popu, entouré de lotissements maisons",Collectif,Mixte,Résidentiel,Espaces verts,Périurbain,Nord-Est Dijon,Moyen,"Petit immeuble quartier résidentiel, proche stade de foot, classe moyennes-sup, espaces verts, sud Lyon, non loin des raffineries",Mixte,Résidentiel,Espaces verts,Périurbain,Sud Lyon,Moyen-sup
+83,Soares ,5a69cb18920f43000fa33273,Homme,25.0,0.0,1900.0,840.0,47379.0,5 allée du Mont Beuvray 71200 Le Creusot,France,Hébergé,,5 avenue de Gevrier 74960 Cran-Gevrier,France,Locataire,Embauche,Adresse introuvable sur Google View,,,,,,,,"Résidence immeuble années 70 avec parc et piscine. Classe moy sup, zone résidentielle à l’ouest d’Annecy",Mixte,Résidentiel,Espaces verts,Péri-urbain,Ouest Annecy,Moyen-sup
+84,Rakotozafy,5a5cd971faa5a0000f8565ac,Homme,39.0,1.0,2880.0,1230.0,21415.0,6C rue Jean Sans Peur 21850 Saint-Apollinaire,France,Locataire,,14 rue Joliot-Curie 69320 Feyzin,France,Locataire,Mutation,"Petits immeubles assez récent, zone résidentiel un peu arborée, classe moy/popu, entouré de lotissements maisons",Collectif,Mixte,Résidentiel,Espaces verts,Péri-urbain,Nord-Est Dijon,Moyen,"Petit immeuble quartier résidentiel, proche stade de foot, classe moyennes-sup, espaces verts, sud Lyon, non loin des raffineries",Mixte,Résidentiel,Espaces verts,Péri-urbain,Sud Lyon,Moyen-sup
85,Banos,5a8d466d3e0001000f54655c,Femme,26.0,1.0,1648.0,685.0,12540.0,22 avenue du Pont Neuf 36000 Châteauroux,France,Locataire,474.0,17 rue Albert Thomas 21300 Chenôve,France,Locataire,Mutation,"Maison de ville au nord du centre de Chateauroux, qq commerces à proximité, plutôt popu, peu de verdure mais parc à proximité",Individuel,Maisons,Commerçant,Espaces verts,Central,Nord Chateauroux,Popu,"Maison quartier plutôt résidentiel avec entreprises/entrepôts proches , plutôt classe moy, quelques jardins devant les maisons mais assez gris",Mixte,Autres activités,Espaces verts,Urbain,Sud Dijon,Moyen
86,Desoche,5ab647433e0001000f54833e,Femme,26.0,0.0,1755.0,435.0,47716.0,65 rue de Vali Hyr 29200 Brest,France,Locataire,,45 rue de Genève 01800 Meximieux,France,Locataire,Embauche,"Immeuble années 80, grand ensemble, quartier populaire, ouest de Brest, espaces verts, proximité quelques commerces (Idl, ..)",Collectif,Grand ensemble,Commerçant,Espaces verts,Urbain,Ouest Brest,Popu,"Petit immeuble assez ancien centre commune à l’est de Lyon, proche du centre et des commerces,, classe moy/popu",Immeubles,Commerçant,Urbanisé,Central,Centre Meximieux,Popu
87,Luzio Da Cruz ,5a6f4fd3920f43000fa334c2,Homme,49.0,0.0,1558.0,540.0,4226.0,29 rue de Dinan 35000 Rennes,France,Locataire,365.0,1 rue Claude Deschamps 33150 Cenon,France,Locataire,Mutation,"Immeuble récent dans le centre de Rennes, quartier classe moy-sup, sup",Collectif,Mixte,Commerçant,Espaces verts,Central,Centre Rennes,Sup,"Immeuble récent zone périphérique proche stade, chemin de fer et grosse route, proche entre prise casse et maisons classe moy/moyen sup",Mixte,Autres activités,Espaces verts,Urbain,Est Bordeaux,Moyen
88,Duchaussoy (ABANDON) mission réalisée mais il n’a jamais donné le bail - j’ai pu saisir toutes les info sauf adresse d’arrivée et bail) ,5a7d7886920f43000fa33e05,Femme,40.0,0.0,1384.0,,15710.0,29 rue Charles Boudeville 60110 Meru,France,Propriétaire,,,,,Mutation,,,,,,,,,,,,,,,
-89,Peuvrelle,5a9040313e0001000f54681,Homme,38.0,4.0,3873.0,617.0,35869.0,85 avenue de Felix 12200 Villefranche- de-Rouergue,France,Locataire,,5 rue du Pavé 39300 Champagnole,France,Locataire,Embauche,"Maison dans lotissement périurbain classe moy, arboré, au sud de la commune",Individuel,Lotissement,Résidentiel,Arboré,Périurbain,Sud Villefranche- de-Rouergue,Moyen,"Maison mitoyenne (petit immeubles ?) dans le centre de la commune. Parc à proximité, plutôt moy/pop, commerces proches",Maisons,Commerçant,Espaces verts,Urbain,Centre Champagnol,Moyen
+89,Peuvrelle,5a9040313e0001000f54681,Homme,38.0,4.0,3873.0,617.0,35869.0,85 avenue de Felix 12200 Villefranche- de-Rouergue,France,Locataire,,5 rue du Pavé 39300 Champagnole,France,Locataire,Embauche,"Maison dans lotissement périurbain classe moy, arboré, au sud de la commune",Individuel,Lotissement,Résidentiel,Arboré,Péri-urbain,Sud Villefranche- de-Rouergue,Moyen,"Maison mitoyenne (petit immeubles ?) dans le centre de la commune. Parc à proximité, plutôt moy/pop, commerces proches",Maisons,Commerçant,Espaces verts,Urbain,Centre Champagnol,Moyen
90,Ragon (ABANDON. Il a trouvé par lui même) ,5a9548b13e0001000f546c68,Homme,55.0,0.0,,,36272.0,8 passage Tenaille 75014 Paris,France,Locataire,,,,,Mutation,,,,,,,,,,,,,,,
-91,Louaabini ,5aafd1413e0001000f547c9d,Femme,40.0,0.0,1686.0,1430.0,18439.0,23 rue Charles Pêtre 57000 Metz,France,Locataire,950.0,1646 chemin de Malvan 06570 Saint-Paul-de-Vence,France,Locataire,Mutation,"Immeuble dans quartier plutôt résidentiel avec quelques commerce au sud de Metz, classe moy/sup, proche grand lycée",Collectif,Mixte,Résidentiel,Urbanisé,Central,Centre Metz,Moyen-sup,"Maison mitoyenne lotissement classe sup zone périurbaine et résidentielle, arborée",Lotissement,Résidentiel,Arboré,Périurbain,Sud Saint-Paul-de-Vence,Sup
-92,"Castagné (pas de bail, elle ne l’a pas donné)",5a90520e3e0001000f546826,Femme,32.0,1.0,850.0,600.0,0.0,Le Bourg 24590 Borrèze,France,Locataire,,4 impasse Bitet 31400 Toulouse,France,Locataire,Embauche,"Adresse trop imprécise pour Google View.Sans doute maison, zone rurale, petite commune au sud de Brive, classe moy/pop (faible revenu du couple)",Individuel,Maisons,Résidentiel,Agricole,Rural,Sud Brive-La-Gaillarde,Moyen,"Immeubles résidence fermée un peu standing, classe moy/moy-sup, à proximité d’un parc, d’une voie express, zone résidentielle à la périphérie sud-est de Toulouse, limite du périurbain",Mixte,Résidentiel,Arboré,Périurbain,Sud-Est Toulouse,Moyen-sup
+91,Louaabini ,5aafd1413e0001000f547c9d,Femme,40.0,0.0,1686.0,1430.0,18439.0,23 rue Charles Pêtre 57000 Metz,France,Locataire,950.0,1646 chemin de Malvan 06570 Saint-Paul-de-Vence,France,Locataire,Mutation,"Immeuble dans quartier plutôt résidentiel avec quelques commerce au sud de Metz, classe moy/sup, proche grand lycée",Collectif,Mixte,Résidentiel,Urbanisé,Central,Centre Metz,Moyen-sup,"Maison mitoyenne lotissement classe sup zone périurbaine et résidentielle, arborée",Lotissement,Résidentiel,Arboré,Péri-urbain,Sud Saint-Paul-de-Vence,Sup
+92,"Castagné (pas de bail, elle ne l’a pas donné)",5a90520e3e0001000f546826,Femme,32.0,1.0,850.0,600.0,0.0,Le Bourg 24590 Borrèze,France,Locataire,,4 impasse Bitet 31400 Toulouse,France,Locataire,Embauche,"Adresse trop imprécise pour Google View.Sans doute maison, zone rurale, petite commune au sud de Brive, classe moy/pop (faible revenu du couple)",Individuel,Maisons,Résidentiel,Agricole,Rural,Sud Brive-La-Gaillarde,Moyen,"Immeubles résidence fermée un peu standing, classe moy/moy-sup, à proximité d’un parc, d’une voie express, zone résidentielle à la périphérie sud-est de Toulouse, limite du périurbain",Mixte,Résidentiel,Arboré,Péri-urbain,Sud-Est Toulouse,Moyen-sup
93,Paratte ,5a65c70fb0be74000fbe94f3,Homme,37.0,2.0,4813.0,1538.0,81286.0,2 place Charles Fillon 75017 Paris,France,Locataire,,44 rue Hénon 69004 Lyon ,France,Locataire,Embauche,"Immeuble bourgeois donnant sur le square des Batignolles, centre nord de Paris. Quartier classes sup, proche commerces. ",Collectif,Immeubles,Commerçant,Arboré,Central,Nord Paris,Sup,"Immeuble assez récent sortie de métro Hénon, classe moy-sup, sup, commerçant, central. ",Immeubles,Commerçant,Espaces verts,Central,Nord Lyon,Moyen-sup
94,Beaumier (ABANDON. Elle a trouvé une sous-location),5a7b62d1920f43000fa33d09,Femme,26.0,0.0,3080.0,,,86 Grayson Drive 2196 Sandton,Afrique du Sud,Locataire,,,,,Mutation,,,,,,,,,,,,,,,
-95,Lequin ,5aa19dd03e0001000f547283,Homme,32.0,1.0,3017.0,740.0,35908.0,18 bis rue de l’Octroi 10150 Aubeterre,France,Propriétaire,,3 impasse de la Bourgeaude 63450 Chanonat,France,Locataire,Mutation,"Maison récente avec jardin dans une petite commune composée de quelques lotissements, hameau entouré de terres agricoles a perte de vue, zone résidentielle, au nord de Troyes, classe moy-sup",Individuel,Lotissement,Résidentiel,Agricole,Périurbain,Nord Troyes,Moyen-sup,"Maison centre historique d’une petite commune périurbaine au sud de Clermont-Ferrand, avec lotissements assez récent autour du noyau historique",Maisons,Commerçant,Urbanisé,Périurbain,Sud Clermont-Ferrand,Moyen-sup
-96,Lespagnol ,5a82e4471ca503000ffaf76e,Femme,46.0,0.0,2079.0,505.0,20832.0,1 rue Marcel Hacquard 57140 Woippy,France,Locataire,,Rue Louis Ulbach 10000 Troyes,France,Locataire,Mutation,"Groupe d’immeubles récents avec espaces verts, le long d’une voie de chemin de fer, proche gare, zone résidentielle classe moyenne/moyenne sup, type ZAC, commune périphérie nord de Metz",Collectif,Mixte,Autres activités,Espaces verts,Périurbain,Nord Metz,Moyen-sup,"Immeuble assez récent centre de Troyes, quelques commerces, urbanisé, classe moyenne-sup",Immeubles,Commerçant,Urbanisé,Central,Centre Troyes,Moyen-sup
+95,Lequin ,5aa19dd03e0001000f547283,Homme,32.0,1.0,3017.0,740.0,35908.0,18 bis rue de l’Octroi 10150 Aubeterre,France,Propriétaire,,3 impasse de la Bourgeaude 63450 Chanonat,France,Locataire,Mutation,"Maison récente avec jardin dans une petite commune composée de quelques lotissements, hameau entouré de terres agricoles a perte de vue, zone résidentielle, au nord de Troyes, classe moy-sup",Individuel,Lotissement,Résidentiel,Agricole,Péri-urbain,Nord Troyes,Moyen-sup,"Maison centre historique d’une petite commune périurbaine au sud de Clermont-Ferrand, avec lotissements assez récent autour du noyau historique",Maisons,Commerçant,Urbanisé,Péri-urbain,Sud Clermont-Ferrand,Moyen-sup
+96,Lespagnol ,5a82e4471ca503000ffaf76e,Femme,46.0,0.0,2079.0,505.0,20832.0,1 rue Marcel Hacquard 57140 Woippy,France,Locataire,,Rue Louis Ulbach 10000 Troyes,France,Locataire,Mutation,"Groupe d’immeubles récents avec espaces verts, le long d’une voie de chemin de fer, proche gare, zone résidentielle classe moyenne/moyenne sup, type ZAC, commune périphérie nord de Metz",Collectif,Mixte,Autres activités,Espaces verts,Péri-urbain,Nord Metz,Moyen-sup,"Immeuble assez récent centre de Troyes, quelques commerces, urbanisé, classe moyenne-sup",Immeubles,Commerçant,Urbanisé,Central,Centre Troyes,Moyen-sup
97,Mabide (ABANDON. Dossier achevé mais l’entreprise l’a pris en charge),5aa01a403e0001000f54727c,Homme,,2.0,,,24618.0,54 boulevard de Scarpone 54000 Nancy,France,Locataire,599.0,,,,Mutation,"Immeuble classe moyenne au nord de Nancy dans zone plutôt résidentielle avec qq commerces et écoles, entreprise, mixte immeubles et maisons, moyen/sup",Collectif,Mixte,Autres activités,Espaces verts,Urbain,Nord Nancy,,,,,,,,
98,Valnaud ,5aa8c4cc3e0001000f547707,Femme,55.0,0.0,1880.0,1219.0,62351.0,21 rue de la Tour Malborough 28700 Denonville,France,Propriétaire,,19 rue Villebois-Mareuil 10300 Sainte-Savine,France,Locataire,Mutation,"Belle maison en pierre avec jardin dans petite commune périurbaine à l’est de Chartres, entourée de terres agricoles. Qq lotissements, classe moy-sup/sup",Individuel,Maisons,Résidentiel,Agricole,Rural,Est Chartres,Moyen-sup,"Maison de ville quartier classe moy-sup, commune assez proche du centre de Troyes, zone résidentielle, assez peu verdoyante",Maisons,Résidentiel,Urbanisé,Urbain,Ouest Troyes,Moyen-sup
-99,"Gehl Melanie (pas de mobili pass, pas d’adresse d’arrivée et de bail… Dossier en cours ",5ab64c743e0001000f548344,Femme,23.0,,1157.0,,33759.0,10 rue Gustave Charpentier 57730 Folschviller,France,Hébergé,,,,,Embauche,"Maison 70’s, quartier classe moyenne, qq espaces verts, résidentiel, lotissement. ",Individuel,Maisons,Résidentiel,Espaces verts,Périurbain,Sud-Ouest Sarrebruck,,,,,,,,
+99,"Gehl Melanie (pas de mobili pass, pas d’adresse d’arrivée et de bail… Dossier en cours ",5ab64c743e0001000f548344,Femme,23.0,,1157.0,,33759.0,10 rue Gustave Charpentier 57730 Folschviller,France,Hébergé,,,,,Embauche,"Maison 70’s, quartier classe moyenne, qq espaces verts, résidentiel, lotissement. ",Individuel,Maisons,Résidentiel,Espaces verts,Péri-urbain,Sud-Ouest Sarrebruck,,,,,,,,
100,Duanes (pas de bail car HIL n’a pas conservé la copie) ,5aa2b8583e0001000f547290,Homme,28.0,0.0,2896.0,716.0,31699.0,24 rue Guyton de Morveau 75013 Paris,France,Locataire,1317.0,43 rue des Rancys 69003 Lyon ,France,Locataire,Mutation,"Immeuble quartier centre sud Paris, peu d’espaces verts, classe moy-sup, sup, commerçant",Collectif,Immeubles,Commerçant,Urbanisé,Central,Sud Paris,Moyen-sup,"Immeuble récent centre Lyon quartier classe moy-sup, assez résidentiel mais proche qq commerces et gare",Immeubles,Commerçant,Urbanisé,Central,Centre Lyon,Moyen-sup
-101,Peroumalnaik ,5aaa790c3e0001000f54779b,Homme,47.0,3.0,4403.0,1450.0,55073.0,2 rue Madier de Montjau 69190 Saint-Fons,France,Propriétaire,,2475 route de Pujaudran 31530 Mérenvielle,France,Locataire,Mutation,"Maison classe moy dans quartier résidentiel du sud de Lyon, usine et école à proximité, grand ensemble, plutôt classe moy-sup, qq parcelles vertes ",Individuel,Mixte,Autres activités,Espaces verts,Urbain,Sud Lyon,Moyen-sup,"Villa située dans zone résidentielle arborée constituée de quelques maisons avec piscine. Hameau en zone rurale, proche forêt et terrains agricoles. ",Maisons,Résidentiel,Agricole,Périurbain,Ouest Toulouse,Sup
+101,Peroumalnaik ,5aaa790c3e0001000f54779b,Homme,47.0,3.0,4403.0,1450.0,55073.0,2 rue Madier de Montjau 69190 Saint-Fons,France,Propriétaire,,2475 route de Pujaudran 31530 Mérenvielle,France,Locataire,Mutation,"Maison classe moy dans quartier résidentiel du sud de Lyon, usine et école à proximité, grand ensemble, plutôt classe moy-sup, qq parcelles vertes ",Individuel,Mixte,Autres activités,Espaces verts,Urbain,Sud Lyon,Moyen-sup,"Villa située dans zone résidentielle arborée constituée de quelques maisons avec piscine. Hameau en zone rurale, proche forêt et terrains agricoles. ",Maisons,Résidentiel,Agricole,Péri-urbain,Ouest Toulouse,Sup
102,Chebchoub (ABANDON. Il a finalement acheté),5a1d5ebeaa796e000fd01e67,Homme,42.0,,,,26273.0,2 rue de Lodi 42000 Saint-Étienne,France,Propriétaire,,,,,Mutation,"Immeuble ancien dans le plein-centre de Saint-Etienne, quartier commerçant urbanisé, plutôt classe moy-sup/sup",Collectif,Immeubles,Commerçant,Urbanisé,Central,Centre Saint-Étienne,Sup,,,,,,,
-103,Alirol ,5ac5e5763e0001000f54906d,Homme,43.0,0.0,3320.0,1006.29,39841.0,36 rue Claude Monet 71100 Châlon-sur-Saône,France,Locataire,774.0,19 route de Castres 31130 Balma,France,Locataire,Mutation,"Pavillon avec petit jardin quartier résidentiel constitué de maisons classe moy/moy-sup nord de Châlons-sur-Saône, proche stade et usines",Individuel,Lotissement,Résidentiel,Espaces verts,Périurbain,Nord Châlons-sur-Saône,Moyen-sup,"Maison mitoyenne bord de route, proche quelques commerces, zone classe,moyenne/moyen-sup à l’est de Toulouse, proche stade, zone commerciale et entrepôts, assez arboré, proche aussi de terrains agricoles",Mixte,Autres activités,Arboré,Périurbain,Est Toulouse,Moyen-sup
-104,Monichon ,5ac34ac93e0001000f548d0d,Homme,39.0,5.0,2173.0,1000.0,33389.0,2 bis chemin du Bois 21200 Chevigny-en-Valière,France,Propriétaire,,48 impasse Négoguit 82370 Campsas,France,Locataire,Mutation,Maiosn classe moy/pop dans petite commune à l’Est de Beaune. Commune entourée de terrains agricoles. Zone plutôt classe moy-sup,Individuel,Maisons,Résidentiel,Espaces verts,Rural,Est Beaune,Moyen-sup,"Maison quartier résidentiel moyen-moyen sup, petite commune entourée de terrains agricoles au sud sud de Montauban",Maisons,Résidentiel,Arboré,Périurbain,Sud Montauban,Moyen-sup
-105,Danan ,5a783609920f43000fa338c1,Femme,32.0,0.0,2438.0,970.0,20097.0,3 rue de Jeuneurs 75002 Paris,France,Locataire,860.0,94 cours Victor Hugo 33000 Bordeaux,France,Locataire,Embauche,Maison zone résidenteille verdoyante classe moy-sup/sup dans petite commune périurbaine à l’est de Pau. ,Individuel,Maisons,Résidentiel,Espaces verts,Périurbain,Est Pau,Sup,"Immeuble ancien centre de Bordeaux quartier commerçant classes moy-sup/sup., urbanisé. ",Immeubles,Commerçant,Urbanisé,Central,Centre Bordeaux,Moyen-sup
-106,Mauger Maybellline ,5ab1096c3e0001000f547de9,Femme,24.0,0.0,1157.0,605.0,,13 rue de la Sole 17000 La Rochelle,France,Locataire,,8 rue du Naudet 33170 Gradignan,France,Locataire,Embauche,"Immeuble récent quartier résidentiel avec espaces verts au nord du centre de La Rochelle, plutôt classe moy-sup",Collectif,Immeubles,Autres activités,Espaces verts,Urbain,Nord La Rochelle,Moyen-sup,"Appartement immeuble grand ensemble proche lotissement maison, zone résidentielle classe moy-sup, proche autoroute périphérique, au sud-ouest de Bordeaux, assez vert, proche d’un petit bois. ",Mixte,Résidentiel,Espaces verts,Périurbain,Sud-Ouest Bordeaux,Moyen-sup
-107,Boyer ,5aa515013e0001000f54743b,Homme,39.0,1.0,1818.0,773.0,19980.0,La Tour du Midi Château de Montmelas 69640 Montmelas-Saint- Sorlin ,France,Locataire,584.0,96 chemin de Chez Bontron 74150 Versonnex,France,Locataire,Mutation,"Maison, dépendance d’un château petit hameau moyen-moyenâgeux à l’est de Villefranche-sur-Saône, zone arborée et entourée due terres agricoles",Individuel,Maisons,Résidentiel,Agricole,Rural,Est Villefranche-sur-Saône,Moyen-sup,"Appartement dans grosse maison, petite commune verdoyante entourée de terrains agricoles, à l’est d’Annecy , quartier classe moy-sup/sup",Maisons,Résidentiel,Agricole,Périurbain,Nord Rumilly,Sup
-109,Fournier Laurent ,5abcd32a3e0001000f548930,Homme,47.0,0.0,2670.0,860.0,29085.0,184 rue du Vignoble de la Barrière 34800 Clermont-L’hérault,France,Locataire,830.0,554 chemin de la Chaudière 84340 Entrechaux,France,Locataire,Mutation,Maison lotissement résidentiel classe moyen-sup/sup au nord de Clermont-L’Héraut (commune à l’Est de Montpellier),Individuel,Lotissement,Résidentiel,Espaces verts,Périurbain,Est Montpellier,Moyen-sup,"Maison zone résidentielle à l’Est de Vaison-la-Romaine, verdoyeant, classe moy-sup/sup. ",Maisons,Résidentiel,Arboré,Périurbain,Est Vaison-la-Romaine,Moyen-sup
+103,Alirol ,5ac5e5763e0001000f54906d,Homme,43.0,0.0,3320.0,1006.29,39841.0,36 rue Claude Monet 71100 Châlon-sur-Saône,France,Locataire,774.0,19 route de Castres 31130 Balma,France,Locataire,Mutation,"Pavillon avec petit jardin quartier résidentiel constitué de maisons classe moy/moy-sup nord de Châlons-sur-Saône, proche stade et usines",Individuel,Lotissement,Résidentiel,Espaces verts,Péri-urbain,Nord Châlons-sur-Saône,Moyen-sup,"Maison mitoyenne bord de route, proche quelques commerces, zone classe,moyenne/moyen-sup à l’est de Toulouse, proche stade, zone commerciale et entrepôts, assez arboré, proche aussi de terrains agricoles",Mixte,Autres activités,Arboré,Péri-urbain,Est Toulouse,Moyen-sup
+104,Monichon ,5ac34ac93e0001000f548d0d,Homme,39.0,5.0,2173.0,1000.0,33389.0,2 bis chemin du Bois 21200 Chevigny-en-Valière,France,Propriétaire,,48 impasse Négoguit 82370 Campsas,France,Locataire,Mutation,Maiosn classe moy/pop dans petite commune à l’Est de Beaune. Commune entourée de terrains agricoles. Zone plutôt classe moy-sup,Individuel,Maisons,Résidentiel,Espaces verts,Rural,Est Beaune,Moyen-sup,"Maison quartier résidentiel moyen-moyen sup, petite commune entourée de terrains agricoles au sud sud de Montauban",Maisons,Résidentiel,Arboré,Péri-urbain,Sud Montauban,Moyen-sup
+105,Danan ,5a783609920f43000fa338c1,Femme,32.0,0.0,2438.0,970.0,20097.0,3 rue de Jeuneurs 75002 Paris,France,Locataire,860.0,94 cours Victor Hugo 33000 Bordeaux,France,Locataire,Embauche,Maison zone résidenteille verdoyante classe moy-sup/sup dans petite commune périurbaine à l’est de Pau. ,Individuel,Maisons,Résidentiel,Espaces verts,Péri-urbain,Est Pau,Sup,"Immeuble ancien centre de Bordeaux quartier commerçant classes moy-sup/sup., urbanisé. ",Immeubles,Commerçant,Urbanisé,Central,Centre Bordeaux,Moyen-sup
+106,Mauger Maybellline ,5ab1096c3e0001000f547de9,Femme,24.0,0.0,1157.0,605.0,,13 rue de la Sole 17000 La Rochelle,France,Locataire,,8 rue du Naudet 33170 Gradignan,France,Locataire,Embauche,"Immeuble récent quartier résidentiel avec espaces verts au nord du centre de La Rochelle, plutôt classe moy-sup",Collectif,Immeubles,Autres activités,Espaces verts,Urbain,Nord La Rochelle,Moyen-sup,"Appartement immeuble grand ensemble proche lotissement maison, zone résidentielle classe moy-sup, proche autoroute périphérique, au sud-ouest de Bordeaux, assez vert, proche d’un petit bois. ",Mixte,Résidentiel,Espaces verts,Péri-urbain,Sud-Ouest Bordeaux,Moyen-sup
+107,Boyer ,5aa515013e0001000f54743b,Homme,39.0,1.0,1818.0,773.0,19980.0,La Tour du Midi Château de Montmelas 69640 Montmelas-Saint- Sorlin ,France,Locataire,584.0,96 chemin de Chez Bontron 74150 Versonnex,France,Locataire,Mutation,"Maison, dépendance d’un château petit hameau moyen-moyenâgeux à l’est de Villefranche-sur-Saône, zone arborée et entourée due terres agricoles",Individuel,Maisons,Résidentiel,Agricole,Rural,Est Villefranche-sur-Saône,Moyen-sup,"Appartement dans grosse maison, petite commune verdoyante entourée de terrains agricoles, à l’est d’Annecy , quartier classe moy-sup/sup",Maisons,Résidentiel,Agricole,Péri-urbain,Nord Rumilly,Sup
+109,Fournier Laurent ,5abcd32a3e0001000f548930,Homme,47.0,0.0,2670.0,860.0,29085.0,184 rue du Vignoble de la Barrière 34800 Clermont-L’hérault,France,Locataire,830.0,554 chemin de la Chaudière 84340 Entrechaux,France,Locataire,Mutation,Maison lotissement résidentiel classe moyen-sup/sup au nord de Clermont-L’Héraut (commune à l’Est de Montpellier),Individuel,Lotissement,Résidentiel,Espaces verts,Péri-urbain,Est Montpellier,Moyen-sup,"Maison zone résidentielle à l’Est de Vaison-la-Romaine, verdoyeant, classe moy-sup/sup. ",Maisons,Résidentiel,Arboré,Péri-urbain,Est Vaison-la-Romaine,Moyen-sup
110,Roussel Fonseca ,5aa3c9363e0001000f5472a6,Femme,41.0,2.0,1756.0,664.0,21067.0,"1 allée Mozart
95100 Argenteuil",France,Locataire,869.0,680 rue Nationale 69400 Villefranche-sur-Saône,France,Locataire,Mutation,"Grand ensemble au Nord Ouest de Paris, zone urbaine et résidentielle peu verdoyante, classe moy/pop",Collectif,Grand ensemble,Résidentiel,Urbanisé,Urbain,Nord-Ouest Paris,Moyen,"Immeuble ancien centre de Villefranche, quartier commerçant et urbanisé classe moy-sup/sup",Immeubles,Commerçant,Urbanisé,Central,Centre Villefranche-sur-Saône,Moyen-sup
-111,Villain,5aa7dadc3e0001000f547545,Homme,38.0,2.0,3166.0,950.0,45570.0,16 rue des Anglaises 59400 Cambrai,France,Propriétaire,,32 rue André Vinez 90850 Essert,France,Locataire,Embauche,"Petite maison bourgeoise (toutes collées) dans quartier au nord du centre de Cambrai, quartier classe moy-sup, plutôt résidentiel, urbanisé. ",Individuel,Maisons,Résidentiel,Urbanisé,Urbain,Nord Cambrai,Moyen-sup,"Maison zone résidentielle à l’Ouest de Belfort, quartier classe moy-sup, espaces verts",Maisons,Résidentiel,Espaces verts,Périurbain,Ouest Belfort,Moyen-sup
+111,Villain,5aa7dadc3e0001000f547545,Homme,38.0,2.0,3166.0,950.0,45570.0,16 rue des Anglaises 59400 Cambrai,France,Propriétaire,,32 rue André Vinez 90850 Essert,France,Locataire,Embauche,"Petite maison bourgeoise (toutes collées) dans quartier au nord du centre de Cambrai, quartier classe moy-sup, plutôt résidentiel, urbanisé. ",Individuel,Maisons,Résidentiel,Urbanisé,Urbain,Nord Cambrai,Moyen-sup,"Maison zone résidentielle à l’Ouest de Belfort, quartier classe moy-sup, espaces verts",Maisons,Résidentiel,Espaces verts,Péri-urbain,Ouest Belfort,Moyen-sup
112,"Rozumek (Dossier géré par son employeur.. pas de mobili-pass et autres documents, pas d’info sur site de départ . seulement le bail de location au nom de l’employeur Véolia) Dossier payé et pris en charge par Véolia donc aucun doc.",5a7a0054920f43000fa33ba7,Homme,,,,,,,,,,5b rue de la Fontaine de Richelet 57280 Semecourt,France,Logé par l’employeur,Mutation,,,,,,,,,,,,,,,
113,Balian,5ae2f3910add34000f67e86b,Homme,29.0,0.0,4325.0,1290.0,17776.0,336 rue Garibaldi 69007 Lyon,France,Hébergé,,122 avenue Saint-Exupéry 92160 Antony ,France,Locataire,Embauche,"Immeuble 80’s quartier centre Lyon, proche commerces et parc, classe moy/moy-sup",Collectif,Immeubles,Commerçant,Urbanisé,Central,Centre Lyon,Moyen-sup,"Barre d’immeuble quartier avec commerces à proximité, proche pavillons et grand ensemble commune périphérique au sud de Paris, classe pop/moy/moy sup",Mixte,Commerçant,Espaces verts,Urbain,Sud Paris,Moyen
114,Boumelala,5ac740153e0001000f549221,Femme,0.0,0.0,1843.0,460.0,3567.0,8a rue de Franche-Conté 39100 Dole ,France,Hébergé,,50 rue de la Filature 69100 Villeurbanne,France,Locataire,Embauche,"Immeuble classe pop/moy, quartier résidentiel au sud-ouest de Dôle, espaces verts",Collectif,Immeubles,Autres activités,Espaces verts,Urbain,Sud-Ouest Dôle,Popu,Immeuble quartier résidentiel classe pop/moy au nord de Villeurbanne,Mixte,Résidentiel,Urbanisé,Urbain,Est Lyon,Popu
115,Driat,5af53e7d8b53cf000f475101,Homme,32.0,0.0,4076.0,728.0,41551.0,34 rue Mondésir 33200 Bordeaux,France,Locataire,625.0,31 rue Sainte-Anne de Baraban 69003 Lyon,France,Locataire,Mutation,"Immeuble 80’s quartier plutôt résidentiel, mixte maisons et immeuble, urbanisé, classe moy/moy-sup",Collectif,Mixte,Résidentiel,Urbanisé,Urbain,Ouest Bordeaux,Moyen-sup,"Immeuble est centre Lyon, quartier résidentiel, classe moy, peu vert",Immeubles,Résidentiel,Urbanisé,Central,Est Lyon,Moyen
116,Debrabant (ABANDON) ,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
-117,Roussel Cyril ,5aa3c7223e0001000f5472a3,Homme,38.0,2.0,2037.0,780.0,44465.0,29b rue de Vaucelle 95100 Argenteuil ,France,Locataire,660.0,157 chemin de Bellemontée 42330 Saint-Medard-en-Forez,France,Locataire,Embauche,"Immeuble quartier résidentiel classe moy au nord de Paris, espaces verts",Collectif,Mixte,Résidentiel,Espaces verts,Urbain,Nord Paris,Moyen,"Maison dans petite commune au nord de Saint-Etienne, classe moyenne, zone résidentielle, périurbain",Maisons,Résidentiel,Espaces verts,Périurbain,Nord Saint-Étienne,Moyen-sup
-118,Lahcen,5af5aee48b53cf000f47541b,Homme,59.0,0.0,2075.0,495.0,22413.0,2 rue du Boubonnais 35000 Rennes,France,Hébergé,,26 rue Georges-Jérôme Duret 33310 Lormont,France,Locataire,Mutation,Petit immeuble contigu à grand ensemble zone résidentielle moy/pop au nord-ouest du centre de rennes. Peu vert,Collectif,Grand ensemble,Résidentiel,Urbanisé,Urbain,Nord-Ouest Rennes,Moyen,"Petit immeuble récent zone résidentielle limite urbain/périurbain, aux abord de l’autoroute, classe moy/moy-sup",Immeubles,Autres activités,Urbanisé,Périurbain,Est Bordeaux,Moyen
+117,Roussel Cyril ,5aa3c7223e0001000f5472a3,Homme,38.0,2.0,2037.0,780.0,44465.0,29b rue de Vaucelle 95100 Argenteuil ,France,Locataire,660.0,157 chemin de Bellemontée 42330 Saint-Medard-en-Forez,France,Locataire,Embauche,"Immeuble quartier résidentiel classe moy au nord de Paris, espaces verts",Collectif,Mixte,Résidentiel,Espaces verts,Urbain,Nord Paris,Moyen,"Maison dans petite commune au nord de Saint-Etienne, classe moyenne, zone résidentielle, périurbain",Maisons,Résidentiel,Espaces verts,Péri-urbain,Nord Saint-Étienne,Moyen-sup
+118,Lahcen,5af5aee48b53cf000f47541b,Homme,59.0,0.0,2075.0,495.0,22413.0,2 rue du Boubonnais 35000 Rennes,France,Hébergé,,26 rue Georges-Jérôme Duret 33310 Lormont,France,Locataire,Mutation,Petit immeuble contigu à grand ensemble zone résidentielle moy/pop au nord-ouest du centre de rennes. Peu vert,Collectif,Grand ensemble,Résidentiel,Urbanisé,Urbain,Nord-Ouest Rennes,Moyen,"Petit immeuble récent zone résidentielle limite urbain/périurbain, aux abord de l’autoroute, classe moy/moy-sup",Immeubles,Autres activités,Urbanisé,Péri-urbain,Est Bordeaux,Moyen
119,Curutchet,5ac4b7f93e0001000f54905f,Homme,41.0,2.0,4492.0,1995.0,21309.0,69 rue des Entrepreneurs 75015 Paris,France,Locataire,2425.0,12 Place Puvis de Chavannes 69006 Lyon ,France,Locataire,Embauche,"Immeuble 19ème, centre-ouest Paris, commerçant, qq espaces verts/petit square, sup",Collectif,Immeubles,Commerçant,Espaces verts,Central,Ouest Paris,Sup,"Immeuble 19ème, centre Lyon, commerçant, place verte/petit square, sup",Immeubles,Commerçant,Espaces verts,Central,Centre Lyon,Sup
120,Barbot,5ae31c790add34000f67e8cb,Femme,27.0,0.0,2567.0,897.0,29971.0,31 rue Lazare Carnot 38000 Grenoble,France,Locataire,1004.0,3 rue Saint-Éloi 73100 Aix-les-Bains,France,Locataire,Mutation,"Immeuble récent , lot de constructions récent, centre Grenoble, résidentiel mais proche commerces, moy-sup/sup, espaces verts",Collectif,Immeubles,Commerçant,Espaces verts,Central,Centre Grenoble,Moyen-sup,"Immeuble récent zone résidentielle/ZAC au sud d’Aix-les-Bains, classe moy-sup, proche vastes espaces verts, champs de courses, usines, limite urbain/périurbain",Mixte,Autres activités,Espaces verts,Urbain,Sud Aix-les-Bains,Moyen-sup
-121,Fonteneau,5ae9ccbe8b53cf000f474a76,Femme,38.0,0.0,3704.0,746.0,43931.0,3 impasse Jivanne 22520 Binic-Etables-sur-Mer,France,Propriétaire,,1 rue de Brest 49100 Angers,France,Locataire,Mutation,"Maison lotissement résidentielle classe moy-sup/sup verdoyant, proche terrains agricole, au sud de la commune, situé au nord de Saint-Brieuc, en bord de mer",Individuel,Lotissement,Résidentiel,Arboré,Périurbain,Nord Saint-Brieuc,Sup,"Immeuble classe moy-sup centre d’Anger, proximité commerces, jardin des plantes, assez urbanisé. ",Immeubles,Commerçant,Urbanisé,Central,Centre Angers,Moyen-sup
+121,Fonteneau,5ae9ccbe8b53cf000f474a76,Femme,38.0,0.0,3704.0,746.0,43931.0,3 impasse Jivanne 22520 Binic-Etables-sur-Mer,France,Propriétaire,,1 rue de Brest 49100 Angers,France,Locataire,Mutation,"Maison lotissement résidentielle classe moy-sup/sup verdoyant, proche terrains agricole, au sud de la commune, situé au nord de Saint-Brieuc, en bord de mer",Individuel,Lotissement,Résidentiel,Arboré,Péri-urbain,Nord Saint-Brieuc,Sup,"Immeuble classe moy-sup centre d’Anger, proximité commerces, jardin des plantes, assez urbanisé. ",Immeubles,Commerçant,Urbanisé,Central,Centre Angers,Moyen-sup
122,Boumedieme ,5b23c17fd915ac000f2a0c11,Homme,37.0,0.0,4542.0,505.0,17754.0,20 avenue du Général De Gaulle 35530 Noyal-sur-Vilaine,France,Locataire,335.0,9 rue Pasteur 92110 Clichy,France,Locataire,Mutation,"Maison quartier mixte surtout maisons, quelques restau mais plutôt résidentiel, limite avant périphérie d’une commune située à qq km à l’est de Rennes, classe moy-sup",Individuel ,Mixte,Résidentiel,Espaces verts,Urbain,Est Rennes,Moyen,"Immeuble début 20ème quartier un peu commerçant, classe moy-sup/sup, commune au nord de Paris ",Immeubles,Commerçant,Urbanisé,Urbain,Nord Paris,Moyen-sup
-123,Thiam,5b1a8d42a58f09000ffa3ec3,Homme,33.0,0.0,2567.0,699.0,20046.0,210 avenue Roumanille 06410 Biot,France,Locataire,549.0,24 rue Geoffray 69100 Villeurbanne,France,Locataire,Embauche,"Résidence étudiante quartier périurbain proche golf et supermarché résidences fermées,mélange lotissement maisons et petits immeubles, verdoyant, classe moy-sup/sup",Collectif,Mixte,Autres activités,Arboré,Périurbain,Nord Antibes,Sup,"Immeuble récent quartier résidentiel mixte maison, Villeurbanne, classe moy/moy-sup, ",Mixte,Résidentiel,Urbanisé,Urbain,Est Lyon,Moyen
-124,Hervé,5aedf6f38b53cf000f474e8d,Femme,49.0,0.0,2260.0,560.0,27152.0,1 rue Victor Hugo 83390 Cuers,France,Locataire,742.0,7 square Elsa Triolet 49300 Cholet,France,Locataire,Mutation,"Maison zone résidentielle lotissement avec commerces périurbains à proximité (supermarché, pizzeria, etc.) espaces verts, nord-est de Toulon, moyen-sup/sup ",Individuel,Lotissement,Autres activités,Espaces verts,Périurbain,Nord-Est Toulon,Moyen-sup,"Lotissement petits immeubles zone résidentielle avec commerces périurbains à proximité (supermarché, pizzeria, etc.) espaces verts, est de Cholet, moyen-sup/sup ",Mixte,Autres activités,Espaces verts,Périurbain,Est Cholet,Moyen-sup
+123,Thiam,5b1a8d42a58f09000ffa3ec3,Homme,33.0,0.0,2567.0,699.0,20046.0,210 avenue Roumanille 06410 Biot,France,Locataire,549.0,24 rue Geoffray 69100 Villeurbanne,France,Locataire,Embauche,"Résidence étudiante quartier périurbain proche golf et supermarché résidences fermées,mélange lotissement maisons et petits immeubles, verdoyant, classe moy-sup/sup",Collectif,Mixte,Autres activités,Arboré,Péri-urbain,Nord Antibes,Sup,"Immeuble récent quartier résidentiel mixte maison, Villeurbanne, classe moy/moy-sup, ",Mixte,Résidentiel,Urbanisé,Urbain,Est Lyon,Moyen
+124,Hervé,5aedf6f38b53cf000f474e8d,Femme,49.0,0.0,2260.0,560.0,27152.0,1 rue Victor Hugo 83390 Cuers,France,Locataire,742.0,7 square Elsa Triolet 49300 Cholet,France,Locataire,Mutation,"Maison zone résidentielle lotissement avec commerces périurbains à proximité (supermarché, pizzeria, etc.) espaces verts, nord-est de Toulon, moyen-sup/sup ",Individuel,Lotissement,Autres activités,Espaces verts,Péri-urbain,Nord-Est Toulon,Moyen-sup,"Lotissement petits immeubles zone résidentielle avec commerces périurbains à proximité (supermarché, pizzeria, etc.) espaces verts, est de Cholet, moyen-sup/sup ",Mixte,Autres activités,Espaces verts,Péri-urbain,Est Cholet,Moyen-sup
125,Collot,5b14f481a58f09000ffa3662,Femme,24.0,0.0,1540.0,529.0,13471.0,15 rue Audra 21000 Dijon,France,Locataire,430.0,13 cours Gambetta 69003 Lyon,France,Locataire,,"Immeuble ancien quartier proche centre historique de DIjon, qq commerces, proche d’un parc, classe moy-suo/sup, ",Collectif,Immeubles,Commerçant,Urbanisé,Central,Centre Dijon,Moyen-sup,"Immeuble 19ème quartier central Lyon en gentrification (Guillotière) pop/moyen-sup commerçant, urbanisé,",Immeubles,Commerçant,Urbanisé,Central,Centre Lyon,Moyen-sup
-126,Bellego,5aef52198b53cf000f474eaf,Homme,25.0,0.0,2657.0,477.0,152999.0,"Street 19, Maadi, Cairo Governorate Egypt",Egypte,Locataire,,42 rue Bayard 71200 Le Creusot,France,Locataire,Embauche,Petit immeuble quartier résidentiel classe sup au sud du Caire,Collectif,Immeubles,Résidentiel,Espaces verts,Périurbain,Sud Le Caire,Sup,Petite maison mitoyenne zone résidentielle classe moy/moy-sup pavillonnaire à l’est de Le Creusot,Maisons,Résidentiel,Espaces verts,Urbain,Est Le Creusot,Moyen-sup
-127,Fermey,5a90023d3e0001000f5467db,Homme,36.0,2.0,3633.67,1280.0,59483.0,20 rue de la Haute-Valois 69390 Millery,France,Locataire,1013.0,5 rue Louise Michel 92300 Levallois,France,Locataire,Embauche,"Maison petit jardin, commune au sud de Lyon, quartier classe moy sup/sup,,maisons de villes..",Individuel,Maisons,Résidentiel,Espaces verts,Périurbain,Sud Lyon,Sup,"Immeuble 19ème commune Nord de Paris, commerçant, sup, peu verdoyant",Immeubles,Commerçant,Urbanisé,Central,Nord Paris,Sup
+126,Bellego,5aef52198b53cf000f474eaf,Homme,25.0,0.0,2657.0,477.0,152999.0,"Street 19, Maadi, Cairo Governorate Egypt",Egypte,Locataire,,42 rue Bayard 71200 Le Creusot,France,Locataire,Embauche,Petit immeuble quartier résidentiel classe sup au sud du Caire,Collectif,Immeubles,Résidentiel,Espaces verts,Péri-urbain,Sud Le Caire,Sup,Petite maison mitoyenne zone résidentielle classe moy/moy-sup pavillonnaire à l’est de Le Creusot,Maisons,Résidentiel,Espaces verts,Urbain,Est Le Creusot,Moyen-sup
+127,Fermey,5a90023d3e0001000f5467db,Homme,36.0,2.0,3633.67,1280.0,59483.0,20 rue de la Haute-Valois 69390 Millery,France,Locataire,1013.0,5 rue Louise Michel 92300 Levallois,France,Locataire,Embauche,"Maison petit jardin, commune au sud de Lyon, quartier classe moy sup/sup,,maisons de villes..",Individuel,Maisons,Résidentiel,Espaces verts,Péri-urbain,Sud Lyon,Sup,"Immeuble 19ème commune Nord de Paris, commerçant, sup, peu verdoyant",Immeubles,Commerçant,Urbanisé,Central,Nord Paris,Sup
128,Malgarini,5b30a9fe20a7f2000f73a543,Homme,27.0,0.0,2214.0,820.0,19639.0,8 rue de la Thumenau 67100 Strasbourg,France,Locataire,765.0,8 rue de Bâle 68000 Colmar,France,Locataire,Embauche,Immeuble proche centre historique Colmar quartier commerçant classe moy-sup,Collectif,Mixte,Commerçant,Espaces verts,Central,Centre Colmar,Moyen-sup,"Immeuble récent au sud centre historique de Strasbourg, juste derrière voie express, quartier plutôt résidentiel moyen-sup, avec quelques commerces et entreprises. ",Immeubles,Résidentiel,Espaces verts,Central,Centre Strasbourg,Moyen-sup
129,Bonnefous ,5b14ff0ea58f09000ffa3686,Homme,52.0,4.0,5383.0,630.0,74670.0,135 avenue de Suffren 75007 Paris,France,Propriétaire,,7 place du Général De Gaulle 57000 Metz,France,Locataire,Mutation,"Immeuble bourgeois 19ème centre ouest Paris, commerçant, urbanisé, classe sup ",Collectif,Immeubles,Commerçant,Urbanisé,Central,Centre Paris,Sup,"Immeuble bourgeois 19ème centre Metz, commerçant, urbanisé, classe sup ",Immeubles,Commerçant,Urbanisé,Central,Centre Metz,Sup
130,Moisset,5b0ae3dea58f09000ffa31b7,Femme,34.0,0.0,3401.0,1260.0,84882.0,36 rue des 4 Frères Crapel 56000 Vannes,France,Locataire,,9 rue du Couvent 56100 Lorient,France,Locataire,Mutation,"Maison proche centre de Vannes quartier proche hôpital et grand étang, quelques commerces, espaces verts, classe moy-sup/sup",Individuel,Mixte,Autres activités,Urbanisé,Urbain,Est Vannes,Moyen-sup,"Petit immeuble /maison quartier classe moy-sup/sup proche centre de Lorient, à côté d’une école primaire, plutôt résidentiel",Mixte,Résidentiel,Urbanisé,Central,Centre Lorient,Moyen-sup
131,Dufour-Youx,5b3b5c0c3890b1000fc65417,Femme,46.0,3.0,10909.0,2902.0,2494.0,"Ekamai Garden 17, Soi Ekamai 8, 63 road Watanna, 10110 Bangkok, Thaïlande. ",Thaïlande,Locataire,,11 place Bellecour 69002 Lyon ,France,Locataire,Embauche,"Immeuble quartier classe sup, résidentiel et commerçant, est du centre de Bangkok, mixte immeubles et maisons, assez verdoyant",Collectif,Mixte,Commerçant,Espaces verts,Urbain,Est Bangkok,Sup,"Immeuble bourgeois en plein centre de Lyon, quartier commerçant et bourgeois, peu verdoyant",Immeubles,Commerçant,Urbanisé,Central,Centre Lyon,Sup
-132,De Grauwe,5af06cda8b53cf000f474f8c,Femme,49.0,3.0,9415.0,2500.0,85197.0,6 rue de la Douettée 35230 Saint-Erblon,France,Locataire,,14 rue du Vercors 42230 Roche-la-Molière,France,Locataire,Mutation,"Maison jardin/piscine dans zone résidentielle, lotissement classe sup, commune périurbaine sur de Rennes",Individuel,Lotissement,Résidentiel,Espaces verts,Périurbain,Sud Rennes,Sup,Maison récente l avec jardin lotissement classe moy-sup/sup commune périurbaine à l’ouest de Saint-Étienne,Maisons,Résidentiel,Espaces verts,Périurbain,Ouest Saint-Étienne,Moyen-sup
+132,De Grauwe,5af06cda8b53cf000f474f8c,Femme,49.0,3.0,9415.0,2500.0,85197.0,6 rue de la Douettée 35230 Saint-Erblon,France,Locataire,,14 rue du Vercors 42230 Roche-la-Molière,France,Locataire,Mutation,"Maison jardin/piscine dans zone résidentielle, lotissement classe sup, commune périurbaine sur de Rennes",Individuel,Lotissement,Résidentiel,Espaces verts,Péri-urbain,Sud Rennes,Sup,Maison récente l avec jardin lotissement classe moy-sup/sup commune périurbaine à l’ouest de Saint-Étienne,Maisons,Résidentiel,Espaces verts,Péri-urbain,Ouest Saint-Étienne,Moyen-sup
133,Sarr …Dossier en cours,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
-134,Houdet,5ae6e7b20add34000f67e9cc,Homme,44.0,0.0,1609.0,575.0,19299.0,6 rue Pierre Corneille 69800 Saint-Priest,France,Locataire,595.0,1 rue Duguay-Trouin Le Courégant 56270 Ploemeur,France,Locataire,Mutation,"Petit immeuble récent quartier résidentiel mixte maisons/petits immeubles, commune sud-est de Lyon, moyen-sup",Collectif,Mixte,Résidentiel,Espaces verts,Périurbain,Sud-Est Lyon,Moyen-sup,Petit immeuble récent quartier résidentiel (commerçant en saison) classe moy-sup petite commune touristique en bord de mer à l’est de Lorient,Mixte,Résidentiel,Espaces verts,Périurbain,Est Lorient,Moyen-sup
+134,Houdet,5ae6e7b20add34000f67e9cc,Homme,44.0,0.0,1609.0,575.0,19299.0,6 rue Pierre Corneille 69800 Saint-Priest,France,Locataire,595.0,1 rue Duguay-Trouin Le Courégant 56270 Ploemeur,France,Locataire,Mutation,"Petit immeuble récent quartier résidentiel mixte maisons/petits immeubles, commune sud-est de Lyon, moyen-sup",Collectif,Mixte,Résidentiel,Espaces verts,Péri-urbain,Sud-Est Lyon,Moyen-sup,Petit immeuble récent quartier résidentiel (commerçant en saison) classe moy-sup petite commune touristique en bord de mer à l’est de Lorient,Mixte,Résidentiel,Espaces verts,Péri-urbain,Est Lorient,Moyen-sup
135,Fiard,5b44d28ed1740a000f2370b6,Homme,22.0,0.0,1241.0,980.0,60999.0,56 rue Émile Zola 63290 Puy-Guillaume,France,Hébergé,,259 rue Saint-Honoré 75001 Paris,France,Locataire,Alternance,"Maison quartier résidentielle limite ouest petite commune à l’est de Clermont-Ferrand,, entouré&e de zones agricoles, classe moy-sup",Individuel,Maisons,Résidentiel,Arboré,Rural,Sud Vichy,Moyen-sup,"Immeuble bourgeois 19ème centre de Paris, quartier commerçant classe sup",Immeubles,Commerçant,Urbanisé,Central,Centre Paris,Sup
136,Kobea (saisie ok mais pas de bail (doit être récupéré)…info saisies par rapport à annonce.. A vérifier et compléter,5ab28b433e0001000f54808d,Homme,30.0,1.0,1561.0,535.0,3351.0,"41 rue Pierre Bories
83100 Toulon",France,Locataire,418.0,20 rue Rue Fleury Neuvesel 69700 Givors,France,Locataire,Embauche,"Petit immeuble résidence étudiante, quartier classe moyenne proche commerce, proche autoroute, Est centre de Toulon, peu de vert. ",Collectif,Immeubles,Commerçant,Urbanisé,Urbain,Est Toulon,Moyen,"Petit immeuble fraîchement rénové proche voie de chemin de fer, quartier type ZAC, classe pop",Mixte,Autres activités,Urbanisé,Urbain,Sud Lyon,Popu
@@ -140,20 +140,20 @@ id,nom,num_HiL,sexe,age,nb_enfant,rev_mensuel,loyer_charges_mensuel,rev_fiscal,A
138,Padel,5b43aae3d1740a000f236eeb,Homme,21.0,0.0,923.0,370.0,10084.0,Écotay 42660 Marlhes,France,Hébergé,,43 avenue de la Libération 42120 Le Coteau,France,Locataire,Alternance,"Corps de ferme zone lotissement résidentiel maisons, petite commune rurale au sud de Saint-Étienne, classe moy",Individuel,Maisons,Résidentiel,Agricole,Rural,Nord Saint-Étienne,Moyen,"Immeuble 70’s dans quartier commerçant classe moy, commune périphérique au sud de Saint-Étienne",Mixte,Commerçant,Urbanisé,Urbain,Sud Saint-Étienne,
139,"Aufauvre (2 baux au même nom car 2 recherches en 1 - une recherche proche l'école (lyon) et une proche de son travail (Saint-Etienne). J’ai pris comme adresse d’arrivée celle proche du lieu d’étude, comme pour alternants 31 et 152)",5b475e83d1740a000f237482,Homme,19.0,0.0,519.0,425.0,28569.0,"7 rue des Rémouleurs
03100 Montluçon",France,Locataire,,10 rue Guilloud 69003 Lyon,France,Locataire,Alternance,Ferme isolée en zone rurale,Individuel,Maisons,Résidentiel,Agricole,Rural,Sud-Ouest Moulin,Moyen,"Immeuble 90’s quartier résidentiel centre Lyon, proche métro, quelques commerces, peu de vert",Mixte,Commerçant,Urbanisé,Central,Est Lyon,Moyen
-140,Dallagiacoma,5b193d2ba58f09000ffa3c02,Homme,30.0,0.0,1251.0,694.0,12916.0,34 boulevard Thiboust 77700 Serris,France,Locataire,697.0,60 bis avenue Leclerc 69007 Lyon,France,Locataire,Mutation,Appartement dans bâtiment aussi commercial proche lotissement et usines dans commune Disneyland à l’Est de Paris. ,Collectif,Mixte,Autres activités,Espaces verts,Périurbain,Est Paris,Moyen-sup,"Immeuble zone résidentielle au bord du Rhône au sud du centre de lyon, face au musée des Confluences sur l’autre rive, zone verdoyante",Immeubles,Résidentiel,Espaces verts,Urbain,Sud Lyon,Moyen
-141,Babin,5b182e05a58f09000ffa3a47,Homme,47.0,2.0,3420.0,1080.0,55263.0,22 rue Laurence Leboucher 72190 Sargé-lès-Le-Mans,France,Locataire,920.0,20 rue Madelaine Renaud 49000 Angers,France,Locataire,Mutation,"Maison lotissement résidentielle classe moy/moy-sup, commune périurbaine au nord-est de Le Mans, proche terrain agricoles",Individuel,Lotissement,Résidentiel,Espaces verts,Périurbain,Nord-Est Le Mans,Moyen,"Maison mitoyenne lotissement résidentiel péruurbain, ouest d’Angers, assez verdoyant, classe moy",Maisons,Résidentiel,Espaces verts,Périurbain,Ouest Angers,Moyen
-142,Agnel,5af0a01b8b53cf000f474f9b,Femme,50.0,1.0,6540.0,2400.0,104846.0,11 rue Émile Zola 30230 Bouillargues,France,Propriétaire,,6 rue du Tyrol 44000 Nantes,France,Locataire,Mutation,"Maison lotissement résidentiel classe moy-sup/sup commune zone périurbaine, sud-est de Nîmes, assez verdoyant",Maisons,Lotissement,Résidentiel,Espaces verts,Périurbain,Sud-Est Nîmes,Sup,"Maison zone résidentielle mixte, moy-sup, quartier au nord du centre de Nantes, plutôt classe moy",Mixte,Résidentiel,Urbanisé,Central,Centre Nantes,Moyen
-143,Dominguez,5afd7e93a58f09000ffa2888,Homme,40.0,2.0,1991.0,425.0,36306.0,125 chemin du Grand Rayol 83470 Saint-Maximin-la-Sainte-Baume,France,Locataire,,17 rue Malouet 63200 Riom,France,Locataire,Mutation,"Maison zone résidentielle lotissement, périurbain, espaces verts, classe moy/moy-sup",Individuel,Lotissement,Résidentiel,Espaces verts,Périurbain,Nord-Est Marseille,Moyen-sup,"Petit immeuble centre historique commune, zone commerçante, classe moy, urbanisé",Mixte,Commerçant,Urbanisé,Central,Centre Riom,Moyen-sup
+140,Dallagiacoma,5b193d2ba58f09000ffa3c02,Homme,30.0,0.0,1251.0,694.0,12916.0,34 boulevard Thiboust 77700 Serris,France,Locataire,697.0,60 bis avenue Leclerc 69007 Lyon,France,Locataire,Mutation,Appartement dans bâtiment aussi commercial proche lotissement et usines dans commune Disneyland à l’Est de Paris. ,Collectif,Mixte,Autres activités,Espaces verts,Péri-urbain,Est Paris,Moyen-sup,"Immeuble zone résidentielle au bord du Rhône au sud du centre de lyon, face au musée des Confluences sur l’autre rive, zone verdoyante",Immeubles,Résidentiel,Espaces verts,Urbain,Sud Lyon,Moyen
+141,Babin,5b182e05a58f09000ffa3a47,Homme,47.0,2.0,3420.0,1080.0,55263.0,22 rue Laurence Leboucher 72190 Sargé-lès-Le-Mans,France,Locataire,920.0,20 rue Madelaine Renaud 49000 Angers,France,Locataire,Mutation,"Maison lotissement résidentielle classe moy/moy-sup, commune périurbaine au nord-est de Le Mans, proche terrain agricoles",Individuel,Lotissement,Résidentiel,Espaces verts,Péri-urbain,Nord-Est Le Mans,Moyen,"Maison mitoyenne lotissement résidentiel péruurbain, ouest d’Angers, assez verdoyant, classe moy",Maisons,Résidentiel,Espaces verts,Péri-urbain,Ouest Angers,Moyen
+142,Agnel,5af0a01b8b53cf000f474f9b,Femme,50.0,1.0,6540.0,2400.0,104846.0,11 rue Émile Zola 30230 Bouillargues,France,Propriétaire,,6 rue du Tyrol 44000 Nantes,France,Locataire,Mutation,"Maison lotissement résidentiel classe moy-sup/sup commune zone périurbaine, sud-est de Nîmes, assez verdoyant",Maisons,Lotissement,Résidentiel,Espaces verts,Péri-urbain,Sud-Est Nîmes,Sup,"Maison zone résidentielle mixte, moy-sup, quartier au nord du centre de Nantes, plutôt classe moy",Mixte,Résidentiel,Urbanisé,Central,Centre Nantes,Moyen
+143,Dominguez,5afd7e93a58f09000ffa2888,Homme,40.0,2.0,1991.0,425.0,36306.0,125 chemin du Grand Rayol 83470 Saint-Maximin-la-Sainte-Baume,France,Locataire,,17 rue Malouet 63200 Riom,France,Locataire,Mutation,"Maison zone résidentielle lotissement, périurbain, espaces verts, classe moy/moy-sup",Individuel,Lotissement,Résidentiel,Espaces verts,Péri-urbain,Nord-Est Marseille,Moyen-sup,"Petit immeuble centre historique commune, zone commerçante, classe moy, urbanisé",Mixte,Commerçant,Urbanisé,Central,Centre Riom,Moyen-sup
144,Landeville,5b2fba6620a7f2000f73a53d,Homme,24.0,0.0,1182.0,560.0,11008.0,46 boulevard des Bourroches 21000 Dijon,France,Locataire,793.0,57 rue de Fontanières 69100 Villeurbanne,France,Locataire,Embauche,"Petit immeuble récent quartier résidentiel proche du centre de Dijon, mixte, moy-sup/sup, espaces verts",Collectif,Mixte,Résidentiel,Espaces verts,Urbain,Ouest Dijon,Moyen-sup,"Immeuble quartier résidentiel Villeurbanne, peu verdoyant, classe mon",Immeubles,Résidentiel,Urbanisé,Urbain,Est Lyon,Moyen
145,Belhadj,5b0e42c3a58f09000ffa348a,Femme,44.0,1.0,1698.3,452.0,21364.0,"16 avenue Droits de
l’Homme et du Citoyen
-21300 Chenôve",France,Locataire,,2 rue Eugène Varlin 69200 Vénissieux ,France,Locataire,Embauche,"Immeuble zone résidentielle mixte périurbaine proche lotissement maisons, classe moy",Collectif,Mixte,Résidentiel,Espaces verts,Périurbain,Sud-Est Dijon,Moyen,"Immeuble zone résidentielle mixte, proche Minguettes, classe moy, ",Mixte,Résidentiel,Espaces verts,Urbain,Sud-Est Lyon,Moyen
+21300 Chenôve",France,Locataire,,2 rue Eugène Varlin 69200 Vénissieux ,France,Locataire,Embauche,"Immeuble zone résidentielle mixte périurbaine proche lotissement maisons, classe moy",Collectif,Mixte,Résidentiel,Espaces verts,Péri-urbain,Sud-Est Dijon,Moyen,"Immeuble zone résidentielle mixte, proche Minguettes, classe moy, ",Mixte,Résidentiel,Espaces verts,Urbain,Sud-Est Lyon,Moyen
146,Le Goff,5b0d499ea58f09000ffa3480,Homme,42.0,1.0,3722.0,985.0,3509.0,Azaiba villa n°2/355 State Bucher Mascate,Oman,Locataire,,7 rue du Général Bedeau 44120 Vertou,France,Locataire,Mutation,Villa quartier résidentiel Oman,Individuel,Lotissement,Résidentiel,Urbanisé,Urbain,Ouest Oman,Sup,"Maison quartier commerçant mixte, centre commune périphérie Nord-Est de Nantes., classe moy/moy-sup",Mixte,Commerçant,Espaces verts,Urbain,Nord-Est Nantes,Moyen-sup
147,Derradji (ABANDON APRÈS VISITE),,Femme,25.0,1.0,1169.3,,12243.0,2k rue de Chesterfield 1000 Troyes,France,Locataire,478.0,,,,Embauche,Immeuble quartier pop mixte avec lotissement proche et espaces verts,Collectif,Mixte,Résidentiel,Espaces verts,Urbain,Est Troyes,,,,,,,,
148,Stopin,5b1ec437d915ac000f2a0357,Femme,35.0,3.0,3316.0,2267.0,54246.0,25 rue Ertot 50340 Les Pieux,France,Locataire,625.0,60 rue de Picpus 75012 Paris,France,Locataire,Mutation,Maison hameau zone rurale proche océan ,Individuel,Maisons,Résidentiel,Agricole,Rural,Sud-Est Flamanville,Moyen-sup,Immeuble 90’s quartier commerçant centre Paris classe moy-sup/sup,Immeubles,Commerçant,Urbanisé,Central,Est Paris,Moyen-sup
-149,Gossart,5b18f59ca58f09000ffa3ac3,Homme,31.0,1.0,2374.0,1100.0,44663.0,8 rue Charles Doutriaux 62223 Saint-Laurent-Blangy,France,Locataire,650.0,460 A chemin des Granges Marduel 69380 Châtillon,France,Locataire,Mutation,"Petit immeuble récent zone résidentielle classe moyenne-sup nord-est Arras, espaces verts",Collectif,Immeubles,Résidentiel,Espaces verts,Périurbain,Nord-Est Arras,Moyen-sup,Maison petit hameau entouré de terres agricole au nord-ouest de Lyon ,Maisons,Résidentiel,Agricole,Rural,Nord-Ouest Lyon,Moyen-sup
-150,Boedec,5b379d7e3890b1000fc652db,Homme,27.0,0.0,2374.0,635.0,20233.0,147 bis avenue de Lespinet Mermoz 31400 Toulouse,France,Locataire,636.0,26 rue de la Marne 57000 Metz,France,Locataire,Embauche,"Immeuble/quartier récent proche quelques commerces, classe moy/moy-sup, périurbain SUd-Est Toulouse",Collectif,Immeubles,Commerçant,Espaces verts,Périurbain,Sud-Est Toulouse,Moyen-sup,Immeuble 90’s ,Immeubles,Résidentiel,Espaces verts,Urbain,Sud Metz,Moyen-sup
+149,Gossart,5b18f59ca58f09000ffa3ac3,Homme,31.0,1.0,2374.0,1100.0,44663.0,8 rue Charles Doutriaux 62223 Saint-Laurent-Blangy,France,Locataire,650.0,460 A chemin des Granges Marduel 69380 Châtillon,France,Locataire,Mutation,"Petit immeuble récent zone résidentielle classe moyenne-sup nord-est Arras, espaces verts",Collectif,Immeubles,Résidentiel,Espaces verts,Péri-urbain,Nord-Est Arras,Moyen-sup,Maison petit hameau entouré de terres agricole au nord-ouest de Lyon ,Maisons,Résidentiel,Agricole,Rural,Nord-Ouest Lyon,Moyen-sup
+150,Boedec,5b379d7e3890b1000fc652db,Homme,27.0,0.0,2374.0,635.0,20233.0,147 bis avenue de Lespinet Mermoz 31400 Toulouse,France,Locataire,636.0,26 rue de la Marne 57000 Metz,France,Locataire,Embauche,"Immeuble/quartier récent proche quelques commerces, classe moy/moy-sup, périurbain SUd-Est Toulouse",Collectif,Immeubles,Commerçant,Espaces verts,Péri-urbain,Sud-Est Toulouse,Moyen-sup,Immeuble 90’s ,Immeubles,Résidentiel,Espaces verts,Urbain,Sud Metz,Moyen-sup
152,"Lespinasse (logement site arrivée proche lieu d’étude, comme 31 et 139) Créer sous-pop moralisa ??",5ab92a4f3e0001000f5483eb,Homme,18.0,0.0,,495.0,,La Bottière 69840 Julienas,France,Hébergé,,18 rue du Moulin à Vent 69200 Vénissieux,France,Locataire,Alternance,"Maison hameau proche Julienas, zone rurale, parents vignerons",Individuel,Maisons,Résidentiel,Agricole,Rural,Nord Villefranche,Moyen-sup,"Résidence étudiante quartier est centre Lyon, proche lotissement maisons, espaces verts, proche lycée marinière",Immeubles,Autres activités,Espaces verts,Central,Est Lyon,Moyen-sup
-153,Plet (date ouverture dossier donnée par Nelly (20/07/2018) après date bail ???,5b52039ee5e09c000f4ad275,Femme,22.0,0.0,1029.0,590.0,8358.0,125 rue de la Poterie 74460 Marnaz,France,Hébergé,,37 rue Antoine Charial 69003 Lyon,France,Locataire,Alternance,"Maison lotissement résidentiel ouest Cluses, classe moy-sup",Individuel,Mixte,Résidentiel,Espaces verts,Périurbain,Ouest Cluses,Moyen-sup,"Immeuble récent quartier avec qq commerce, centre est de Lyon, classe moy-sup",Immeubles,Commerçant,Urbanisé,Central,Est Lyon,Moyen-sup
-154,Hicks,5af7431a8b53cf000f47554f,Femme,31.0,0.0,,850.0,28526.0,12 rue Ernest Renan 69190 Saint-Fons,France,Locataire,,1 rue de Roderie 44830 Bouaye,France,Colocataire,Mutation,"Maison mitoyenne quartier commerçant sud de Lyon, classe moy/pop",Individuel,Mixte,Commerçant,Urbanisé,Urbain,Sud Lyon,Moyen,"Maison zone résidentielle, résidentielle, proche lotissement, face terrain agricole, périurbain sud-ouest de Nantes",Maisons,Résidentiel,Agricole,Périurbain,Sud-Ouest Nantes,Moyen-sup
+153,Plet (date ouverture dossier donnée par Nelly (20/07/2018) après date bail ???,5b52039ee5e09c000f4ad275,Femme,22.0,0.0,1029.0,590.0,8358.0,125 rue de la Poterie 74460 Marnaz,France,Hébergé,,37 rue Antoine Charial 69003 Lyon,France,Locataire,Alternance,"Maison lotissement résidentiel ouest Cluses, classe moy-sup",Individuel,Mixte,Résidentiel,Espaces verts,Péri-urbain,Ouest Cluses,Moyen-sup,"Immeuble récent quartier avec qq commerce, centre est de Lyon, classe moy-sup",Immeubles,Commerçant,Urbanisé,Central,Est Lyon,Moyen-sup
+154,Hicks,5af7431a8b53cf000f47554f,Femme,31.0,0.0,,850.0,28526.0,12 rue Ernest Renan 69190 Saint-Fons,France,Locataire,,1 rue de Roderie 44830 Bouaye,France,Colocataire,Mutation,"Maison mitoyenne quartier commerçant sud de Lyon, classe moy/pop",Individuel,Mixte,Commerçant,Urbanisé,Urbain,Sud Lyon,Moyen,"Maison zone résidentielle, résidentielle, proche lotissement, face terrain agricole, périurbain sud-ouest de Nantes",Maisons,Résidentiel,Agricole,Péri-urbain,Sud-Ouest Nantes,Moyen-sup
155,Roberto,5b43a26fd1740a000f236eea,Femme,23.0,0.0,980.0,638.0,10982.0,16 bis rue Maréchal Randon 38000 Grenoble,France,Locataire,450.0,50 rue Étienne Richerand 69003 Lyon,France,Locataire,Alternance,"Immeuble quartier classe moy, mixte maison, commerçant",Collectif,Mixte,Commerçant,Urbanisé,Central,Nord Grenoble,Moyen,"Immeuble zone résidentielle centre Lyon, proche gare, moyen-sup",Immeubles,Résidentiel,Urbanisé,Central,Est Lyon,Moyen-sup
diff --git a/predihood/generated_files/datasets/data_density.csv b/predihood/generated_files/datasets/data_density.csv
new file mode 100644
index 00000000..6497118d
--- /dev/null
+++ b/predihood/generated_files/datasets/data_density.csv
@@ -0,0 +1,269 @@
+CODE,AREA,DENSITY,P14_POP,P14_POP0002,P14_POP0305,P14_POP0610,P14_POP1117,P14_POP1824,P14_POP2539,P14_POP4054,P14_POP5564,P14_POP6579,P14_POP80P,P14_POP0014,P14_POP1529,P14_POP3044,P14_POP4559,P14_POP6074,P14_POP75P,P14_POP0019,P14_POP2064,P14_POP65P,P14_POPH,P14_H0014,P14_H1529,P14_H3044,P14_H4559,P14_H6074,P14_H75P,P14_H0019,P14_H2064,P14_H65P,P14_POPF,P14_F0014,P14_F1529,P14_F3044,P14_F4559,P14_F6074,P14_F75P,P14_F0019,P14_F2064,P14_F65P,C14_POP15P,C14_POP15P_CS1,C14_POP15P_CS2,C14_POP15P_CS3,C14_POP15P_CS4,C14_POP15P_CS5,C14_POP15P_CS6,C14_POP15P_CS7,C14_POP15P_CS8,C14_H15P,C14_H15P_CS1,C14_H15P_CS2,C14_H15P_CS3,C14_H15P_CS4,C14_H15P_CS5,C14_H15P_CS6,C14_H15P_CS7,C14_H15P_CS8,C14_F15P,C14_F15P_CS1,C14_F15P_CS2,C14_F15P_CS3,C14_F15P_CS4,C14_F15P_CS5,C14_F15P_CS6,C14_F15P_CS7,C14_F15P_CS8,P14_POP_FR,P14_POP_ETR,P14_POP_IMM,P14_PMEN,P14_PHORMEN,P14_LOG,P14_RP,P14_RSECOCC,P14_LOGVAC,P14_MAISON,P14_APPART,P14_RP_1P,P14_RP_2P,P14_RP_3P,P14_RP_4P,P14_RP_5PP,P14_NBPI_RP,P14_RPMAISON,P14_NBPI_RPMAISON,P14_RPAPPART,P14_NBPI_RPAPPART,P14_RP_M30M2,P14_RP_3040M2,P14_RP_4060M2,P14_RP_6080M2,P14_RP_80100M2,P14_RP_100120M2,P14_RP_120M2P,P14_RP_ACHTOT,P14_RP_ACH19,P14_RP_ACH45,P14_RP_ACH70,P14_RP_ACH90,P14_RP_ACH05,P14_RP_ACH11,P14_RPMAISON_ACHTOT,P14_RPMAISON_ACH19,P14_RPMAISON_ACH45,P14_RPMAISON_ACH70,P14_RPMAISON_ACH90,P14_RPMAISON_ACH05,P14_RPMAISON_ACH11,P14_RPAPPART_ACHTOT,P14_RPAPPART_ACH19,P14_RPAPPART_ACH45,P14_RPAPPART_ACH70,P14_RPAPPART_ACH90,P14_RPAPPART_ACH05,P14_RPAPPART_ACH11,P14_MEN,P14_MEN_ANEM0002,P14_MEN_ANEM0204,P14_MEN_ANEM0509,P14_MEN_ANEM10P,P14_PMEN_ANEM0002,P14_PMEN_ANEM0204,P14_PMEN_ANEM0509,P14_PMEN_ANEM10P,P14_NBPI_RP_ANEM0002,P14_NBPI_RP_ANEM0204,P14_NBPI_RP_ANEM0509,P14_NBPI_RP_ANEM10P,P14_RP_PROP,P14_RP_LOC,P14_RP_LOCHLMV,P14_RP_GRAT,P14_NPER_RP,P14_NPER_RP_PROP,P14_NPER_RP_LOC,P14_NPER_RP_LOCHLMV,P14_NPER_RP_GRAT,P14_ANEM_RP,P14_ANEM_RP_PROP,P14_ANEM_RP_LOC,P14_ANEM_RP_LOCHLMV,P14_ANEM_RP_GRAT,P14_RP_SDB,P14_RP_CCCOLL,P14_RP_CCIND,P14_RP_CINDELEC,P14_RP_GARL,P14_RP_VOIT1P,P14_RP_VOIT1,P14_RP_VOIT2P,NB_B101,NB_B102,NB_B103,NB_B201,NB_B202,NB_B203,NB_B204,NB_B205,NB_B206,NB_B301,NB_B302,NB_B303,NB_B304,NB_B305,NB_B306,NB_B307,NB_B308,NB_B309,NB_B310,NB_B311,NB_B312,NB_B313,NB_B315,DEC_PIMP14,DEC_TP6014,DEC_Q114,DEC_MED14,DEC_Q314,DEC_EQ14,DEC_D114,DEC_D214,DEC_D314,DEC_D414,DEC_D614,DEC_D714,DEC_D814,DEC_D914,DEC_RD14,DEC_S80S2014,DEC_GI14,DEC_PTSA14,DEC_PCHO14,DEC_PBEN14,DEC_PPEN14,DEC_PAUT14,note,NB_D201,NB_D202,NB_D203,NB_D204,NB_D205,NB_D206,NB_D207,NB_D208,NB_D209,NB_D210,NB_D211,NB_D212,NB_D213,NB_D221,NB_D231,NB_D232,NB_D233,NB_D235,NB_D236,NB_D237,NB_D238,NB_D239,NB_D240,NB_D242,NB_D243,C401,C402,C403,C409,C501,C502,C503,C504,C509,C601,C602,C604,C609,C701,C702,C101,C101_NB_CANT,C101_NB_EP,C104,C104_NB_CANT,C104_NB_PELEM,C104_NB_EP,C105,C105_NB_PELEM,NB_F101,NB_F101_NB_AIREJEU,NB_F101_NB_COU,NB_F101_NB_ECL,NB_F102,NB_F102_NB_AIREJEU,NB_F102_NB_COU,NB_F102_NB_ECL,NB_F103,NB_F103_NB_AIREJEU,NB_F103_NB_COU,NB_F103_NB_ECL,NB_F104,NB_F104_NB_AIREJEU,NB_F106,NB_F106_NB_AIREJEU,NB_F106_NB_COU,NB_F106_NB_ECL,NB_F107,NB_F107_NB_AIREJEU,NB_F107_NB_COU,NB_F107_NB_ECL,NB_F108,NB_F108_NB_AIREJEU,NB_F108_NB_COU,NB_F108_NB_ECL,NB_F110,NB_F110_NB_AIREJEU,NB_F110_NB_COU,NB_F110_NB_ECL,NB_F111,NB_F111_NB_AIREJEU,NB_F111_NB_ECL,NB_F112,NB_F112_NB_AIREJEU,NB_F112_NB_COU,NB_F112_NB_ECL,NB_F113,NB_F113_NB_AIREJEU,NB_F113_NB_COU,NB_F113_NB_ECL,NB_F114,NB_F114_NB_AIREJEU,NB_F114_NB_COU,NB_F114_NB_ECL,NB_F116,NB_F116_NB_AIREJEU,NB_F116_NB_COU,NB_F116_NB_ECL,NB_F117,NB_F117_NB_AIREJEU,NB_F117_NB_ECL,NB_F118,NB_F118_NB_AIREJEU,NB_F120,NB_F120_NB_AIREJEU,NB_F120_NB_COU,NB_F120_NB_ECL,NB_F121,NB_F121_NB_AIREJEU,NB_F121_NB_COU,NB_F121_NB_ECL,NB_F202,NB_F202_NB_AIREJEU,NB_F203,NB_F203_NB_AIREJEU,NB_F302,NB_F302_NB_SALLES,NB_F303,NB_F303_NB_SALLES,NB_F304,NB_F305,NB_A101,NB_A104,NB_A105,NB_A106,NB_A107,NB_A108,NB_A109,NB_A115,NB_A119,NB_A120,NB_A121,NB_A122,NB_A123,NB_A124,NB_A203,NB_A205,NB_A206,NB_A301,NB_A302,NB_A303,NB_A304,NB_A401,NB_A402,NB_A403,NB_A404,NB_A405,NB_A406,NB_A501,NB_A502,NB_A503,NB_A504,NB_A505,NB_A506,NB_A507,P14_POP1564,P14_POP1524,P14_POP2554,P14_H1564,P14_H1524,P14_H2554,P14_H5564,P14_F1564,P14_F1524,P14_F2554,P14_F5564,P14_ACT1564,P14_ACT1524,P14_ACT2554,P14_ACT5564,P14_HACT1564,P14_HACT1524,P14_HACT2554,P14_HACT5564,P14_FACT1564,P14_FACT1524,P14_FACT2554,P14_FACT5564,P14_ACTOCC1564,P14_ACTOCC1524,P14_ACTOCC2554,P14_ACTOCC5564,P14_HACTOCC1564,P14_HACTOCC1524,P14_HACTOCC2554,P14_HACTOCC5564,P14_FACTOCC1564,P14_FACTOCC1524,P14_FACTOCC2554,P14_FACTOCC5564,P14_CHOM1564,P14_CHOM1524,P14_CHOM2554,P14_CHOM5564,P14_HCHOM1564,P14_FCHOM1564,P14_INACT1564,P14_HINACT1564,P14_FINACT1564,P14_ETUD1564,P14_HETUD1564,P14_FETUD1564,P14_RETR1564,P14_HRETR1564,P14_FRETR1564,P14_AINACT1564,P14_HAINACT1564,P14_FAINACT1564,C14_ACT1564,C14_ACT1564_CS1,C14_ACT1564_CS2,C14_ACT1564_CS3,C14_ACT1564_CS4,C14_ACT1564_CS5,C14_ACT1564_CS6,C14_ACTOCC1564,C14_ACTOCC1564_CS1,C14_ACTOCC1564_CS2,C14_ACTOCC1564_CS3,C14_ACTOCC15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activities,Green areas,Urban,Centre,Middle
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subdivisions,Housing,Green areas,Peri-urban,North West,Middle
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subdivisions,Housing,Green areas,Peri-urban,South,Upper
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subdivisions,Housing,Green areas,Peri-urban,North,Upper middle
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subdivisions,Other activities,Green areas,Peri-urban,East,Upper middle
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estates,Shopping,Green areas,Urban,West,Lower
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subdivisions,Housing,Green areas,Peri-urban,South East,Upper
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activities,Forest,Peri-urban,East,Upper middle
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estates,Housing,Urban,Urban,North West,Middle
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subdivisions,Housing,Green areas,Peri-urban,South,Upper
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subdivisions,Housing,Countryside,Peri-urban,West,Upper middle
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subdivisions,Housing,Green areas,Peri-urban,North,Upper middle
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East,Middle
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subdivisions,Housing,Countryside,Peri-urban,South,Middle
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activities,Urban,Urban,East,Upper middle
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subdivisions,Other activities,Green areas,Peri-urban,East,Middle
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middle
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subdivisions,Other activities,Green areas,Peri-urban,West,Upper middle
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subdivisions,Housing,Green areas,Peri-urban,North,Upper middle
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areas,Urban,South East,Middle
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estates,Shopping,Green areas,Central,East,Upper middle
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activities,Green areas,Urban,Centre,Middle
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subdivisions,Housing,Green areas,Peri-urban,North East,Middle
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activities,Green areas,Urban,South,Upper middle
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subdivisions,Other activities,Green areas,Peri-urban,North East,Upper middle
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subdivisions,Housing,Green areas,Urban,South East,Upper middle
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subdivisions,Housing,Green areas,Peri-urban,North,Middle
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estates,Housing,Green areas,Urban,South,Lower
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diff --git a/predihood/generated_files/datasets/data_density_filtered.csv b/predihood/generated_files/datasets/data_density_filtered.csv
new file mode 100644
index 00000000..ccd20466
--- /dev/null
+++ b/predihood/generated_files/datasets/data_density_filtered.csv
@@ -0,0 +1,269 @@
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subdivisions,Housing,Countryside,Peri-urban,East,Middle
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subdivisions,Housing,Green areas,Peri-urban,South East,Upper middle
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activities,Green areas,Urban,Centre,Middle
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subdivisions,Housing,Green areas,Peri-urban,North West,Middle
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subdivisions,Housing,Green areas,Peri-urban,South,Upper
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subdivisions,Housing,Green areas,Peri-urban,North,Upper middle
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subdivisions,Other activities,Green areas,Peri-urban,East,Upper middle
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estates,Other activities,Urban,Central,West,Middle
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subdivisions,Housing,Forest,Peri-urban,North,Middle
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areas,Peri-urban,North East,Middle
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estates,Shopping,Green areas,Urban,West,Lower
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subdivisions,Housing,Green areas,Peri-urban,South East,Upper
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subdivisions,Housing,Forest,Peri-urban,West,Upper
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East,Upper middle
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subdivisions,Housing,Green areas,Peri-urban,East,Upper middle
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activities,Green areas,Peri-urban,North,Upper middle
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East,Upper middle
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estates,Housing,Urban,Urban,North West,Middle
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subdivisions,Housing,Green areas,Peri-urban,South,Upper
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subdivisions,Housing,Countryside,Peri-urban,West,Upper middle
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subdivisions,Housing,Green areas,Peri-urban,North,Upper middle
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East,Middle
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subdivisions,Housing,Countryside,Peri-urban,South,Middle
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activities,Green areas,Urban,Centre,Middle
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East,Upper middle
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subdivisions,Other activities,Green areas,Peri-urban,East,Middle
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activities,Green areas,Urban,Centre,Middle
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West,Middle
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activities,Green areas,Peri-urban,North,Upper middle
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middle
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subdivisions,Other activities,Green areas,Peri-urban,West,Upper middle
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areas,Peri-urban,North East,Upper middle
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areas,Central,Centre,Upper middle
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subdivisions,Housing,Green areas,Peri-urban,North,Upper middle
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estates,Shopping,Green areas,Central,East,Upper middle
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activities,Green areas,Urban,Centre,Middle
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estates,Housing,Green areas,Urban,South East,Middle
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subdivisions,Housing,Countryside,Peri-urban,North,Upper middle
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subdivisions,Housing,Green areas,Peri-urban,North East,Middle
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activities,Green areas,Urban,South,Upper middle
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areas,Central,East,Upper middle
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middle
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areas,Peri-urban,East,Middle
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subdivisions,Housing,Green areas,Urban,South East,Upper middle
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subdivisions,Housing,Green areas,Peri-urban,North,Middle
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subdivisions,Housing,Green areas,Peri-urban,East,Upper middle
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diff --git a/predihood/generated_files/selected-indicators/primary10.csv b/predihood/generated_files/selected-indicators/primary10.csv
new file mode 100644
index 00000000..6216e8ef
--- /dev/null
+++ b/predihood/generated_files/selected-indicators/primary10.csv
@@ -0,0 +1,6 @@
+0,P14_NBPI_RPMAISON,P14_RPMAISON,C14_MEN_CS7,P14_RPMAISON_ACHTOT,DEC_D114,P14_NPER_RP_PROP,P14_RPMAISON_ACH90,C14_PMEN_MENCOUPSENF,C14_MENCOUPAENF,P14_ANEM_RP_PROP,P14_MAISON,P14_RP_100120M2,P14_RP_5PP,P14_RPMAISON_ACH45,C14_PMEN_CS1,,,,
+1,P14_PHORMEN,DENSITY,P14_ACTOCC1564,P14_NPER_RP_PROP,C14_COUPAENF,P14_SCOL0610,P14_POP0205,P14_SCOL1114,NB_D233,P14_POP_ETR,DEC_EQ14,NB_F121,P14_RP_ACH19,P14_RP_ACH90,DEC_D614,P14_NPER_RP_LOCHLMV,C14_PMEN_CS1,P14_PMEN_ANEM10P,P14_ACTOCC15P_ILT2
+2,C14_NE24F4P,P14_RP_ACH70,P14_RPMAISON_ACH90,P14_RPAPPART_ACH90,DEC_D314,P14_RP_ACH45,C14_PMEN_CS5,DEC_PCHO14,P14_CHOM5564,P14_RP_ACH90,DEC_PTSA14,NB_B103,NB_F116,NB_D231,C14_PMEN_CS6,C14_MENSFAM,,,
+3,C14_ACTOCC15P_MAR,C14_COUPAENF,P14_POP_IMM,P14_RP_ACH19,P14_SCOL1114,P14_POP0610,P14_RPAPPART_ACH19,P14_RP_VOIT2P,NB_D601,P14_SCOL0610,P14_RPMAISON_ACH90,C14_PMEN_CS1,C14_POP15P_CS5,DEC_PTSA14,DEC_PIMP14,P14_ACTOCC15P_ILT2P,P14_RP_ACH90,P14_RSECOCC,C14_ACT1564_CS1
+4,C14_ACTOCC15P_MAR,P14_RPAPPART_ACH19,P14_POP1524_PSEUL,P14_RP_3040M2,P14_NSAL15P_TP,P14_ACTOCC15P_ILT3,P14_SCOL2529,NB_A504,C14_NE24F3,P14_CHOM5564,P14_RP_ACH19,P14_RPAPPART_ACH45,C14_PMEN_MENSFAM,C14_MEN_CS8,P14_RP_GRAT,P14_RPAPPART_ACH90,C14_MENSFAM,,
+5,P14_RP_ACH19,P14_RPAPPART_ACH19,C14_ACT1564_CS3,P14_SAL15P_INTERIM,P14_SCOL2529,P14_NBPI_RP_ANEM0002,NB_A503,DEC_PBEN14,P14_POP,P14_NSAL15P_EMPLOY,P14_POP_ETR,NB_D243,P14_RSECOCC,P14_RP_ACH70,P14_RPMAISON_ACH70,P14_RP_M30M2,C14_PMEN_MENSFAM,,
diff --git a/predihood/generated_files/selected-indicators/primary100.csv b/predihood/generated_files/selected-indicators/primary100.csv
new file mode 100644
index 00000000..22659a12
--- /dev/null
+++ b/predihood/generated_files/selected-indicators/primary100.csv
@@ -0,0 +1,6 @@
+0,P14_NBPI_RPMAISON,P14_RPMAISON,C14_MEN_CS7,P14_RPMAISON_ACHTOT,DEC_D114,P14_NPER_RP_PROP,P14_RPMAISON_ACH90,C14_PMEN_MENCOUPSENF,C14_MENCOUPAENF,P14_ANEM_RP_PROP,P14_MAISON,C14_COUPAENF,C14_MENCOUPSENF,P14_NBPI_RP_ANEM10P,DEC_D314,NB_B201,P14_NBPI_RP_ANEM0509,P14_RPMAISON_ACH19,P14_RPMAISON_ACH70,P14_RP_ACH19,C14_PMEN_MENCOUPAENF,P14_SCOL1517,NB_B304,P14_NSAL15P_TP,P14_RP_120M2P,P14_NBPI_RPAPPART,P14_RP_5PP,P14_RP_PROP,P14_POP0205,C14_ACTOCC15P_MAR,P14_POP0610,NB_D213,NB_B202,P14_NSAL15P_EMPLOY,P14_AINACT1564,NB_B204,P14_RP_LOC,P14_LOGVAC,DEC_MED14,P14_RPAPPART,P14_POP0014,P14_CHOM1564,NB_A403,P14_SCOL1114,DEC_PCHO14,P14_PMEN_ANEM10P,C14_NE24F0,P14_ACTOCC1564,DEC_PTSA14,P14_RP_GRAT,P14_RP_VOIT2P,NB_D239,P14_RP_ACH45,P14_MEN_ANEM0509,DENSITY,C14_PMEN_MENSFAM,DEC_TP6014,DEC_EQ14,NB_A502,P14_POP5564,P14_PMEN_ANEM0509,P14_ACTOCC15P_ILT1,P14_RP_4P,P14_RP_CCCOLL,C14_PMEN_CS7,P14_RETR1564,NB_D233,P14_RP_3P,P14_APPART,DEC_D414,P14_CHOM2554,P14_NSCOL15P_DIPLMIN,P14_F1529,P14_RPMAISON_ACH45,P14_ANEM_RP_LOC,P14_RSECOCC,P14_POPMEN80P,P14_SCOL0610,C14_POP15P_CS1,C14_PMEN_CS5,P14_RP_3040M2,P14_RP_2P,P14_POP1517,P14_RP_ACH90,C509,NB_B303,C14_PMEN,C14_POP15P_CS2,P14_F3044,DEC_D614,C14_PMEN_CS1,P14_POP80P,DEC_Q114,P14_RPAPPART_ACH19,C14_PMEN_CS2,NB_A503,NB_A504,C14_ACTOCC1564_CS4,P14_POP2529,P14_RP_4060M2,P14_RP_100120M2,NB_D240,DEC_D714,DEC_D814,C14_ACTOCC1564_CS1,C14_ACTOCC15P_DROU,P14_ACTOCC15P_ILT5,P14_RPAPPART_ACH05,P14_RPAPPART_ACH70,NB_B309,C14_ACT1564_CS3,C14_MEN_CS1,P14_NPER_RP_GRAT,P14_ACTOCC15P_ILT4,P14_POP0002,NB_D602,C14_ACT1564_CS1,P14_ANEM_RP_GRAT,C14_ACTOCC15P_TCOM,P14_RPAPPART_ACH90,P14_RPAPPART_ACH11,C14_MEN_CS8,DEC_D214,P14_POP1524_PSEUL,P14_NPER_RP_LOCHLMV,P14_ACTOCC15P_ILT3,NB_A507,NB_B203,P14_POP65P,P14_SAL15P_EMPAID,P14_RP_1P,NB_D404,NB_G101,NB_A406,C14_ACTOCC15P_PAS,C14_PMEN_MENFAM,P14_RP_M30M2,P14_POP0305,P14_ANEM_RP_LOCHLMV,C14_PMEN_CS8,C503,NB_E101,P14_ANEM_RP,NB_B301,NB_B102,C14_POP15P_CS3,DEC_D914,C14_PMEN_MENFAMMONO,P14_RPAPPART_ACHTOT,P14_SCOL2529,NB_F111,P14_RP_CINDELEC,P14_NSCOL15P_CAPBEP,P14_POP_ETR,P14_POP6579,C14_ACT1564_CS6,P14_POP75P,DEC_RD14,,,
+1,P14_PHORMEN,DENSITY,P14_ACTOCC1564,P14_NPER_RP_PROP,C14_COUPAENF,P14_SCOL0610,P14_POP0205,P14_SCOL1114,NB_D233,P14_POP_ETR,P14_POP_IMM,P14_RP_3040M2,P14_ANEM_RP_GRAT,P14_MEN_ANEM0002,P14_ACT1524,C14_ACTOCC1564_CS3,P14_POP0305,P14_CHOM1524,C14_ACTOCC15P_VOIT,P14_RP_LOCHLMV,P14_RP_80100M2,C14_MENPSEUL,DEC_PTSA14,C14_NE24F4P,P14_SCOL1517,NB_A303,P14_POP0610,NB_A401,C14_MENCOUPAENF,DEC_EQ14,P14_NBPI_RPMAISON,C14_ACTOCC15P_MAR,NB_A301,C509,P14_SAL15P_CDI,P14_ACTOCC15P_ILT2,C14_POP15P_CS2,C14_PMEN_CS6,DEC_PCHO14,P14_SCOL2529,DEC_D114,P14_RPMAISON_ACH70,P14_RPMAISON_ACHTOT,NB_A507,P14_NSCOL15P_DIPLMIN,P14_RPMAISON_ACH90,P14_POP1524_PSEUL,P14_RP_CCCOLL,P14_CHOM2554,P14_RP_4P,C14_ACT1564_CS5,NB_F114,C14_MENFSEUL,C14_MEN_CS7,NB_B308,P14_NBPI_RP_ANEM0509,P14_NBPI_RP_ANEM10P,C14_MEN_CS3,C101,P14_POP4054,P14_POP65P,C503,P14_RSECOCC,P14_ACTOCC5564,C14_ACTOCC1564_CS2,C14_MEN_CS6,P14_RP_120M2P,C14_NE24F3,P14_NSAL15P_TP,P14_PMEN_ANEM0509,NB_A504,DEC_GI14,C14_MEN_CS2,NB_D404,P14_POP15P,C14_MENCOUPSENF,P14_RPAPPART_ACH90,NB_A404,P14_AINACT1564,P14_RP_VOIT1P,C14_PMEN_CS4,C14_NE24F1,NB_A501,P14_RP_VOIT2P,P14_SCOL30P,P14_POP0014,P14_CHOM5564,NB_D213,P14_RPMAISON_ACH11,NB_A506,P14_MEN_ANEM10P,P14_APPART,NB_B101,C14_MENFAMMONO,P14_POP1529,P14_RPMAISON,NB_D210,P14_RPAPPART_ACH45,P14_POP1117,P14_POP4559,NB_F121,P14_RP_ACH19,P14_RP_ACH90,DEC_D614,P14_NPER_RP_LOCHLMV,C14_PMEN_CS1,P14_PMEN_ANEM10P,P14_RPAPPART_ACH19,DEC_TP6014,P14_NPER_RP_GRAT,P14_RP_100120M2,P14_RP_1P,C14_POP15P_CS1,C14_ACT1564_CS1,NB_D202,P14_ACTOCC15P_ILT4,P14_RPAPPART_ACH11,P14_POP0002,P14_RP_ACH11,C14_MEN_CS8,C14_PMEN_CS3,NB_F116,NB_D601,NB_A203,C702,P14_POP,P14_SAL15P_EMPAID,P14_RPMAISON_ACH19,NB_B103,C601,C14_FAMMONO,DEC_D214,NB_A405,DEC_D314,NB_A115,C14_ACT1564_CS3,P14_RP_ACH70,NB_D201,NB_A403,P14_RPAPPART_ACH70,DEC_PPEN14,C14_PMEN_CS8,C14_POP15P_CS3,P14_RPAPPART_ACH05,P14_RP_ACH45,P14_ACTOCC15P_TP,NB_B313,DEC_D714,C14_ACT1564_CS2,P14_ANEM_RP_LOCHLMV,P14_ETUD1564,P14_MAISON,NB_A206,NB_D709,NB_B206,C14_POP15P_CS6,NB_A505,NB_D243,DEC_RD14,C14_ACTOCC15P_PAS,NB_F111
+2,C14_NE24F4P,P14_RP_ACH70,P14_RPMAISON_ACH90,P14_RPAPPART_ACH90,DEC_D314,P14_RP_ACH45,C14_PMEN_CS5,DEC_PCHO14,P14_CHOM5564,P14_RP_ACH90,P14_SCOL1114,P14_NSCOL15P,P14_RETR1564,NB_D213,P14_RP_LOCHLMV,C14_COUPAENF,P14_NPER_RP_GRAT,P14_NSCOL15P_DIPLMIN,P14_POP15P_MARIEE,DEC_D114,DEC_EQ14,C14_FAMMONO,P14_POP0610,C101,P14_RPAPPART_ACH70,NB_B101,P14_ACTOCC15P_ILT4,NB_B302,C302,DEC_PPEN14,P14_NBPI_RP_ANEM10P,NB_B201,P14_NSAL15P_TP,P14_RP_2P,P14_ACTOCC15P_ILT1,P14_SCOL1517,NB_D231,NB_D201,NB_F103,C509,NB_G104,P14_POP_IMM,NB_D601,P14_NPER_RP_LOCHLMV,C14_MENCOUPSENF,C14_ACTOCC15P_PAS,DEC_PBEN14,P14_SCOL0610,C14_PMEN_MENCOUPAENF,NB_B202,P14_RPMAISON_ACH45,NB_A406,P14_POP0305,C14_MEN_CS7,NB_B204,P14_ANEM_RP_GRAT,P14_RPMAISON_ACH11,C14_MEN,P14_ANEM_RP,P14_RPMAISON_ACH70,P14_RP_100120M2,P14_POPMEN15P,C14_ACTOCC15P_MAR,P14_NSCOL15P_CAPBEP,P14_NBPI_RPAPPART,P14_RPMAISON_ACH05,P14_RP_VOIT2P,C14_POP15P_CS2,P14_POP0205,P14_ACTOCC1564,C14_PMEN,P14_RP_GRAT,P14_SAL15P_CDD,P14_RP_CCCOLL,NB_D605,DEC_PTSA14,P14_POP1114,C14_ACTOCC1564_CS3,C14_MEN_CS3,C14_PMEN_MENSFAM,NB_A504,NB_D233,P14_RP_6080M2,NB_D232,P14_RPAPPART_ACH05,P14_POP1524_PSEUL,P14_POP_ETR,C14_POP15P_CS5,P14_RP_SDB,P14_ACTOCC15P_ILT5,P14_ACTOCC15P_ILT3,NB_F117,P14_PMEN_ANEM0509,NB_B303,C14_PMEN_MENFAM,NB_D209,DEC_D614,P14_POP15P,NB_F303,NB_A401,NB_B103,NB_F116,C14_PMEN_CS6,C14_MENSFAM,NB_D240,NB_F107,P14_PHORMEN,NB_A402,P14_RP_ACH19,C14_MEN_CS1,C14_NE24F3,NB_B307,NB_D243,NB_F304,P14_SAL15P_APPR,P14_SCOL2529,NB_F120,P14_RPAPPART_ACHTOT,DEC_PIMP14,P14_RP_3040M2,C14_ACTOCC15P_DROU,C14_ACTOCC15P_TCOM,NB_F111,DEC_D714,NB_D221,NB_A501,NB_B310,NB_D238,P14_RSECOCC,P14_RPAPPART_ACH11,P14_AINACT1564,P14_RP_1P,NB_A405,DEC_D214,P14_POP,NB_A404,NB_F112,DENSITY,NB_A301,C14_ACT1564_CS6,P14_ANEM_RP_LOCHLMV,P14_SAL15P_EMPAID,P14_RP_ACH11,P14_ACT5564,C14_POP15P_CS1,C601,C14_ACTOCC1564_CS2,NB_D210,NB_F114,NB_D237,P14_NSAL15P_AIDFAM,NB_A121,C201,P14_SAL15P_INTERIM,P14_NSCOL15P_BAC,P14_RPAPPART,P14_RP_120M2P,,,,
+3,C14_ACTOCC15P_MAR,C14_COUPAENF,P14_POP_IMM,P14_RP_ACH19,P14_SCOL1114,P14_POP0610,P14_RPAPPART_ACH19,P14_RP_VOIT2P,NB_D601,P14_SCOL0610,P14_MEN_ANEM0509,P14_SCOL1517,NB_A504,P14_POP0205,C14_ACTOCC15P_VOIT,P14_NSCOL15P_CAPBEP,NB_D213,P14_POP0305,P14_RP_100120M2,C14_PMEN_MENFAM,P14_NBPI_RP_ANEM0509,DEC_PTSA14,C14_MEN_CS7,P14_RP_ACH70,P14_CHOM5564,P14_POP2539,C14_NE24F4P,P14_F3044,C14_ACTOCC1564_CS3,NB_B203,DENSITY,NB_A203,P14_POPMEN2554,NB_E101,NB_G104,DEC_EQ14,C14_PMEN_CS6,P14_NPER_RP_PROP,P14_NBPI_RPMAISON,C14_MENCOUPSENF,NB_G101,P14_POPMEN15P,P14_RPMAISON,C14_POP15P,P14_RSECOCC,DEC_D314,C14_MEN,P14_RP_120M2P,P14_SCOL0205,P14_POP1524_PSEUL,NB_D239,P14_RPMAISON_ACH70,P14_NSAL15P_TP,C14_MEN_CS3,P14_RPMAISON_ACH90,P14_ACTOCC1564,P14_NSCOL15P,P14_CHOM2554,P14_RP_SDB,C502,C14_ACTOCC1564_CS5,P14_POP15P_MARIEE,P14_PMEN_ANEM0509,P14_RP_5PP,C14_NE24F2,NB_F116,P14_NBPI_RP_ANEM0002,P14_NBPI_RP_ANEM10P,NB_D233,NB_B201,DEC_PCHO14,P14_SCOL2529,P14_RP_80100M2,P14_NPER_RP_LOCHLMV,P14_RETR1564,DEC_D214,P14_ACTOCC15P_ILT1,P14_RP_VOIT1P,P14_POP_ETR,C14_ACTOCC1564_CS6,NB_B204,P14_RP_2P,P14_RP_4P,P14_SAL15P_CDI,NB_D236,P14_NSCOL15P_DIPLMIN,C14_MENSFAM,C14_ACT1564_CS4,C509,P14_ANEM_RP_LOCHLMV,P14_RPMAISON_ACH19,C14_PMEN_MENCOUPAENF,NB_A505,NB_B308,C14_PMEN_CS2,P14_RPMAISON_ACHTOT,P14_RP_6080M2,P14_POP1564,C14_PMEN_MENFAMMONO,C14_PMEN_CS5,C14_PMEN_CS1,C14_POP15P_CS5,DEC_PIMP14,P14_ACTOCC15P_ILT2P,P14_RP_ACH90,C14_ACT1564_CS1,NB_F111,C14_MEN_CS1,P14_MEN_ANEM0002,DEC_D114,NB_A401,P14_RPAPPART_ACH45,P14_RPAPPART_ACH05,NB_B302,P14_NSAL15P_AIDFAM,P14_APPART,P14_POP0014,DEC_Q114,P14_RP_ACH11,C14_ACTOCC15P_PAS,P14_PMEN_ANEM10P,C409,NB_D201,P14_RP_4060M2,C14_ACT1564_CS3,P14_AINACT1564,NB_D243,P14_SAL15P_APPR,NB_D709,P14_RP_M30M2,P14_NSAL15P,NB_A406,P14_ACTOCC15P_ILT4,C14_MEN_CS4,DEC_D614,P14_ACTOCC15P_ILT2,P14_RPAPPART_ACH70,P14_ACT1524,C14_POP15P_CS1,P14_RP_GRAT,NB_F114,NB_D703,DEC_D714,P14_INACT1564,P14_RP_ACH45,C14_PMEN_MENSFAM,NB_F117,NB_A301,DEC_RD14,DEC_MED14,P14_RPAPPART,C14_ACTOCC15P_TCOM,C14_MENFAM,C14_FAM,,,,,,,
+4,C14_ACTOCC15P_MAR,P14_RPAPPART_ACH19,P14_POP1524_PSEUL,P14_RP_3040M2,P14_NSAL15P_TP,P14_ACTOCC15P_ILT3,P14_SCOL2529,NB_A504,C14_NE24F3,P14_CHOM5564,P14_MEN_ANEM0002,P14_RPAPPART_ACH45,P14_RP_CCCOLL,P14_POP_ETR,C14_PMEN_MENSFAM,C14_ACTOCC1564_CS3,P14_CHOM1524,P14_RP_120M2P,P14_RPAPPART_ACH70,P14_POP_IMM,C14_COUPAENF,P14_NPER_RP_LOCHLMV,C14_PMEN_CS8,P14_RP_ACH70,C14_ACTOCC15P_TCOM,P14_RP_LOCHLMV,P14_ETUD1564,P14_RP_ACH19,P14_RPMAISON_ACH90,P14_RP_CINDELEC,P14_NSAL15P_EMPLOY,C14_MEN_CS8,C14_MENSFAM,P14_SAL15P_EMPAID,P14_RP_4P,P14_ACTOCC15P_ILT5,P14_RP_ACH45,P14_RPMAISON,P14_NPER_RP_PROP,P14_CHOM2554,P14_ANEM_RP_LOCHLMV,C14_PMEN_CS3,P14_ACTOCC5564,P14_SCOL1114,P14_ACTOCC15P_ILT1,P14_RP_GRAT,C14_PMEN_MENCOUPAENF,P14_POP,P14_RP_M30M2,P14_RPAPPART_ACHTOT,P14_RPAPPART_ACH90,P14_SCOL0610,C14_MENHSEUL,P14_RPMAISON_ACH70,P14_SAL15P_INTERIM,P14_RPAPPART,P14_RP_4060M2,P14_NPER_RP_GRAT,P14_ANEM_RP_LOC,P14_NSCOL15P_DIPLMIN,P14_F3044,P14_RP_ACH11,P14_PMEN_ANEM0002,P14_RP_2P,C14_ACTOCC1564_CS6,P14_LOGVAC,C14_POP15P_CS3,P14_SCOL1824,C14_MENFSEUL,P14_POP15P_MARIEE,P14_RPAPPART_ACH11,P14_RP_ACH05,P14_ACTOCC15P_ILT2,C14_ACTOCC1564_CS2,DEC_PBEN14,P14_NSAL15P_INDEP,NB_A403,C14_ACT1564_CS6,C14_MENPSEUL,NB_A501,P14_SCOL1517,P14_POP75P,P14_POP0014,P14_RP_CCIND,P14_MAISON,P14_ANEM_RP_GRAT,C14_ACT1564_CS5,C14_NE24F2,C14_MEN_CS6,C14_PMEN_CS6,P14_RP_6080M2,C14_MEN_CS3,C14_MEN,P14_NBPI_RPMAISON,P14_ANEM_RP,P14_POP1114,P14_RPAPPART_ACH05,P14_RPMAISON_ACH45,P14_NBPI_RP_ANEM0204,P14_SAL15P_CDD,P14_RSECOCC,P14_APPART,P14_RP_1P,P14_PHORMEN,NB_A402,C14_NE24F4P,P14_NBPI_RPAPPART,DEC_PAUT14,C14_ACTOCC15P_DROU,P14_POP0305,NB_E101,NB_A203,NB_B204,DEC_EQ14,P14_ACTOCC15P_ILT4,C14_MENCOUPAENF,P14_SCOL30P,P14_SAL15P_APPR,P14_RP_LOC,P14_NSAL15P,DEC_D114,P14_ACTOCC1524,P14_NBPI_RP_ANEM0002,P14_POPMEN80P,DEC_PPEN14,P14_RPMAISON_ACH05,NB_A406,C14_MENCOUPSENF,P14_POP2529,P14_MEN_ANEM0509,NB_F116,C14_PMEN_MENFAMMONO,NB_D201,DENSITY,P14_RPMAISON_ACH11,DEC_PIMP14,,,,,,,,,,,,,,,,,,,,,,,,,
+5,P14_RP_ACH19,P14_RPAPPART_ACH19,C14_ACT1564_CS3,P14_SAL15P_INTERIM,P14_SCOL2529,P14_NBPI_RP_ANEM0002,NB_A503,DEC_PBEN14,P14_POP,P14_NSAL15P_EMPLOY,C14_MEN_CS6,DEC_PAUT14,P14_POP0305,P14_SAL15P_TP,P14_RP_ACH70,P14_RP_120M2P,P14_NPER_RP_LOCHLMV,P14_POP0205,NB_A301,P14_ANEM_RP_GRAT,NB_B301,P14_NPER_RP_LOC,P14_ACTOCC15P_TP,P14_ANEM_RP_LOCHLMV,C14_PMEN_CS2,P14_NSAL15P_INDEP,NB_A402,P14_AINACT1564,P14_RP_M30M2,P14_POP1524_PSEUL,P14_RP_4060M2,P14_CHOM1564,NB_A405,NB_A505,P14_SAL15P_EMPAID,DEC_D114,NB_E101,C14_ACTOCC1564_CS2,P14_RPMAISON_ACH11,C14_ACTOCC1564_CS6,C14_ACT1564_CS2,P14_NSCOL15P_SUP,NB_B302,NB_A504,P14_RP_ACH45,P14_RPMAISON_ACH19,C14_ACTOCC15P_TCOM,P14_NSAL15P,DEC_PCHO14,P14_POP6579,P14_ACTOCC15P_ILT2,P14_POP_IMM,NB_A401,C14_ACTOCC15P_DROU,NB_D243,NB_B202,NB_A403,C14_PMEN_MENSFAM,NB_D221,NB_D233,NB_D208,C14_ACTOCC15P_MAR,P14_RP_2P,P14_POP_ETR,P14_RPMAISON_ACH70,P14_ACTOCC1524,P14_RP_ACH05,P14_INACT1564,P14_RP_80100M2,P14_NPER_RP_GRAT,C14_ACT1564_CS6,NB_D201,P14_ACT5564,P14_RPAPPART_ACH90,C14_NE24F1,P14_PMEN_ANEM0509,P14_RPMAISON_ACH05,P14_POP15P_MARIEE,DEC_S80S2014,NB_A404,P14_POP0002,P14_RPAPPART_ACH70,NB_B308,P14_ACTOCC15P_ILT1,P14_POPMEN1524,P14_RPMAISON_ACH90,C14_PMEN_CS3,P14_ACT1524,NB_F113,DEC_RD14,P14_POP1517,P14_RP_CCIND,C14_POP15P_CS7,P14_LOGVAC,NB_B303,P14_RPAPPART,P14_CHOM5564,P14_ACTOCC15P_ILT5,C14_MEN_CS3,NB_B311,P14_RSECOCC,C14_POP15P_CS3,P14_RPMAISON_ACH45,P14_MEN_ANEM10P,P14_RP_GRAT,P14_RPAPPART_ACH11,P14_ACTOCC15P_ILT3,P14_PHORMEN,C14_MENSFAM,P14_SCOL30P,C14_ACTOCC1564_CS3,P14_RPAPPART_ACH05,P14_RPAPPART_ACHTOT,P14_PMEN_ANEM10P,P14_RP_ACH90,C14_NE24F3,P14_RP_100120M2,P14_ACTOCC15P_ILT4,P14_NBPI_RPAPPART,C14_FAMMONO,C14_NE24F4P,P14_RP_LOCHLMV,P14_ACTOCC15P_ILT2P,P14_SAL15P_APPR,P14_POP0610,C14_PMEN_CS6,C14_NE24F2,NB_A501,C14_PMEN_CS8,P14_MEN_ANEM0002,P14_RP_3040M2,C14_PMEN_CS5,C14_MENCOUPAENF,P14_POP15P,C14_ACTOCC1564_CS4,NB_B204,C14_POP15P_CS6,P14_SCOL1517,C14_PMEN_MENFAMMONO,C14_MEN_CS2,P14_RP_CINDELEC,C14_MENPSEUL,P14_SCOL0610,P14_POP5564,P14_CHOM1524,P14_ETUD1564,P14_PMEN_ANEM0002,NB_D232,P14_RPAPPART_ACH45,P14_POP1117,P14_F1529,,,,,,,,,,
diff --git a/predihood/generated_files/selected-indicators/primary20.csv b/predihood/generated_files/selected-indicators/primary20.csv
new file mode 100644
index 00000000..7bd8730d
--- /dev/null
+++ b/predihood/generated_files/selected-indicators/primary20.csv
@@ -0,0 +1,6 @@
+0,P14_NBPI_RPMAISON,P14_RPMAISON,C14_MEN_CS7,P14_RPMAISON_ACHTOT,DEC_D114,P14_NPER_RP_PROP,P14_RPMAISON_ACH90,C14_PMEN_MENCOUPSENF,C14_MENCOUPAENF,P14_ANEM_RP_PROP,P14_MAISON,C14_COUPAENF,C14_MENCOUPSENF,P14_NBPI_RP_ANEM10P,DEC_D314,NB_B201,P14_NBPI_RP_ANEM0509,P14_RPMAISON_ACH19,P14_RPMAISON_ACH70,P14_RP_ACH19,P14_RP_100120M2,P14_RP_5PP,P14_RPMAISON_ACH45,C14_PMEN_CS1,P14_RP_PROP,NB_D240,C14_ACTOCC15P_MAR,P14_RP_120M2P,NB_A504,,,,,,,,,
+1,P14_PHORMEN,DENSITY,P14_ACTOCC1564,P14_NPER_RP_PROP,C14_COUPAENF,P14_SCOL0610,P14_POP0205,P14_SCOL1114,NB_D233,P14_POP_ETR,P14_POP_IMM,P14_RP_3040M2,P14_ANEM_RP_GRAT,P14_MEN_ANEM0002,P14_ACT1524,C14_ACTOCC1564_CS3,P14_POP0305,P14_CHOM1524,C14_ACTOCC15P_VOIT,P14_RP_LOCHLMV,DEC_EQ14,NB_F121,P14_RP_ACH19,P14_RP_ACH90,DEC_D614,P14_NPER_RP_LOCHLMV,C14_PMEN_CS1,P14_PMEN_ANEM10P,P14_ACTOCC15P_ILT2,P14_RPAPPART_ACH19,C14_ACTOCC15P_MAR,DEC_TP6014,C14_PMEN_CS4,P14_NPER_RP_GRAT,P14_RPMAISON_ACH90,P14_RP_100120M2,P14_RP_1P,C14_POP15P_CS1
+2,C14_NE24F4P,P14_RP_ACH70,P14_RPMAISON_ACH90,P14_RPAPPART_ACH90,DEC_D314,P14_RP_ACH45,C14_PMEN_CS5,DEC_PCHO14,P14_CHOM5564,P14_RP_ACH90,P14_SCOL1114,P14_NSCOL15P,P14_RETR1564,NB_D213,P14_RP_LOCHLMV,C14_COUPAENF,P14_NPER_RP_GRAT,P14_NSCOL15P_DIPLMIN,P14_POP15P_MARIEE,DEC_D114,DEC_PTSA14,NB_B103,NB_F116,NB_D231,C14_PMEN_CS6,C14_MENSFAM,NB_D240,NB_F107,P14_PHORMEN,NB_G104,NB_A406,NB_B302,NB_D605,NB_A504,NB_A402,P14_RP_ACH19,,
+3,C14_ACTOCC15P_MAR,C14_COUPAENF,P14_POP_IMM,P14_RP_ACH19,P14_SCOL1114,P14_POP0610,P14_RPAPPART_ACH19,P14_RP_VOIT2P,NB_D601,P14_SCOL0610,P14_MEN_ANEM0509,P14_SCOL1517,NB_A504,P14_POP0205,C14_ACTOCC15P_VOIT,P14_NSCOL15P_CAPBEP,NB_D213,P14_POP0305,P14_RP_100120M2,C14_PMEN_MENFAM,P14_RPMAISON_ACH90,C14_PMEN_CS1,C14_POP15P_CS5,DEC_PTSA14,DEC_PIMP14,P14_ACTOCC15P_ILT2P,P14_RP_ACH90,P14_RSECOCC,C14_ACT1564_CS1,NB_F111,C14_MEN_CS1,P14_RP_80100M2,DEC_D314,P14_MEN_ANEM0002,DENSITY,DEC_D114,NB_E101,NB_F116
+4,C14_ACTOCC15P_MAR,P14_RPAPPART_ACH19,P14_POP1524_PSEUL,P14_RP_3040M2,P14_NSAL15P_TP,P14_ACTOCC15P_ILT3,P14_SCOL2529,NB_A504,C14_NE24F3,P14_CHOM5564,P14_MEN_ANEM0002,P14_RPAPPART_ACH45,P14_RP_CCCOLL,P14_POP_ETR,C14_PMEN_MENSFAM,C14_ACTOCC1564_CS3,P14_CHOM1524,P14_RP_120M2P,P14_RPAPPART_ACH70,P14_POP_IMM,P14_RP_ACH19,C14_MEN_CS8,P14_RP_GRAT,P14_RPAPPART_ACH90,C14_MENSFAM,C14_PMEN_CS8,P14_SAL15P_EMPAID,P14_RSECOCC,P14_APPART,P14_RP_M30M2,,,,,,,,
+5,P14_RP_ACH19,P14_RPAPPART_ACH19,C14_ACT1564_CS3,P14_SAL15P_INTERIM,P14_SCOL2529,P14_NBPI_RP_ANEM0002,NB_A503,DEC_PBEN14,P14_POP,P14_NSAL15P_EMPLOY,C14_MEN_CS6,DEC_PAUT14,P14_POP0305,P14_SAL15P_TP,P14_RP_ACH70,P14_RP_120M2P,P14_NPER_RP_LOCHLMV,P14_POP0205,NB_A301,P14_ANEM_RP_GRAT,P14_POP_ETR,NB_D243,P14_RSECOCC,P14_RPMAISON_ACH70,P14_RP_M30M2,C14_PMEN_MENSFAM,C14_POP15P_CS3,P14_RPMAISON_ACH45,C14_ACTOCC15P_DROU,P14_MEN_ANEM10P,P14_RP_GRAT,P14_NPER_RP_GRAT,P14_RPAPPART_ACH11,,,,,
diff --git a/predihood/generated_files/selected-indicators/primary30.csv b/predihood/generated_files/selected-indicators/primary30.csv
new file mode 100644
index 00000000..bd08e084
--- /dev/null
+++ b/predihood/generated_files/selected-indicators/primary30.csv
@@ -0,0 +1,6 @@
+0,P14_NBPI_RPMAISON,P14_RPMAISON,C14_MEN_CS7,P14_RPMAISON_ACHTOT,DEC_D114,P14_NPER_RP_PROP,P14_RPMAISON_ACH90,C14_PMEN_MENCOUPSENF,C14_MENCOUPAENF,P14_ANEM_RP_PROP,P14_MAISON,C14_COUPAENF,C14_MENCOUPSENF,P14_NBPI_RP_ANEM10P,DEC_D314,NB_B201,P14_NBPI_RP_ANEM0509,P14_RPMAISON_ACH19,P14_RPMAISON_ACH70,P14_RP_ACH19,C14_PMEN_MENCOUPAENF,P14_SCOL1517,NB_B304,P14_NSAL15P_TP,P14_RP_120M2P,P14_NBPI_RPAPPART,P14_RP_5PP,P14_RP_PROP,P14_POP0205,C14_ACTOCC15P_MAR,P14_RP_100120M2,P14_RPMAISON_ACH45,C14_PMEN_CS1,NB_D240,NB_A504,DEC_D714,P14_RP_ACH45,P14_RP_CCCOLL,DEC_D814,P14_RPAPPART,C14_ACTOCC1564_CS1,DEC_Q114,,,,,,,,,,,,,,
+1,P14_PHORMEN,DENSITY,P14_ACTOCC1564,P14_NPER_RP_PROP,C14_COUPAENF,P14_SCOL0610,P14_POP0205,P14_SCOL1114,NB_D233,P14_POP_ETR,P14_POP_IMM,P14_RP_3040M2,P14_ANEM_RP_GRAT,P14_MEN_ANEM0002,P14_ACT1524,C14_ACTOCC1564_CS3,P14_POP0305,P14_CHOM1524,C14_ACTOCC15P_VOIT,P14_RP_LOCHLMV,P14_RP_80100M2,C14_MENPSEUL,DEC_PTSA14,C14_NE24F4P,P14_SCOL1517,NB_A303,P14_POP0610,NB_A401,C14_MENCOUPAENF,DEC_EQ14,NB_F121,P14_RP_ACH19,P14_RP_ACH90,DEC_D614,P14_NPER_RP_LOCHLMV,C14_PMEN_CS1,P14_PMEN_ANEM10P,P14_ACTOCC15P_ILT2,P14_RPAPPART_ACH19,C14_ACTOCC15P_MAR,DEC_TP6014,C14_PMEN_CS4,P14_NPER_RP_GRAT,P14_RPMAISON_ACH90,P14_RP_100120M2,P14_RP_1P,C14_POP15P_CS1,C14_ACT1564_CS1,NB_D202,P14_RP_120M2P,P14_RPAPPART_ACH45,P14_ACTOCC15P_ILT4,P14_RPAPPART_ACH11,P14_POP1524_PSEUL,P14_CHOM5564,P14_POP0002
+2,C14_NE24F4P,P14_RP_ACH70,P14_RPMAISON_ACH90,P14_RPAPPART_ACH90,DEC_D314,P14_RP_ACH45,C14_PMEN_CS5,DEC_PCHO14,P14_CHOM5564,P14_RP_ACH90,P14_SCOL1114,P14_NSCOL15P,P14_RETR1564,NB_D213,P14_RP_LOCHLMV,C14_COUPAENF,P14_NPER_RP_GRAT,P14_NSCOL15P_DIPLMIN,P14_POP15P_MARIEE,DEC_D114,DEC_EQ14,C14_FAMMONO,P14_POP0610,C101,P14_RPAPPART_ACH70,NB_B101,P14_ACTOCC15P_ILT4,NB_B302,C302,DEC_PPEN14,DEC_PTSA14,NB_B103,NB_F116,NB_D231,C14_PMEN_CS6,C14_MENSFAM,NB_D240,NB_F107,P14_PHORMEN,NB_G104,NB_A406,NB_D605,NB_A504,NB_A402,P14_RP_ACH19,P14_RP_CCCOLL,NB_A401,C14_MEN_CS1,C14_NE24F3,NB_B307,NB_D243,NB_F304,,,,
+3,C14_ACTOCC15P_MAR,C14_COUPAENF,P14_POP_IMM,P14_RP_ACH19,P14_SCOL1114,P14_POP0610,P14_RPAPPART_ACH19,P14_RP_VOIT2P,NB_D601,P14_SCOL0610,P14_MEN_ANEM0509,P14_SCOL1517,NB_A504,P14_POP0205,C14_ACTOCC15P_VOIT,P14_NSCOL15P_CAPBEP,NB_D213,P14_POP0305,P14_RP_100120M2,C14_PMEN_MENFAM,P14_NBPI_RP_ANEM0509,DEC_PTSA14,C14_MEN_CS7,P14_RP_ACH70,P14_CHOM5564,P14_POP2539,C14_NE24F4P,P14_F3044,C14_ACTOCC1564_CS3,NB_B203,P14_RPMAISON_ACH90,C14_PMEN_CS1,C14_POP15P_CS5,DEC_PIMP14,P14_ACTOCC15P_ILT2P,P14_RP_ACH90,P14_RSECOCC,C14_ACT1564_CS1,NB_F111,C14_MEN_CS1,P14_RP_80100M2,DEC_D314,P14_MEN_ANEM0002,DENSITY,DEC_D114,NB_E101,NB_F116,NB_A401,P14_POP_ETR,P14_NPER_RP_PROP,C14_PMEN_CS6,P14_RPAPPART_ACH45,P14_RP_2P,P14_SCOL2529,P14_RPAPPART_ACH05,
+4,C14_ACTOCC15P_MAR,P14_RPAPPART_ACH19,P14_POP1524_PSEUL,P14_RP_3040M2,P14_NSAL15P_TP,P14_ACTOCC15P_ILT3,P14_SCOL2529,NB_A504,C14_NE24F3,P14_CHOM5564,P14_MEN_ANEM0002,P14_RPAPPART_ACH45,P14_RP_CCCOLL,P14_POP_ETR,C14_PMEN_MENSFAM,C14_ACTOCC1564_CS3,P14_CHOM1524,P14_RP_120M2P,P14_RPAPPART_ACH70,P14_POP_IMM,C14_COUPAENF,P14_NPER_RP_LOCHLMV,C14_PMEN_CS8,P14_RP_ACH70,C14_ACTOCC15P_TCOM,P14_RP_LOCHLMV,P14_ETUD1564,P14_RP_ACH19,P14_RPMAISON_ACH90,P14_RP_CINDELEC,C14_MEN_CS8,P14_RP_GRAT,P14_RPAPPART_ACH90,C14_MENSFAM,P14_SAL15P_EMPAID,P14_RSECOCC,P14_APPART,P14_RP_M30M2,P14_RP_1P,P14_PHORMEN,NB_A402,P14_LOGVAC,P14_NPER_RP_GRAT,P14_POP,P14_RP_ACH45,,,,,,,,,,,
+5,P14_RP_ACH19,P14_RPAPPART_ACH19,C14_ACT1564_CS3,P14_SAL15P_INTERIM,P14_SCOL2529,P14_NBPI_RP_ANEM0002,NB_A503,DEC_PBEN14,P14_POP,P14_NSAL15P_EMPLOY,C14_MEN_CS6,DEC_PAUT14,P14_POP0305,P14_SAL15P_TP,P14_RP_ACH70,P14_RP_120M2P,P14_NPER_RP_LOCHLMV,P14_POP0205,NB_A301,P14_ANEM_RP_GRAT,NB_B301,P14_NPER_RP_LOC,P14_ACTOCC15P_TP,P14_ANEM_RP_LOCHLMV,C14_PMEN_CS2,P14_NSAL15P_INDEP,NB_A402,P14_AINACT1564,P14_RP_M30M2,P14_POP1524_PSEUL,P14_POP_ETR,NB_D243,P14_RSECOCC,P14_RPMAISON_ACH70,C14_PMEN_MENSFAM,C14_POP15P_CS3,P14_RPMAISON_ACH45,C14_ACTOCC15P_DROU,P14_MEN_ANEM10P,P14_RP_GRAT,P14_NPER_RP_GRAT,P14_RPAPPART_ACH11,P14_ACTOCC15P_ILT3,P14_CHOM5564,P14_ACTOCC15P_ILT5,P14_RPAPPART_ACH70,P14_RPMAISON_ACH11,P14_NSAL15P,P14_PHORMEN,,,,,,,
diff --git a/predihood/generated_files/selected-indicators/primary40.csv b/predihood/generated_files/selected-indicators/primary40.csv
new file mode 100644
index 00000000..15017684
--- /dev/null
+++ b/predihood/generated_files/selected-indicators/primary40.csv
@@ -0,0 +1,6 @@
+0,P14_NBPI_RPMAISON,P14_RPMAISON,C14_MEN_CS7,P14_RPMAISON_ACHTOT,DEC_D114,P14_NPER_RP_PROP,P14_RPMAISON_ACH90,C14_PMEN_MENCOUPSENF,C14_MENCOUPAENF,P14_ANEM_RP_PROP,P14_MAISON,C14_COUPAENF,C14_MENCOUPSENF,P14_NBPI_RP_ANEM10P,DEC_D314,NB_B201,P14_NBPI_RP_ANEM0509,P14_RPMAISON_ACH19,P14_RPMAISON_ACH70,P14_RP_ACH19,C14_PMEN_MENCOUPAENF,P14_SCOL1517,NB_B304,P14_NSAL15P_TP,P14_RP_120M2P,P14_NBPI_RPAPPART,P14_RP_5PP,P14_RP_PROP,P14_POP0205,C14_ACTOCC15P_MAR,P14_POP0610,NB_D213,NB_B202,P14_NSAL15P_EMPLOY,P14_AINACT1564,NB_B204,P14_RP_LOC,P14_LOGVAC,DEC_MED14,P14_RPAPPART,P14_RP_100120M2,P14_RPMAISON_ACH45,C14_PMEN_CS1,NB_D240,NB_A504,DEC_D714,P14_RP_ACH45,P14_RP_CCCOLL,DEC_D814,C14_ACTOCC1564_CS1,DEC_Q114,C14_ACTOCC15P_DROU,P14_PMEN_ANEM10P,P14_ACTOCC15P_ILT5,P14_RPAPPART_ACH05,P14_RPAPPART_ACH70,NB_A502,DEC_PCHO14,NB_D239,NB_B309,,,,,,,,,,,,,,
+1,P14_PHORMEN,DENSITY,P14_ACTOCC1564,P14_NPER_RP_PROP,C14_COUPAENF,P14_SCOL0610,P14_POP0205,P14_SCOL1114,NB_D233,P14_POP_ETR,P14_POP_IMM,P14_RP_3040M2,P14_ANEM_RP_GRAT,P14_MEN_ANEM0002,P14_ACT1524,C14_ACTOCC1564_CS3,P14_POP0305,P14_CHOM1524,C14_ACTOCC15P_VOIT,P14_RP_LOCHLMV,P14_RP_80100M2,C14_MENPSEUL,DEC_PTSA14,C14_NE24F4P,P14_SCOL1517,NB_A303,P14_POP0610,NB_A401,C14_MENCOUPAENF,DEC_EQ14,P14_NBPI_RPMAISON,C14_ACTOCC15P_MAR,NB_A301,C509,P14_SAL15P_CDI,P14_ACTOCC15P_ILT2,C14_POP15P_CS2,C14_PMEN_CS6,DEC_PCHO14,P14_SCOL2529,NB_F121,P14_RP_ACH19,P14_RP_ACH90,DEC_D614,P14_NPER_RP_LOCHLMV,C14_PMEN_CS1,P14_PMEN_ANEM10P,P14_RPAPPART_ACH19,DEC_TP6014,C14_PMEN_CS4,P14_NPER_RP_GRAT,P14_RPMAISON_ACH90,P14_RP_100120M2,P14_RP_1P,C14_POP15P_CS1,C14_ACT1564_CS1,NB_D202,P14_RP_120M2P,P14_RPAPPART_ACH45,P14_ACTOCC15P_ILT4,P14_RPAPPART_ACH11,P14_POP1524_PSEUL,P14_CHOM5564,P14_POP0002,NB_A504,P14_RSECOCC,P14_RP_ACH11,C14_MEN_CS8,C14_PMEN_CS3,NB_F116,NB_D601,NB_A203,C702,C14_ACTOCC1564_CS2
+2,C14_NE24F4P,P14_RP_ACH70,P14_RPMAISON_ACH90,P14_RPAPPART_ACH90,DEC_D314,P14_RP_ACH45,C14_PMEN_CS5,DEC_PCHO14,P14_CHOM5564,P14_RP_ACH90,P14_SCOL1114,P14_NSCOL15P,P14_RETR1564,NB_D213,P14_RP_LOCHLMV,C14_COUPAENF,P14_NPER_RP_GRAT,P14_NSCOL15P_DIPLMIN,P14_POP15P_MARIEE,DEC_D114,DEC_EQ14,C14_FAMMONO,P14_POP0610,C101,P14_RPAPPART_ACH70,NB_B101,P14_ACTOCC15P_ILT4,NB_B302,C302,DEC_PPEN14,P14_NBPI_RP_ANEM10P,NB_B201,P14_NSAL15P_TP,P14_RP_2P,P14_ACTOCC15P_ILT1,P14_SCOL1517,NB_D231,NB_D201,NB_F103,C509,DEC_PTSA14,NB_B103,NB_F116,C14_PMEN_CS6,C14_MENSFAM,NB_D240,NB_F107,P14_PHORMEN,NB_G104,NB_A406,NB_D605,NB_A504,NB_A402,P14_RP_ACH19,P14_RP_CCCOLL,NB_A401,C14_MEN_CS1,C14_NE24F3,NB_B307,NB_D243,NB_F304,NB_B303,P14_SAL15P_APPR,P14_SCOL2529,C14_POP15P_CS5,NB_F120,P14_RPAPPART_ACHTOT,DEC_PIMP14,P14_RP_3040M2,,,,,
+3,C14_ACTOCC15P_MAR,C14_COUPAENF,P14_POP_IMM,P14_RP_ACH19,P14_SCOL1114,P14_POP0610,P14_RPAPPART_ACH19,P14_RP_VOIT2P,NB_D601,P14_SCOL0610,P14_MEN_ANEM0509,P14_SCOL1517,NB_A504,P14_POP0205,C14_ACTOCC15P_VOIT,P14_NSCOL15P_CAPBEP,NB_D213,P14_POP0305,P14_RP_100120M2,C14_PMEN_MENFAM,P14_NBPI_RP_ANEM0509,DEC_PTSA14,C14_MEN_CS7,P14_RP_ACH70,P14_CHOM5564,P14_POP2539,C14_NE24F4P,P14_F3044,C14_ACTOCC1564_CS3,NB_B203,DENSITY,NB_A203,P14_POPMEN2554,NB_E101,NB_G104,DEC_EQ14,C14_PMEN_CS6,P14_NPER_RP_PROP,P14_NBPI_RPMAISON,C14_MENCOUPSENF,P14_RPMAISON_ACH90,C14_PMEN_CS1,C14_POP15P_CS5,DEC_PIMP14,P14_ACTOCC15P_ILT2P,P14_RP_ACH90,P14_RSECOCC,C14_ACT1564_CS1,NB_F111,C14_MEN_CS1,P14_RP_80100M2,DEC_D314,P14_MEN_ANEM0002,DEC_D114,NB_F116,NB_A401,P14_POP_ETR,P14_RPAPPART_ACH45,P14_RP_2P,P14_SCOL2529,P14_RPAPPART_ACH05,NB_B302,P14_NSAL15P_AIDFAM,C14_MENSFAM,P14_APPART,P14_POP0014,DEC_Q114,P14_NPER_RP_LOCHLMV,,,,,,
+4,C14_ACTOCC15P_MAR,P14_RPAPPART_ACH19,P14_POP1524_PSEUL,P14_RP_3040M2,P14_NSAL15P_TP,P14_ACTOCC15P_ILT3,P14_SCOL2529,NB_A504,C14_NE24F3,P14_CHOM5564,P14_MEN_ANEM0002,P14_RPAPPART_ACH45,P14_RP_CCCOLL,P14_POP_ETR,C14_PMEN_MENSFAM,C14_ACTOCC1564_CS3,P14_CHOM1524,P14_RP_120M2P,P14_RPAPPART_ACH70,P14_POP_IMM,C14_COUPAENF,P14_NPER_RP_LOCHLMV,C14_PMEN_CS8,P14_RP_ACH70,C14_ACTOCC15P_TCOM,P14_RP_LOCHLMV,P14_ETUD1564,P14_RP_ACH19,P14_RPMAISON_ACH90,P14_RP_CINDELEC,P14_NSAL15P_EMPLOY,C14_MEN_CS8,C14_MENSFAM,P14_SAL15P_EMPAID,P14_RP_4P,P14_ACTOCC15P_ILT5,P14_RP_ACH45,P14_RPMAISON,P14_NPER_RP_PROP,P14_CHOM2554,P14_RP_GRAT,P14_RPAPPART_ACH90,P14_RSECOCC,P14_APPART,P14_RP_M30M2,P14_RP_1P,P14_PHORMEN,NB_A402,P14_LOGVAC,P14_NPER_RP_GRAT,P14_POP,P14_ANEM_RP_LOC,C14_NE24F4P,P14_NBPI_RPAPPART,P14_RPAPPART_ACHTOT,DEC_PAUT14,C14_ACTOCC15P_DROU,P14_RPAPPART_ACH05,P14_SCOL0610,,,,,,,,,,,,,,,
+5,P14_RP_ACH19,P14_RPAPPART_ACH19,C14_ACT1564_CS3,P14_SAL15P_INTERIM,P14_SCOL2529,P14_NBPI_RP_ANEM0002,NB_A503,DEC_PBEN14,P14_POP,P14_NSAL15P_EMPLOY,C14_MEN_CS6,DEC_PAUT14,P14_POP0305,P14_SAL15P_TP,P14_RP_ACH70,P14_RP_120M2P,P14_NPER_RP_LOCHLMV,P14_POP0205,NB_A301,P14_ANEM_RP_GRAT,NB_B301,P14_NPER_RP_LOC,P14_ACTOCC15P_TP,P14_ANEM_RP_LOCHLMV,C14_PMEN_CS2,P14_NSAL15P_INDEP,NB_A402,P14_AINACT1564,P14_RP_M30M2,P14_POP1524_PSEUL,P14_RP_4060M2,P14_CHOM1564,NB_A405,NB_A505,P14_SAL15P_EMPAID,DEC_D114,NB_E101,C14_ACTOCC1564_CS2,P14_RPMAISON_ACH11,C14_ACTOCC1564_CS6,P14_POP_ETR,NB_D243,P14_RSECOCC,P14_RPMAISON_ACH70,C14_PMEN_MENSFAM,C14_POP15P_CS3,P14_RPMAISON_ACH45,C14_ACTOCC15P_DROU,P14_MEN_ANEM10P,P14_RP_GRAT,P14_NPER_RP_GRAT,P14_RPAPPART_ACH11,P14_ACTOCC15P_ILT3,P14_CHOM5564,P14_ACTOCC15P_ILT5,P14_RPAPPART_ACH70,P14_NSAL15P,P14_PHORMEN,C14_MENSFAM,NB_A504,P14_SCOL30P,NB_B302,C14_ACTOCC1564_CS3,P14_RPAPPART_ACH05,P14_RPAPPART_ACHTOT,P14_POP_IMM,,,,,,,,
diff --git a/predihood/generated_files/selected-indicators/primary50.csv b/predihood/generated_files/selected-indicators/primary50.csv
new file mode 100644
index 00000000..46704446
--- /dev/null
+++ b/predihood/generated_files/selected-indicators/primary50.csv
@@ -0,0 +1,6 @@
+0,P14_NBPI_RPMAISON,P14_RPMAISON,C14_MEN_CS7,P14_RPMAISON_ACHTOT,DEC_D114,P14_NPER_RP_PROP,P14_RPMAISON_ACH90,C14_PMEN_MENCOUPSENF,C14_MENCOUPAENF,P14_ANEM_RP_PROP,P14_MAISON,C14_COUPAENF,C14_MENCOUPSENF,P14_NBPI_RP_ANEM10P,DEC_D314,NB_B201,P14_NBPI_RP_ANEM0509,P14_RPMAISON_ACH19,P14_RPMAISON_ACH70,P14_RP_ACH19,C14_PMEN_MENCOUPAENF,P14_SCOL1517,NB_B304,P14_NSAL15P_TP,P14_RP_120M2P,P14_NBPI_RPAPPART,P14_RP_5PP,P14_RP_PROP,P14_POP0205,C14_ACTOCC15P_MAR,P14_POP0610,NB_D213,NB_B202,P14_NSAL15P_EMPLOY,P14_AINACT1564,NB_B204,P14_RP_LOC,P14_LOGVAC,DEC_MED14,P14_RPAPPART,P14_POP0014,P14_CHOM1564,NB_A403,P14_SCOL1114,DEC_PCHO14,P14_PMEN_ANEM10P,C14_NE24F0,P14_ACTOCC1564,DEC_PTSA14,P14_RP_GRAT,P14_RP_100120M2,P14_RPMAISON_ACH45,C14_PMEN_CS1,NB_D240,NB_A504,DEC_D714,P14_RP_ACH45,P14_RP_CCCOLL,DEC_D814,C14_ACTOCC1564_CS1,DEC_Q114,C14_ACTOCC15P_DROU,P14_ACTOCC15P_ILT5,P14_RPAPPART_ACH05,P14_RPAPPART_ACH70,NB_A502,NB_D239,NB_B309,C14_ACT1564_CS3,C14_MEN_CS1,P14_NPER_RP_GRAT,P14_ACTOCC15P_ILT4,P14_POP0002,NB_D602,P14_RP_VOIT2P,C14_ACT1564_CS1,P14_ANEM_RP_GRAT,C14_ACTOCC15P_TCOM,,,,,,,,,,,,
+1,P14_PHORMEN,DENSITY,P14_ACTOCC1564,P14_NPER_RP_PROP,C14_COUPAENF,P14_SCOL0610,P14_POP0205,P14_SCOL1114,NB_D233,P14_POP_ETR,P14_POP_IMM,P14_RP_3040M2,P14_ANEM_RP_GRAT,P14_MEN_ANEM0002,P14_ACT1524,C14_ACTOCC1564_CS3,P14_POP0305,P14_CHOM1524,C14_ACTOCC15P_VOIT,P14_RP_LOCHLMV,P14_RP_80100M2,C14_MENPSEUL,DEC_PTSA14,C14_NE24F4P,P14_SCOL1517,NB_A303,P14_POP0610,NB_A401,C14_MENCOUPAENF,DEC_EQ14,P14_NBPI_RPMAISON,C14_ACTOCC15P_MAR,NB_A301,C509,P14_SAL15P_CDI,P14_ACTOCC15P_ILT2,C14_POP15P_CS2,C14_PMEN_CS6,DEC_PCHO14,P14_SCOL2529,DEC_D114,P14_RPMAISON_ACH70,P14_RPMAISON_ACHTOT,NB_A507,P14_NSCOL15P_DIPLMIN,P14_RPMAISON_ACH90,P14_POP1524_PSEUL,P14_RP_CCCOLL,P14_CHOM2554,P14_RP_4P,NB_F121,P14_RP_ACH19,P14_RP_ACH90,DEC_D614,P14_NPER_RP_LOCHLMV,C14_PMEN_CS1,P14_PMEN_ANEM10P,P14_RPAPPART_ACH19,DEC_TP6014,C14_PMEN_CS4,P14_NPER_RP_GRAT,P14_RP_100120M2,P14_RP_1P,C14_POP15P_CS1,C14_ACT1564_CS1,NB_D202,P14_RP_120M2P,P14_RPAPPART_ACH45,P14_ACTOCC15P_ILT4,P14_RPAPPART_ACH11,P14_CHOM5564,P14_POP0002,NB_A504,P14_RSECOCC,P14_RP_ACH11,C14_MEN_CS8,C14_PMEN_CS3,NB_F116,NB_D601,NB_A203,C702,C14_ACTOCC1564_CS2,P14_SCOL30P,P14_APPART,P14_POP,P14_SAL15P_EMPAID,P14_RPMAISON_ACH19,C14_MEN_CS6,P14_RPMAISON,NB_B103
+2,C14_NE24F4P,P14_RP_ACH70,P14_RPMAISON_ACH90,P14_RPAPPART_ACH90,DEC_D314,P14_RP_ACH45,C14_PMEN_CS5,DEC_PCHO14,P14_CHOM5564,P14_RP_ACH90,P14_SCOL1114,P14_NSCOL15P,P14_RETR1564,NB_D213,P14_RP_LOCHLMV,C14_COUPAENF,P14_NPER_RP_GRAT,P14_NSCOL15P_DIPLMIN,P14_POP15P_MARIEE,DEC_D114,DEC_EQ14,C14_FAMMONO,P14_POP0610,C101,P14_RPAPPART_ACH70,NB_B101,P14_ACTOCC15P_ILT4,NB_B302,C302,DEC_PPEN14,P14_NBPI_RP_ANEM10P,NB_B201,P14_NSAL15P_TP,P14_RP_2P,P14_ACTOCC15P_ILT1,P14_SCOL1517,NB_D231,NB_D201,NB_F103,C509,NB_G104,P14_POP_IMM,NB_D601,P14_NPER_RP_LOCHLMV,C14_MENCOUPSENF,C14_ACTOCC15P_PAS,DEC_PBEN14,P14_SCOL0610,C14_PMEN_MENCOUPAENF,NB_B202,DEC_PTSA14,NB_B103,NB_F116,C14_PMEN_CS6,C14_MENSFAM,NB_D240,NB_F107,P14_PHORMEN,NB_A406,NB_D605,NB_A504,NB_A402,P14_RP_ACH19,P14_RP_CCCOLL,NB_A401,C14_MEN_CS1,C14_NE24F3,NB_B307,NB_D243,NB_F304,NB_B303,P14_SAL15P_APPR,P14_SCOL2529,C14_POP15P_CS5,NB_F120,P14_RPAPPART_ACHTOT,DEC_PIMP14,P14_RP_3040M2,C14_ACTOCC15P_DROU,C14_ACTOCC15P_TCOM,NB_F111,P14_RP_GRAT,DEC_D714,NB_D221,,,,,,
+3,C14_ACTOCC15P_MAR,C14_COUPAENF,P14_POP_IMM,P14_RP_ACH19,P14_SCOL1114,P14_POP0610,P14_RPAPPART_ACH19,P14_RP_VOIT2P,NB_D601,P14_SCOL0610,P14_MEN_ANEM0509,P14_SCOL1517,NB_A504,P14_POP0205,C14_ACTOCC15P_VOIT,P14_NSCOL15P_CAPBEP,NB_D213,P14_POP0305,P14_RP_100120M2,C14_PMEN_MENFAM,P14_NBPI_RP_ANEM0509,DEC_PTSA14,C14_MEN_CS7,P14_RP_ACH70,P14_CHOM5564,P14_POP2539,C14_NE24F4P,P14_F3044,C14_ACTOCC1564_CS3,NB_B203,DENSITY,NB_A203,P14_POPMEN2554,NB_E101,NB_G104,DEC_EQ14,C14_PMEN_CS6,P14_NPER_RP_PROP,P14_NBPI_RPMAISON,C14_MENCOUPSENF,NB_G101,P14_POPMEN15P,P14_RPMAISON,C14_POP15P,P14_RSECOCC,DEC_D314,C14_MEN,P14_RP_120M2P,P14_SCOL0205,P14_POP1524_PSEUL,P14_RPMAISON_ACH90,C14_PMEN_CS1,C14_POP15P_CS5,DEC_PIMP14,P14_ACTOCC15P_ILT2P,P14_RP_ACH90,C14_ACT1564_CS1,NB_F111,C14_MEN_CS1,P14_RP_80100M2,P14_MEN_ANEM0002,DEC_D114,NB_F116,NB_A401,P14_POP_ETR,P14_RPAPPART_ACH45,P14_RP_2P,P14_SCOL2529,P14_RPAPPART_ACH05,NB_B302,P14_NSAL15P_AIDFAM,C14_MENSFAM,P14_APPART,P14_POP0014,DEC_Q114,P14_NPER_RP_LOCHLMV,C14_PMEN_MENCOUPAENF,P14_RP_ACH11,C14_ACTOCC15P_PAS,P14_PMEN_ANEM10P,NB_A505,C409,P14_RPMAISON_ACH19,NB_D201,P14_RP_4060M2,,,,,
+4,C14_ACTOCC15P_MAR,P14_RPAPPART_ACH19,P14_POP1524_PSEUL,P14_RP_3040M2,P14_NSAL15P_TP,P14_ACTOCC15P_ILT3,P14_SCOL2529,NB_A504,C14_NE24F3,P14_CHOM5564,P14_MEN_ANEM0002,P14_RPAPPART_ACH45,P14_RP_CCCOLL,P14_POP_ETR,C14_PMEN_MENSFAM,C14_ACTOCC1564_CS3,P14_CHOM1524,P14_RP_120M2P,P14_RPAPPART_ACH70,P14_POP_IMM,C14_COUPAENF,P14_NPER_RP_LOCHLMV,C14_PMEN_CS8,P14_RP_ACH70,C14_ACTOCC15P_TCOM,P14_RP_LOCHLMV,P14_ETUD1564,P14_RP_ACH19,P14_RPMAISON_ACH90,P14_RP_CINDELEC,P14_NSAL15P_EMPLOY,C14_MEN_CS8,C14_MENSFAM,P14_SAL15P_EMPAID,P14_RP_4P,P14_ACTOCC15P_ILT5,P14_RP_ACH45,P14_RPMAISON,P14_NPER_RP_PROP,P14_CHOM2554,P14_ANEM_RP_LOCHLMV,C14_PMEN_CS3,P14_ACTOCC5564,P14_SCOL1114,P14_ACTOCC15P_ILT1,P14_RP_GRAT,C14_PMEN_MENCOUPAENF,P14_POP,P14_RP_M30M2,P14_RPAPPART_ACHTOT,P14_RPAPPART_ACH90,P14_RSECOCC,P14_APPART,P14_RP_1P,P14_PHORMEN,NB_A402,P14_LOGVAC,P14_NPER_RP_GRAT,P14_ANEM_RP_LOC,C14_NE24F4P,P14_NBPI_RPAPPART,DEC_PAUT14,C14_ACTOCC15P_DROU,P14_RPAPPART_ACH05,P14_SCOL0610,P14_MAISON,P14_RPAPPART_ACH11,P14_POP0305,NB_E101,NB_A203,P14_RP_2P,C14_NE24F2,,,,,,,,,,,,,,,,,,
+5,P14_RP_ACH19,P14_RPAPPART_ACH19,C14_ACT1564_CS3,P14_SAL15P_INTERIM,P14_SCOL2529,P14_NBPI_RP_ANEM0002,NB_A503,DEC_PBEN14,P14_POP,P14_NSAL15P_EMPLOY,C14_MEN_CS6,DEC_PAUT14,P14_POP0305,P14_SAL15P_TP,P14_RP_ACH70,P14_RP_120M2P,P14_NPER_RP_LOCHLMV,P14_POP0205,NB_A301,P14_ANEM_RP_GRAT,NB_B301,P14_NPER_RP_LOC,P14_ACTOCC15P_TP,P14_ANEM_RP_LOCHLMV,C14_PMEN_CS2,P14_NSAL15P_INDEP,NB_A402,P14_AINACT1564,P14_RP_M30M2,P14_POP1524_PSEUL,P14_RP_4060M2,P14_CHOM1564,NB_A405,NB_A505,P14_SAL15P_EMPAID,DEC_D114,NB_E101,C14_ACTOCC1564_CS2,P14_RPMAISON_ACH11,C14_ACTOCC1564_CS6,C14_ACT1564_CS2,P14_NSCOL15P_SUP,NB_B302,NB_A504,P14_RP_ACH45,P14_RPMAISON_ACH19,C14_ACTOCC15P_TCOM,P14_NSAL15P,DEC_PCHO14,P14_POP6579,P14_POP_ETR,NB_D243,P14_RSECOCC,P14_RPMAISON_ACH70,C14_PMEN_MENSFAM,C14_POP15P_CS3,P14_RPMAISON_ACH45,C14_ACTOCC15P_DROU,P14_MEN_ANEM10P,P14_RP_GRAT,P14_NPER_RP_GRAT,P14_RPAPPART_ACH11,P14_ACTOCC15P_ILT3,P14_CHOM5564,P14_ACTOCC15P_ILT5,P14_RPAPPART_ACH70,P14_PHORMEN,C14_MENSFAM,P14_SCOL30P,C14_ACTOCC1564_CS3,P14_RPAPPART_ACH05,P14_RPAPPART_ACHTOT,P14_POP_IMM,P14_PMEN_ANEM10P,P14_RP_ACH90,C14_NE24F3,P14_RP_100120M2,P14_ACTOCC15P_ILT4,P14_NBPI_RPAPPART,C14_FAMMONO,,,,,,,,,,
diff --git a/predihood/generated_files/selected-indicators/primary75.csv b/predihood/generated_files/selected-indicators/primary75.csv
new file mode 100644
index 00000000..3268bfbb
--- /dev/null
+++ b/predihood/generated_files/selected-indicators/primary75.csv
@@ -0,0 +1,6 @@
+0,P14_NBPI_RPMAISON,P14_RPMAISON,C14_MEN_CS7,P14_RPMAISON_ACHTOT,DEC_D114,P14_NPER_RP_PROP,P14_RPMAISON_ACH90,C14_PMEN_MENCOUPSENF,C14_MENCOUPAENF,P14_ANEM_RP_PROP,P14_MAISON,C14_COUPAENF,C14_MENCOUPSENF,P14_NBPI_RP_ANEM10P,DEC_D314,NB_B201,P14_NBPI_RP_ANEM0509,P14_RPMAISON_ACH19,P14_RPMAISON_ACH70,P14_RP_ACH19,C14_PMEN_MENCOUPAENF,P14_SCOL1517,NB_B304,P14_NSAL15P_TP,P14_RP_120M2P,P14_NBPI_RPAPPART,P14_RP_5PP,P14_RP_PROP,P14_POP0205,C14_ACTOCC15P_MAR,P14_POP0610,NB_D213,NB_B202,P14_NSAL15P_EMPLOY,P14_AINACT1564,NB_B204,P14_RP_LOC,P14_LOGVAC,DEC_MED14,P14_RPAPPART,P14_POP0014,P14_CHOM1564,NB_A403,P14_SCOL1114,DEC_PCHO14,P14_PMEN_ANEM10P,C14_NE24F0,P14_ACTOCC1564,DEC_PTSA14,P14_RP_GRAT,P14_RP_VOIT2P,NB_D239,P14_RP_ACH45,P14_MEN_ANEM0509,DENSITY,C14_PMEN_MENSFAM,DEC_TP6014,DEC_EQ14,NB_A502,P14_POP5564,P14_PMEN_ANEM0509,P14_ACTOCC15P_ILT1,P14_RP_4P,P14_RP_CCCOLL,C14_PMEN_CS7,P14_RETR1564,NB_D233,P14_RP_3P,P14_APPART,DEC_D414,P14_CHOM2554,P14_NSCOL15P_DIPLMIN,P14_F1529,P14_RPMAISON_ACH45,P14_ANEM_RP_LOC,P14_RP_100120M2,C14_PMEN_CS1,NB_D240,NB_A504,DEC_D714,DEC_D814,C14_ACTOCC1564_CS1,DEC_Q114,C14_ACTOCC15P_DROU,P14_ACTOCC15P_ILT5,P14_RPAPPART_ACH05,P14_RPAPPART_ACH70,NB_B309,C14_ACT1564_CS3,C14_MEN_CS1,P14_NPER_RP_GRAT,P14_ACTOCC15P_ILT4,P14_POP0002,NB_D602,C14_ACT1564_CS1,P14_ANEM_RP_GRAT,C14_ACTOCC15P_TCOM,P14_POPMEN80P,P14_RPAPPART_ACH90,P14_RPAPPART_ACH11,C14_MEN_CS8,DEC_D214,P14_RP_4060M2,P14_POP1524_PSEUL,P14_NPER_RP_LOCHLMV,P14_ACTOCC15P_ILT3,NB_A507,NB_B203,P14_POP65P,P14_SAL15P_EMPAID,P14_RP_1P,NB_D404,NB_G101,NB_A406,C14_ACTOCC15P_PAS,C14_PMEN_MENFAM,P14_RP_M30M2,,,,,,,,,,
+1,P14_PHORMEN,DENSITY,P14_ACTOCC1564,P14_NPER_RP_PROP,C14_COUPAENF,P14_SCOL0610,P14_POP0205,P14_SCOL1114,NB_D233,P14_POP_ETR,P14_POP_IMM,P14_RP_3040M2,P14_ANEM_RP_GRAT,P14_MEN_ANEM0002,P14_ACT1524,C14_ACTOCC1564_CS3,P14_POP0305,P14_CHOM1524,C14_ACTOCC15P_VOIT,P14_RP_LOCHLMV,P14_RP_80100M2,C14_MENPSEUL,DEC_PTSA14,C14_NE24F4P,P14_SCOL1517,NB_A303,P14_POP0610,NB_A401,C14_MENCOUPAENF,DEC_EQ14,P14_NBPI_RPMAISON,C14_ACTOCC15P_MAR,NB_A301,C509,P14_SAL15P_CDI,P14_ACTOCC15P_ILT2,C14_POP15P_CS2,C14_PMEN_CS6,DEC_PCHO14,P14_SCOL2529,DEC_D114,P14_RPMAISON_ACH70,P14_RPMAISON_ACHTOT,NB_A507,P14_NSCOL15P_DIPLMIN,P14_RPMAISON_ACH90,P14_POP1524_PSEUL,P14_RP_CCCOLL,P14_CHOM2554,P14_RP_4P,C14_ACT1564_CS5,NB_F114,C14_MENFSEUL,C14_MEN_CS7,NB_B308,P14_NBPI_RP_ANEM0509,P14_NBPI_RP_ANEM10P,C14_MEN_CS3,C101,P14_POP4054,P14_POP65P,C503,P14_RSECOCC,P14_ACTOCC5564,C14_ACTOCC1564_CS2,C14_MEN_CS6,P14_RP_120M2P,C14_NE24F3,P14_NSAL15P_TP,P14_PMEN_ANEM0509,NB_A504,DEC_GI14,C14_MEN_CS2,NB_D404,P14_POP15P,NB_F121,P14_RP_ACH19,P14_RP_ACH90,DEC_D614,P14_NPER_RP_LOCHLMV,C14_PMEN_CS1,P14_PMEN_ANEM10P,P14_RPAPPART_ACH19,DEC_TP6014,C14_PMEN_CS4,P14_NPER_RP_GRAT,P14_RP_100120M2,P14_RP_1P,C14_POP15P_CS1,C14_ACT1564_CS1,NB_D202,P14_RPAPPART_ACH45,P14_ACTOCC15P_ILT4,P14_RPAPPART_ACH11,P14_CHOM5564,P14_POP0002,P14_RP_ACH11,C14_MEN_CS8,C14_PMEN_CS3,NB_F116,NB_D601,NB_A203,C702,P14_SCOL30P,P14_APPART,P14_POP,P14_SAL15P_EMPAID,P14_RPMAISON_ACH19,P14_RPMAISON,NB_B103,P14_RPAPPART_ACH90,P14_AINACT1564,C601,C14_FAMMONO,DEC_D214,NB_A405,DEC_D314,NB_A115,C14_ACT1564_CS3,P14_RP_ACH70,NB_A404,NB_D201,NB_A403,P14_RPAPPART_ACH70,DEC_PPEN14,C14_PMEN_CS8,C14_POP15P_CS3
+2,C14_NE24F4P,P14_RP_ACH70,P14_RPMAISON_ACH90,P14_RPAPPART_ACH90,DEC_D314,P14_RP_ACH45,C14_PMEN_CS5,DEC_PCHO14,P14_CHOM5564,P14_RP_ACH90,P14_SCOL1114,P14_NSCOL15P,P14_RETR1564,NB_D213,P14_RP_LOCHLMV,C14_COUPAENF,P14_NPER_RP_GRAT,P14_NSCOL15P_DIPLMIN,P14_POP15P_MARIEE,DEC_D114,DEC_EQ14,C14_FAMMONO,P14_POP0610,C101,P14_RPAPPART_ACH70,NB_B101,P14_ACTOCC15P_ILT4,NB_B302,C302,DEC_PPEN14,P14_NBPI_RP_ANEM10P,NB_B201,P14_NSAL15P_TP,P14_RP_2P,P14_ACTOCC15P_ILT1,P14_SCOL1517,NB_D231,NB_D201,NB_F103,C509,NB_G104,P14_POP_IMM,NB_D601,P14_NPER_RP_LOCHLMV,C14_MENCOUPSENF,C14_ACTOCC15P_PAS,DEC_PBEN14,P14_SCOL0610,C14_PMEN_MENCOUPAENF,NB_B202,P14_RPMAISON_ACH45,NB_A406,P14_POP0305,C14_MEN_CS7,NB_B204,P14_ANEM_RP_GRAT,P14_RPMAISON_ACH11,C14_MEN,P14_ANEM_RP,P14_RPMAISON_ACH70,P14_RP_100120M2,P14_POPMEN15P,C14_ACTOCC15P_MAR,P14_NSCOL15P_CAPBEP,P14_NBPI_RPAPPART,P14_RPMAISON_ACH05,P14_RP_VOIT2P,C14_POP15P_CS2,P14_POP0205,P14_ACTOCC1564,C14_PMEN,P14_RP_GRAT,P14_SAL15P_CDD,P14_RP_CCCOLL,NB_D605,DEC_PTSA14,NB_B103,NB_F116,C14_PMEN_CS6,C14_MENSFAM,NB_D240,NB_F107,P14_PHORMEN,NB_A504,NB_A402,P14_RP_ACH19,NB_A401,C14_MEN_CS1,C14_NE24F3,NB_B307,NB_D243,NB_F304,NB_B303,P14_SAL15P_APPR,P14_SCOL2529,C14_POP15P_CS5,NB_F120,P14_RPAPPART_ACHTOT,DEC_PIMP14,P14_RP_3040M2,C14_ACTOCC15P_DROU,C14_ACTOCC15P_TCOM,NB_F111,DEC_D714,NB_D221,NB_A501,NB_B310,NB_D238,P14_RSECOCC,P14_RPAPPART_ACH11,P14_AINACT1564,P14_RP_1P,NB_A405,DEC_D214,P14_POP,P14_ACTOCC15P_ILT3,NB_A404,NB_F112,DENSITY,NB_A301,C14_ACT1564_CS6,P14_ANEM_RP_LOCHLMV,C14_MEN_CS3,P14_SAL15P_EMPAID,,,
+3,C14_ACTOCC15P_MAR,C14_COUPAENF,P14_POP_IMM,P14_RP_ACH19,P14_SCOL1114,P14_POP0610,P14_RPAPPART_ACH19,P14_RP_VOIT2P,NB_D601,P14_SCOL0610,P14_MEN_ANEM0509,P14_SCOL1517,NB_A504,P14_POP0205,C14_ACTOCC15P_VOIT,P14_NSCOL15P_CAPBEP,NB_D213,P14_POP0305,P14_RP_100120M2,C14_PMEN_MENFAM,P14_NBPI_RP_ANEM0509,DEC_PTSA14,C14_MEN_CS7,P14_RP_ACH70,P14_CHOM5564,P14_POP2539,C14_NE24F4P,P14_F3044,C14_ACTOCC1564_CS3,NB_B203,DENSITY,NB_A203,P14_POPMEN2554,NB_E101,NB_G104,DEC_EQ14,C14_PMEN_CS6,P14_NPER_RP_PROP,P14_NBPI_RPMAISON,C14_MENCOUPSENF,NB_G101,P14_POPMEN15P,P14_RPMAISON,C14_POP15P,P14_RSECOCC,DEC_D314,C14_MEN,P14_RP_120M2P,P14_SCOL0205,P14_POP1524_PSEUL,NB_D239,P14_RPMAISON_ACH70,P14_NSAL15P_TP,C14_MEN_CS3,P14_RPMAISON_ACH90,P14_ACTOCC1564,P14_NSCOL15P,P14_CHOM2554,P14_RP_SDB,C502,C14_ACTOCC1564_CS5,P14_POP15P_MARIEE,P14_PMEN_ANEM0509,P14_RP_5PP,C14_NE24F2,NB_F116,P14_NBPI_RP_ANEM0002,P14_NBPI_RP_ANEM10P,NB_D233,NB_B201,DEC_PCHO14,P14_SCOL2529,P14_RP_80100M2,P14_NPER_RP_LOCHLMV,P14_RETR1564,C14_PMEN_CS1,C14_POP15P_CS5,DEC_PIMP14,P14_ACTOCC15P_ILT2P,P14_RP_ACH90,C14_ACT1564_CS1,NB_F111,C14_MEN_CS1,P14_MEN_ANEM0002,DEC_D114,NB_A401,P14_POP_ETR,P14_RPAPPART_ACH45,P14_RP_2P,P14_RPAPPART_ACH05,NB_B302,P14_NSAL15P_AIDFAM,C14_MENSFAM,P14_APPART,P14_POP0014,DEC_Q114,C14_PMEN_MENCOUPAENF,P14_RP_ACH11,C14_ACTOCC15P_PAS,P14_PMEN_ANEM10P,NB_A505,C409,P14_RPMAISON_ACH19,NB_D201,P14_RP_4060M2,C14_ACT1564_CS3,P14_AINACT1564,NB_D243,P14_SAL15P_APPR,NB_D709,DEC_D214,P14_RP_M30M2,P14_NSAL15P,NB_A406,P14_ACTOCC15P_ILT4,C14_MEN_CS4,DEC_D614,P14_ACTOCC15P_ILT2,,,,,,,,,
+4,C14_ACTOCC15P_MAR,P14_RPAPPART_ACH19,P14_POP1524_PSEUL,P14_RP_3040M2,P14_NSAL15P_TP,P14_ACTOCC15P_ILT3,P14_SCOL2529,NB_A504,C14_NE24F3,P14_CHOM5564,P14_MEN_ANEM0002,P14_RPAPPART_ACH45,P14_RP_CCCOLL,P14_POP_ETR,C14_PMEN_MENSFAM,C14_ACTOCC1564_CS3,P14_CHOM1524,P14_RP_120M2P,P14_RPAPPART_ACH70,P14_POP_IMM,C14_COUPAENF,P14_NPER_RP_LOCHLMV,C14_PMEN_CS8,P14_RP_ACH70,C14_ACTOCC15P_TCOM,P14_RP_LOCHLMV,P14_ETUD1564,P14_RP_ACH19,P14_RPMAISON_ACH90,P14_RP_CINDELEC,P14_NSAL15P_EMPLOY,C14_MEN_CS8,C14_MENSFAM,P14_SAL15P_EMPAID,P14_RP_4P,P14_ACTOCC15P_ILT5,P14_RP_ACH45,P14_RPMAISON,P14_NPER_RP_PROP,P14_CHOM2554,P14_ANEM_RP_LOCHLMV,C14_PMEN_CS3,P14_ACTOCC5564,P14_SCOL1114,P14_ACTOCC15P_ILT1,P14_RP_GRAT,C14_PMEN_MENCOUPAENF,P14_POP,P14_RP_M30M2,P14_RPAPPART_ACHTOT,P14_RPAPPART_ACH90,P14_SCOL0610,C14_MENHSEUL,P14_RPMAISON_ACH70,P14_SAL15P_INTERIM,P14_RPAPPART,P14_RP_4060M2,P14_NPER_RP_GRAT,P14_ANEM_RP_LOC,P14_NSCOL15P_DIPLMIN,P14_F3044,P14_RP_ACH11,P14_PMEN_ANEM0002,P14_RP_2P,C14_ACTOCC1564_CS6,P14_LOGVAC,C14_POP15P_CS3,P14_SCOL1824,C14_MENFSEUL,P14_POP15P_MARIEE,P14_RPAPPART_ACH11,P14_RP_ACH05,P14_ACTOCC15P_ILT2,C14_ACTOCC1564_CS2,DEC_PBEN14,P14_RSECOCC,P14_APPART,P14_RP_1P,P14_PHORMEN,NB_A402,C14_NE24F4P,P14_NBPI_RPAPPART,DEC_PAUT14,C14_ACTOCC15P_DROU,P14_RPAPPART_ACH05,P14_MAISON,P14_POP0305,NB_E101,NB_A203,C14_NE24F2,NB_B204,P14_ANEM_RP_GRAT,P14_POP75P,DEC_EQ14,P14_ACTOCC15P_ILT4,C14_MENCOUPAENF,P14_SCOL30P,NB_A501,P14_RPMAISON_ACH45,P14_SAL15P_APPR,P14_RP_LOC,P14_NSAL15P,P14_RP_6080M2,DEC_D114,,,,,,,,,,,,,,,,,,,,,,,
+5,P14_RP_ACH19,P14_RPAPPART_ACH19,C14_ACT1564_CS3,P14_SAL15P_INTERIM,P14_SCOL2529,P14_NBPI_RP_ANEM0002,NB_A503,DEC_PBEN14,P14_POP,P14_NSAL15P_EMPLOY,C14_MEN_CS6,DEC_PAUT14,P14_POP0305,P14_SAL15P_TP,P14_RP_ACH70,P14_RP_120M2P,P14_NPER_RP_LOCHLMV,P14_POP0205,NB_A301,P14_ANEM_RP_GRAT,NB_B301,P14_NPER_RP_LOC,P14_ACTOCC15P_TP,P14_ANEM_RP_LOCHLMV,C14_PMEN_CS2,P14_NSAL15P_INDEP,NB_A402,P14_AINACT1564,P14_RP_M30M2,P14_POP1524_PSEUL,P14_RP_4060M2,P14_CHOM1564,NB_A405,NB_A505,P14_SAL15P_EMPAID,DEC_D114,NB_E101,C14_ACTOCC1564_CS2,P14_RPMAISON_ACH11,C14_ACTOCC1564_CS6,C14_ACT1564_CS2,P14_NSCOL15P_SUP,NB_B302,NB_A504,P14_RP_ACH45,P14_RPMAISON_ACH19,C14_ACTOCC15P_TCOM,P14_NSAL15P,DEC_PCHO14,P14_POP6579,P14_ACTOCC15P_ILT2,P14_POP_IMM,NB_A401,C14_ACTOCC15P_DROU,NB_D243,NB_B202,NB_A403,C14_PMEN_MENSFAM,NB_D221,NB_D233,NB_D208,C14_ACTOCC15P_MAR,P14_RP_2P,P14_POP_ETR,P14_RPMAISON_ACH70,P14_ACTOCC1524,P14_RP_ACH05,P14_INACT1564,P14_RP_80100M2,P14_NPER_RP_GRAT,C14_ACT1564_CS6,NB_D201,P14_ACT5564,P14_RPAPPART_ACH90,C14_NE24F1,P14_RSECOCC,C14_POP15P_CS3,P14_RPMAISON_ACH45,P14_MEN_ANEM10P,P14_RP_GRAT,P14_RPAPPART_ACH11,P14_ACTOCC15P_ILT3,P14_CHOM5564,P14_ACTOCC15P_ILT5,P14_RPAPPART_ACH70,P14_PHORMEN,C14_MENSFAM,P14_SCOL30P,C14_ACTOCC1564_CS3,P14_RPAPPART_ACH05,P14_RPAPPART_ACHTOT,P14_PMEN_ANEM10P,P14_RP_ACH90,C14_NE24F3,P14_RP_100120M2,P14_ACTOCC15P_ILT4,P14_NBPI_RPAPPART,C14_FAMMONO,C14_MEN_CS3,C14_NE24F4P,P14_RP_LOCHLMV,P14_ACTOCC15P_ILT2P,P14_SAL15P_APPR,P14_POP0610,C14_PMEN_CS6,C14_NE24F2,NB_A501,C14_PMEN_CS8,P14_MEN_ANEM0002,P14_RP_3040M2,C14_PMEN_CS5,C14_MENCOUPAENF,P14_POP15P,,,,,,,,,,,,,,
diff --git a/predihood/main.py b/predihood/main.py
index c25c2521..5f3730ed 100644
--- a/predihood/main.py
+++ b/predihood/main.py
@@ -11,14 +11,14 @@ log_format = "[%(levelname)s] - %(filename)s::%(lineno)d \t %(message)s"
logging.basicConfig(level='DEBUG', format=log_format)
import os
import webbrowser
-import pandas as pd
from flask import Flask, flash, render_template, request, send_from_directory
+from sklearn.neighbors import KNeighborsClassifier
from sklearn.utils._testing import ignore_warnings
from predihood import model
from predihood.classes.Data import Data
-from predihood.config import AVAILABLE_CLASSIFIERS, TOPS_K, FILE_HIERARCHY
+from predihood.config import AVAILABLE_CLASSIFIERS, TOPS_K
from predihood.predict import expe4, predict_one_iris
from predihood.utility_functions import signature, get_classifier, set_classifier
@@ -105,6 +105,12 @@ def predict_iris():
return {"predictions": predictions}
+@app.route('/countAll', methods=["GET"])
+def count_all():
+ res = model.count_all()
+ return {"total": res}
+
+
@app.route('/getIrisPolygon', methods=["GET"])
def get_iris_for_polygon():
lat1 = float(request.args['lat1'])
diff --git a/predihood/predict.py b/predihood/predict.py
index 2c1e2fd9..a8c08d52 100644
--- a/predihood/predict.py
+++ b/predihood/predict.py
@@ -20,8 +20,7 @@ from sklearn.utils._testing import ignore_warnings
from predihood.classes.Data import Data
from predihood.classes.Dataset import Dataset
from predihood.classes.MethodPrediction import MethodPrediction
-from predihood.config import ENVIRONMENT_VARIABLES, TOPS_K, FOLDER_SELECTED_INDICATORS, RANDOM_STATE, \
- FILE_LIST_DISTRIBUTION
+from predihood.config import ENVIRONMENT_VARIABLES, TOPS_K, FOLDER_SELECTED_INDICATORS, RANDOM_STATE, FILE_LIST_DISTRIBUTION
from predihood.selection import get_selected_indicators_lists
from predihood.utility_functions import check_dataset_size, get_most_frequent
@@ -82,7 +81,7 @@ def pred_knn(data):
# 2. run primary list on EV for each top-k
for i in range(len(TOPS_K)):
top_k = TOPS_K[i]
- indicators_csv = pd.read_csv(os.path.join(FOLDER_SELECTED_INDICATORS, "primary"+str(top_k)+".csv"), header=None, encoding='latin1')
+ indicators_csv = pd.read_csv(os.path.join(FOLDER_SELECTED_INDICATORS, "primary"+str(top_k)+".csv"), header=None)
primary_list = json.loads(indicators_csv.drop(indicators_csv.columns[0], axis=1).to_json(
orient='index')) # drop([0]) to remove column with row indexes, axis=1 to delete column
@@ -146,15 +145,12 @@ def pred_log_reg(data):
# 2. run primary list on EV for each top-k
for i in range(len(TOPS_K)):
top_k = TOPS_K[i]
- indicators_csv = pd.read_csv(os.path.join(FOLDER_SELECTED_INDICATORS, "primary"+str(top_k)+".csv"), header=None, encoding='latin1')
+ indicators_csv = pd.read_csv(os.path.join(FOLDER_SELECTED_INDICATORS, "primary"+str(top_k)+".csv"), header=None)
primary_list = json.loads(indicators_csv.drop(indicators_csv.columns[0], axis=1).to_json(
orient='index')) # drop([0]) to remove column with row indexes, axis=1 to delete column
primary_list_temp = {}
- for key, value in primary_list.items(): primary_list_temp[ENVIRONMENT_VARIABLES[int(key)]] = [value2 for
- key2, value2 in
- value.items() if
- value2 is not None]
+ for key, value in primary_list.items(): primary_list_temp[ENVIRONMENT_VARIABLES[int(key)]] = [value2 for key2, value2 in value.items() if value2 is not None]
primary_list = primary_list_temp
accuracy = 0
@@ -214,15 +210,12 @@ def pred_decision_tree(data):
# 2. run primary list on EV for each top-k
for i in range(len(TOPS_K)):
top_k = TOPS_K[i]
- indicators_csv = pd.read_csv(os.path.join(FOLDER_SELECTED_INDICATORS, "primary"+str(top_k)+".csv"), header=None, encoding='latin1')
+ indicators_csv = pd.read_csv(os.path.join(FOLDER_SELECTED_INDICATORS, "primary"+str(top_k)+".csv"), header=None)
primary_list = json.loads(indicators_csv.drop(indicators_csv.columns[0], axis=1).to_json(
orient='index')) # drop([0]) to remove column with row indexes, axis=1 to delete column
primary_list_temp = {}
- for key, value in primary_list.items(): primary_list_temp[ENVIRONMENT_VARIABLES[int(key)]] = [value2 for
- key2, value2 in
- value.items() if
- value2 is not None]
+ for key, value in primary_list.items(): primary_list_temp[ENVIRONMENT_VARIABLES[int(key)]] = [value2 for key2, value2 in value.items() if value2 is not None]
primary_list = primary_list_temp
accuracy = 0
@@ -253,15 +246,12 @@ def expe1(data):
def expe2(data):
logging.debug("---------- EXPE 2 ----------")
- indicators_csv = pd.read_csv(os.path.join(FOLDER_SELECTED_INDICATORS, "primary100.csv"), header=None, encoding='latin1')
+ indicators_csv = pd.read_csv(os.path.join(FOLDER_SELECTED_INDICATORS, "primary100.csv"), header=None)
primary_list = json.loads(indicators_csv.drop(indicators_csv.columns[0], axis=1).to_json(
orient='index')) # drop([0]) to remove column with row indexes, axis=1 to delete column
primary_list_temp = {}
- for key, value in primary_list.items(): primary_list_temp[ENVIRONMENT_VARIABLES[int(key)]] = [value2 for
- key2, value2 in
- value.items() if
- value2 is not None]
+ for key, value in primary_list.items(): primary_list_temp[ENVIRONMENT_VARIABLES[int(key)]] = [value2 for key2, value2 in value.items() if value2 is not None]
primary_list = primary_list_temp
for clf in CLASSIFIERS:
@@ -280,15 +270,12 @@ def expe3(data):
logging.debug("---------- EXPE 3 ----------")
lists = {}
for top_k in TOPS_K:
- indicators_csv = pd.read_csv(os.path.join(FOLDER_SELECTED_INDICATORS, "primary"+str(top_k)+".csv"), header=None, encoding='latin1')
+ indicators_csv = pd.read_csv(os.path.join(FOLDER_SELECTED_INDICATORS, "primary"+str(top_k)+".csv"), header=None)
primary_list = json.loads(indicators_csv.drop(indicators_csv.columns[0], axis=1).to_json(
orient='index')) # drop([0]) to remove column with row indexes, axis=1 to delete column
primary_list_temp = {}
- for key, value in primary_list.items(): primary_list_temp[ENVIRONMENT_VARIABLES[int(key)]] = [value2 for
- key2, value2 in
- value.items() if
- value2 is not None]
+ for key, value in primary_list.items(): primary_list_temp[ENVIRONMENT_VARIABLES[int(key)]] = [value2 for key2, value2 in value.items() if value2 is not None]
lists[top_k] = primary_list_temp
logging.debug(lists)
@@ -401,7 +388,7 @@ def expe5(data, clf, train_size, test_size, remove_outliers=False):
algo.compute_performance()
logging.info("accuracy for %s without filtering: %f", env, algo.accuracy)
- lst = pd.read_csv(FILE_LIST_DISTRIBUTION, encoding='latin1').columns.to_list()
+ lst = pd.read_csv(FILE_LIST_DISTRIBUTION).columns.to_list()
mean_sublist = 0.0
k = 0
for i in range(10, len(lst), 10):
diff --git a/predihood/selection.py b/predihood/selection.py
index 695735bf..77c09569 100644
--- a/predihood/selection.py
+++ b/predihood/selection.py
@@ -49,7 +49,7 @@ def get_selected_indicators_lists(top_k=None):
if top_k:
if not os.path.exists(os.path.join(FOLDER_SELECTED_INDICATORS, "primary" + str(top_k) + ".csv")): generate_lists()
- indicators_csv = pd.read_csv(os.path.join(FOLDER_SELECTED_INDICATORS, "primary" + str(top_k) + ".csv"), header=None, encoding='latin1')
+ indicators_csv = pd.read_csv(os.path.join(FOLDER_SELECTED_INDICATORS, "primary" + str(top_k) + ".csv"), header=None)
primary_list = json.loads(indicators_csv.drop(indicators_csv.columns[0], axis=1).to_json(orient='index')) # drop([0]) to remove column with row indexes, axis=1 to delete column
primary_list_temp = {}
for key, value in primary_list.items():
@@ -58,7 +58,7 @@ def get_selected_indicators_lists(top_k=None):
else:
for top_k in TOPS_K:
if not os.path.exists(os.path.join(FOLDER_SELECTED_INDICATORS, "primary" + str(top_k) + ".csv")): generate_lists()
- indicators_csv = pd.read_csv(os.path.join(FOLDER_SELECTED_INDICATORS, "primary" + str(top_k) + ".csv"), header=None, encoding='latin1')
+ indicators_csv = pd.read_csv(os.path.join(FOLDER_SELECTED_INDICATORS, "primary" + str(top_k) + ".csv"), header=None)
primary_list = json.loads(indicators_csv.drop(indicators_csv.columns[0], axis=1).to_json(orient='index')) # drop([0]) to remove column with row indexes, axis=1 to delete column
primary_list_temp = {}
for key, value in primary_list.items():
@@ -74,7 +74,7 @@ def generate_lists():
data.init_all_in_one()
# # 2. Run heat map and get less correlated indicators
- dataset = Dataset(data, "batiment", 'unsupervised') # WARNING: fill _type parameter
+ dataset = Dataset(data, "batiment", 'unsupervised')
dataset.init_all_in_one()
heat_map = MethodSelection(name="heat map EV-agnostic", dataset=dataset, parameters=PARAMETERS)
heat_map.results()
@@ -82,7 +82,7 @@ def generate_lists():
fully_correlated_indicators = heat_map.best_indicators
logging.info("fully correlated indicators: %d %s", len(fully_correlated_indicators), fully_correlated_indicators)
- hierarchy = pd.read_csv(FILE_HIERARCHY, encoding='latin1')
+ hierarchy = pd.read_csv(FILE_HIERARCHY, sep="\t")
# # 4. Run Feature selection and heat map EV-oriented for each EV
# # to construct primary and secondary lists of selected indicators
diff --git a/predihood/static/css/styles.css b/predihood/static/css/styles.css
index 25542cf1..4b0a7dfa 100644
--- a/predihood/static/css/styles.css
+++ b/predihood/static/css/styles.css
@@ -118,3 +118,7 @@ h3 {
.table-hover tbody tr:hover {
background-color: lightgray;
}
+
+.wrapperTable {
+ margin-top: 2rem;
+}
\ No newline at end of file
diff --git a/predihood/static/js/algorithms.js b/predihood/static/js/algorithms.js
index ff7e01fa..f276ca1b 100644
--- a/predihood/static/js/algorithms.js
+++ b/predihood/static/js/algorithms.js
@@ -15,7 +15,7 @@ $("#selectAlgorithm").change(function() {
});
// update up/down symbols when hide or show parameters in the tuning section.
-for(let param_section in ["#specificParameters", "#commonParameters"]) {
+for(let param_section of ["#specificParameters", "#commonParameters"]) {
$(param_section+"Title").on("click", function() {
if($(param_section).css("display") === "none") {
$(param_section).css("display", "block");
@@ -52,6 +52,7 @@ $("#testPercentage")
// run the classifier with specified parameters and display results in the results section.
$("#runBtn")
.click("on", function() {
+ $("body").css("cursor", "progress");
$(".wrapperTable input[type='checkbox']:not(:checked)").each(function() {
$(this).parent().parent().empty(); // remove tables that are not checked in the interface
});
@@ -94,7 +95,8 @@ $("#runBtn")
// - the results table, highlighted cells are best means for each EV
// - the list of parameters associated to the results
// - the mean for this classifier (all EV combined)
- let table = $("<table>").addClass("table table-hover table-responsive").append($("<tbody>"));
+ let keep = $("<label class='h5'><input type='checkbox' style='margin-right: 1rem;'/>"+chosen_clf+"</label>");
+ let table = $("<table id='tableToExport'>").addClass("table table-hover table-responsive").append($("<tbody>"));
let results = result["results"]
console.log(result);
let header = $("<tr>")
@@ -122,14 +124,25 @@ $("#runBtn")
table.append(row)
}
- let containing_table = $("<div>")
- .prop("class", "wrapperTable")
- .append("<label class='h5'><input type='checkbox'/>"+chosen_clf+"</label>")
- .append(table);
+ let download = $("<i class='fas fa-download' style='margin-left: 1rem;' title='Export this table to Excel file.'></i>")
+ download.on("click", function(e){
+ e.preventDefault();
+ console.log($(this))
+ console.log($(this)[0].nextElementSibling)
+ console.log($(this)[0].nextSibling)
+ console.log($("#tableToExport"))
+ $("#tableToExport").table2excel({
+ type: 'xls',
+ filename: chosen_clf+'.xls',
+ preserveColors: true
+ });
+ });
+ let containing_table = $("<div>").prop("class", "wrapperTable");
+ containing_table.append(keep).append(download).append(table);
let params = "";
for(let elem in current_parameters) {
- if(elem in userParameters) { params += elem+": "+userParameters[elem]+" ; "; // adding user value
- } else { params += elem+": "+current_parameters[elem]["default"]+" ; "; } // adding default value
+ if(elem in userParameters) { params += "<i>"+elem+"</i>: "+userParameters[elem]+" ; "; // adding user value
+ } else { params += "<i>"+elem+"</i>: "+current_parameters[elem]["default"]+" ; "; } // adding default value
}
containing_table.append(params);
let mean_clf = 0;
@@ -137,7 +150,7 @@ $("#runBtn")
mean_clf += results[env]["mean"];
}
mean_clf /= Object.keys(results).length;
- containing_table.append("Mean for this classifier: "+mean_clf.toFixed(2)+"%");
+ containing_table.append("<br/> <b>Mean for this classifier: </b>"+mean_clf.toFixed(2)+"%");
$("#resultsDiv").append(containing_table);
},
error: function(result, textStatus, errorThrown) {
@@ -145,6 +158,7 @@ $("#runBtn")
alert("something went wrong while training. Please check your parameters<br>"+textStatus);
}
});
+ $("body").css("cursor", "default");
return false; // don't reload
});
@@ -155,9 +169,9 @@ $("#abortRun").on("click", function() {
$("#clearResults").on("click", function() {
// empty div and add title + "clear all" button
- $("#resultsDiv").empty();
- $("#resultsDiv").append("<h2 title=\"Results of the tuned classifier\">Results</h2>");
- $("#resultsDiv").append("<button class=\"btn btn-danger\" id=\"clearResults\">Clear all results</button>");
+ $("#resultsDiv")
+ .empty()
+ .append("<h2 title='Results of the tuned classifier'>Results<i class='far fa-trash-alt' id='clearResults' title='Clear all results' style='color: red; font-size: 22px; padding-left: 0.5rem' ></i></h2>");
});
/**
diff --git a/predihood/static/js/carto.js b/predihood/static/js/carto.js
index 4f68431a..f036a1b0 100644
--- a/predihood/static/js/carto.js
+++ b/predihood/static/js/carto.js
@@ -88,14 +88,14 @@ function displayPopup(e) {
let divInformation = $("<div>");
divInformation
- .append("CODE IRIS : " + layer.feature.properties.CODE_IRIS).append($("<br>"))
- .append("IRIS : " + layer.feature.properties.NOM_IRIS).append($("<br>"))
- .append("COMMUNE : " + layer.feature.properties.NOM_COM).append($("<br>"))
+ .append("IRIS CODE: " + layer.feature.properties.CODE_IRIS).append($("<br>"))
+ .append("IRIS: " + layer.feature.properties.NOM_IRIS).append($("<br>"))
+ .append("TOWNSHIP: " + layer.feature.properties.NOM_COM).append($("<br>"))
let moreInfosLink = $("<a>");
moreInfosLink
.prop("href", "details-iris.html?code_iris="+layer.feature.properties.CODE_IRIS)
.prop("target", "_blank")
- .text("Plus de détails")
+ .text("More details")
.append($("<br>"));
divInformation.append(moreInfosLink);
@@ -111,7 +111,7 @@ function displayPopup(e) {
let divPredictions = $("<div>").prop("id", "divPredictions")
if(predictions !== undefined) {
- for(let key in predictions) { divPredictions.append(key+': ' + predictions[key]["most_frequent"] + " (" + predictions[key]["count_frequent"] + "/7)").append($('<br>')); }
+ for(let key in predictions) { divPredictions.append(capitalizeFirstLetter(key.split("_").join(" "))+': ' + predictions[key]["most_frequent"] + " (" + predictions[key]["count_frequent"] + "/7)").append($('<br>')); }
}
let messageTooltip = divInformation[0].outerHTML + selectAlgorithm[0].outerHTML + divPredictions[0].outerHTML;
@@ -166,7 +166,9 @@ function eventValidateButton(event) {
event.target.parentNode.querySelector("button").click();
}
-
+function capitalizeFirstLetter(string) {
+ return string.charAt(0).toUpperCase() + string.slice(1);
+}
// updating values of printed parameters
$("#inputZoomLevel").val(DEFAULT_ZOOM_LEVEL_MIN_FOR_DISPLAY);
diff --git a/predihood/static/lib/table2excel.js b/predihood/static/lib/table2excel.js
new file mode 100644
index 00000000..f674f87a
--- /dev/null
+++ b/predihood/static/lib/table2excel.js
@@ -0,0 +1,9 @@
+/*
+ * jQuery table2excel - v1.0.2
+ * jQuery plugin to export an .xls file in browser from an HTML table
+ * https://github.com/rainabba/jquery-table2excel
+ *
+ * Made by rainabba
+ * Under MIT License
+ */
+!function(a,b,c,d){function e(b,c){this.element=b,this.settings=a.extend({},k,c),this._defaults=k,this._name=j,this.init()}function f(a){return a.filename?a.filename:"table2excel"}function g(a){var b=/(\s+alt\s*=\s*"([^"]*)"|\s+alt\s*=\s*'([^']*)')/i;return a.replace(/<img[^>]*>/gi,function(a){var c=b.exec(a);return null!==c&&c.length>=2?c[2]:""})}function h(a){return a.replace(/<a[^>]*>|<\/a>/gi,"")}function i(a){var b=/(\s+value\s*=\s*"([^"]*)"|\s+value\s*=\s*'([^']*)')/i;return a.replace(/<input[^>]*>|<\/input>/gi,function(a){var c=b.exec(a);return null!==c&&c.length>=2?c[2]:""})}var j="table2excel",k={exclude:".noExl",name:"Table2Excel"};e.prototype={init:function(){var b=this;b.template={head:'<html xmlns:o="urn:schemas-microsoft-com:office:office" xmlns:x="urn:schemas-microsoft-com:office:excel" xmlns="http://www.w3.org/TR/REC-html40"><meta http-equiv="content-type" content="application/vnd.ms-excel; charset=UTF-8"><head>\x3c!--[if gte mso 9]><xml><x:ExcelWorkbook><x:ExcelWorksheets>',sheet:{head:"<x:ExcelWorksheet><x:Name>",tail:"</x:Name><x:WorksheetOptions><x:DisplayGridlines/></x:WorksheetOptions></x:ExcelWorksheet>"},mid:"</x:ExcelWorksheets></x:ExcelWorkbook></xml><![endif]--\x3e</head><body>",table:{head:"<table>",tail:"</table>"},foot:"</body></html>"},b.tableRows=[],a(b.element).each(function(c,d){var e="";a(d).find("tr").not(b.settings.exclude).each(function(c,d){e+="<tr>",a(d).find("td,th").not(b.settings.exclude).each(function(c,d){a(d).find(b.settings.exclude).length>=1?e+="<td> </td>":e+="<td>"+a(d).html()+"</td>"}),e+="</tr>"}),b.settings.exclude_img&&(e=g(e)),b.settings.exclude_links&&(e=h(e)),b.settings.exclude_inputs&&(e=i(e)),b.tableRows.push(e)}),b.tableToExcel(b.tableRows,b.settings.name,b.settings.sheetName)},tableToExcel:function(d,e,g){var h,i,j,k=this,l="";if(k.format=function(a,b){return a.replace(/{(\w+)}/g,function(a,c){return b[c]})},g=void 0===g?"Sheet":g,k.ctx={worksheet:e||"Worksheet",table:d,sheetName:g},l=k.template.head,a.isArray(d))for(h in d)l+=k.template.sheet.head+g+h+k.template.sheet.tail;if(l+=k.template.mid,a.isArray(d))for(h in d)l+=k.template.table.head+"{table"+h+"}"+k.template.table.tail;l+=k.template.foot;for(h in d)k.ctx["table"+h]=d[h];if(delete k.ctx.table,!c.documentMode){var m=new Blob([k.format(l,k.ctx)],{type:"application/vnd.ms-excel"});b.URL=b.URL||b.webkitURL,i=b.URL.createObjectURL(m),j=c.createElement("a"),j.download=f(k.settings),j.href=i,c.body.appendChild(j),j.click(),c.body.removeChild(j)}else if("undefined"!=typeof Blob){l=k.format(l,k.ctx),l=[l];var n=new Blob(l,{type:"text/html"});b.navigator.msSaveBlob(n,f(k.settings))}else txtArea1.document.open("text/html","replace"),txtArea1.document.write(k.format(l,k.ctx)),txtArea1.document.close(),txtArea1.focus(),sa=txtArea1.document.execCommand("SaveAs",!0,f(k.settings));return!0}},a.fn[j]=function(b){var c=this;return c.each(function(){a.data(c,"plugin_"+j)||a.data(c,"plugin_"+j,new e(this,b))}),c}}(jQuery,window,document);
\ No newline at end of file
diff --git a/predihood/templates/algorithms.html b/predihood/templates/algorithms.html
index cf6f3121..f5f67d2d 100644
--- a/predihood/templates/algorithms.html
+++ b/predihood/templates/algorithms.html
@@ -14,7 +14,7 @@
<div class="vertical-nav bg-white" id="sidebar">
<div class="py-4 px-3 mb-4 bg-light">
- <img src="{{url_for('static', filename='img/favicon.png')}}" alt="mapiris" class="mr-3">
+ <img src="{{url_for('static', filename='img/favicon.png')}}" alt="predihood" class="mr-3">
<div class="media-body"><h4 class="m-0">predihood</h4></div>
</div>
@@ -63,29 +63,17 @@
</li>
</ul>
<button id="runBtn" class="btn btn-success" title="Train and test the tuned classifier on data. Results appear in the next section (at the centre).">Train, test and evaluate</button>
- <button id="abortRun" class="btn btn-danger" title="Arbort the current request">Abort</button>
+ <!--<button id="abortRun" class="btn btn-danger" title="Arbort the current request">Abort</button>-->
</div>
</div>
<div class="page-content p-5" id="content">
<!-- <button id="sidebarCollapse" type="button" class="btn btn-light bg-white rounded-pill shadow-sm px-4 mb-4"><i class="fa fa-bars mr-2"></i><small class="text-uppercase font-weight-bold"></small></button> -->
<div class="row">
- <div id="resultsDiv" class="col-9">
- <h2 title="Results of the tuned classifier">Results</h2>
- <div id="test"></div>
- <button class="btn btn-danger" id="clearResults">Clear all results</button>
+ <div id="resultsDiv" class="col-12">
+ <h2 title="Results of the tuned classifier">Results<i class="far fa-trash-alt" id="clearResults" title="Clear all results" style="color: red; font-size: 22px; padding-left: 0.5rem" ></i></h2>
+ </div>
</div>
- <div id="topkDiv" class="col-3 d-none d-lg-block">
- <h2 title="Ranking of the top twenty classifiers">Top 20 of classifiers</h2>
- <ol>
- {% for classifier in classifiers %}
- <li><input type="checkbox">{{ classifier.name }} : {{ classifier.f1measure }}</li>
- {% endfor %}
- </ol>
- <button class="btn btn-success" title="Add checked classifiers to mapiris">Add to mapiris</button>
- </div>
- </div>
-
</div>
{% endif %}
diff --git a/predihood/templates/base.html b/predihood/templates/base.html
index 7f680875..be2733f5 100644
--- a/predihood/templates/base.html
+++ b/predihood/templates/base.html
@@ -10,6 +10,7 @@
<link href="{{url_for('static', filename='css/styles.css')}}" rel="stylesheet" media="all" type="text/css">
<script src="{{url_for('static', filename='lib/jquery-3.3.1.js')}}"></script>
<link href="{{url_for('static', filename='lib/fontawesome-free-5.13.0-web/css/all.css')}}" rel="stylesheet" media="all" type="text/css">
+ <script src="{{url_for('static', filename='lib/table2excel.js')}}"></script>
<meta name="viewport" content="width=device-width, initial-scale=1">
</head>
diff --git a/predihood/templates/footer.html b/predihood/templates/footer.html
index 183bced5..d320f7a1 100644
--- a/predihood/templates/footer.html
+++ b/predihood/templates/footer.html
@@ -8,7 +8,7 @@
</div>
<hr>
<div style="display: flex; justify-content: space-around;">
- <span>Data sources<br>(statistiqcs, IRIS)</span>
+ <span>Data sources<br>(statistics, IRIS)</span>
<a href="http://www.insee.fr/"><img src="{{url_for('static', filename='img/insee.jpg')}}" width="43px" height="50px" alt="INSEE"/></a>
</div>
</footer>
\ No newline at end of file
diff --git a/predihood/templates/header.html b/predihood/templates/header.html
index def6fcc5..2b6de449 100644
--- a/predihood/templates/header.html
+++ b/predihood/templates/header.html
@@ -1,5 +1,5 @@
<header class="mb-3">
- <h1><a href="/algorithms.html"><img src="{{url_for('static', filename='img/favicon.png')}}"></a> mapiris</h1>
+ <h1><a href="/algorithms.html"><img src="{{url_for('static', filename='img/favicon.png')}}"></a> predihood</h1>
<em>A tool for visualizing IRIS</em>
<hr>
</header>
\ No newline at end of file
diff --git a/predihood/utility_functions.py b/predihood/utility_functions.py
index a2ecf5a3..63bbc6d2 100644
--- a/predihood/utility_functions.py
+++ b/predihood/utility_functions.py
@@ -2,6 +2,7 @@ import ast
import inspect
import json
import logging
+import math
log_format = "[%(levelname)s] - %(filename)s::%(lineno)d \t %(message)s"
logging.basicConfig(level='DEBUG', format=log_format)
import os
@@ -15,7 +16,9 @@ import stringdist
from predihood import model
#################### iris function ####################
-from predihood.config import TOPS_K, FOLDER_SELECTED_INDICATORS, AVAILABLE_CLASSIFIERS, TRAIN_SIZE, TEST_SIZE, ENVIRONMENT_VARIABLES, FOLDER_FEATURE_SELECTION, FOLDER_DATASETS, FOLDER_DISTRIBUTION
+from predihood.config import TOPS_K, FOLDER_SELECTED_INDICATORS, AVAILABLE_CLASSIFIERS, TRAIN_SIZE, TEST_SIZE, \
+ ENVIRONMENT_VARIABLES, FOLDER_FEATURE_SELECTION, FOLDER_DATASETS, FOLDER_DISTRIBUTION, TRANSLATION, OLD_PREFIX, \
+ NEW_PREFIX
def address_to_code(address):
@@ -63,12 +66,19 @@ def append_target(row, target, arr):
:param arr: the array where the target is append.
:return: the array with the appended target.
"""
- if target == "Ageo" or target == "Ngeo":
- arr.append(np.nan) if (row[target] is None or not row[target] or str(row[target]) == "nan") else arr.append(
- row[target].split(" ")[0]) # get only geo position without the city, e.g. Sud-Est Lyon gives Sud-Est
+ if target == OLD_PREFIX + "geographical_position" or target == NEW_PREFIX + "geographical_position":
+ # get only geo position without the city, e.g. South-East Lyon gives South-East
+ if str(row[target]) == "nan":
+ city = np.nan
+ else:
+ city = row[target].split(" ")[0]
+ # city_name = ''.join(split_city[1:len(split_city)])
+ value = TRANSLATION[city] if city in TRANSLATION else np.nan # + " " + city_name
+ arr.append(value) # if (value is None or not value or str(value) == "nan") else arr.append(value)
else:
- arr.append(np.nan) if (row[target] is None or not row[target] or str(row[target]) == "nan") else arr.append(
- row[target])
+ value = TRANSLATION[row[target]] if row[target] in TRANSLATION else np.nan
+ arr.append(value) # if (value is None or not value or str(value) == "nan") else arr.append(value)
+
return arr
@@ -375,7 +385,7 @@ def distribution_data():
Plot distribution of the supervised data, i.e. the appraised iris to show how targets are distributed.
"""
if os.path.exists(os.path.join(FOLDER_DATASETS, "data_density.csv")):
- data = pd.read_csv(os.path.join(FOLDER_DATASETS, "data_density.csv"), encoding='latin1')
+ data = pd.read_csv(os.path.join(FOLDER_DATASETS, "data_density.csv"))
else:
return
--
GitLab