From 3e9f63e8fd533353010c2fa230451625791f2974 Mon Sep 17 00:00:00 2001 From: David Huggins-Daines Date: Mon, 29 Jul 2024 13:58:35 -0400 Subject: [PATCH] =?UTF-8?q?Possibilit=C3=A9=20d'utiliser=20YOLOv8=20pour?= =?UTF-8?q?=20extraire=20images=20et=20tableaux=20(#33)?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * docs: todo * feat: use DocLayNet-YOLOv8 to pre-segment pages * feat: yolo integration * feat: yolo results * chore: yolo * feat: download from hf hub * fix: 4 element colour not necessarily CMYK * test: actually test the extractor * refactor: extract_images -> alexi.recognize.Objets * docs: todo * feat: basic YOLO support for tables/figures * fix: annotate plan durbanisme a bit * chore: retrain * fix: more patch * feat: yolo optionnel et scripts * fix: isort * fix: ajouter plan d'urbanisme --- .github/workflows/analyse.yml | 2 +- TODO.md | 49 +- alexi/__init__.py | 25 +- alexi/convert.py | 115 +- alexi/extract.py | 46 +- alexi/models/crf.joblib.gz | Bin 79928 -> 83307 bytes alexi/models/crf.vl.joblib.gz | Bin 84237 -> 85850 bytes alexi/models/crfseq.joblib.gz | Bin 29498 -> 28791 bytes alexi/recognize/__init__.py | 136 +++ alexi/recognize/yolo.py | 221 ++++ data/patches/pu_patch1.csv | 1006 ++++++++++++++++ data/patches/pu_patch2.csv | 446 +++++++ data/patches/pu_patch3.csv | 1914 +++++++++++++++++++++++++++++++ pyproject.toml | 4 + results/rnnscores-yolo.csv | 12 + results/yolo-tl-x4.csv | 12 + results/yolo-tls-x4.csv | 12 + scripts/convert_to_doclaynet.py | 52 + scripts/eval_on_doclaynet.py | 38 + test/test_analyse.py | 6 +- test/test_convert.py | 21 +- test/test_extract.py | 30 + test/test_recognize.py | 51 + 23 files changed, 4008 insertions(+), 190 deletions(-) create mode 100644 alexi/recognize/__init__.py create mode 100644 alexi/recognize/yolo.py create mode 100644 data/patches/pu_patch1.csv create mode 100644 data/patches/pu_patch2.csv create mode 100644 data/patches/pu_patch3.csv create mode 100644 results/rnnscores-yolo.csv create mode 100644 results/yolo-tl-x4.csv create mode 100644 results/yolo-tls-x4.csv create mode 100644 scripts/convert_to_doclaynet.py create mode 100644 scripts/eval_on_doclaynet.py create mode 100644 test/test_extract.py create mode 100644 test/test_recognize.py diff --git a/.github/workflows/analyse.yml b/.github/workflows/analyse.yml index 33a4eed..816fbfa 100644 --- a/.github/workflows/analyse.yml +++ b/.github/workflows/analyse.yml @@ -41,7 +41,7 @@ jobs: key: reglements-urbanisme - name: Download run: | - alexi -v download --exclude=Plan --exclude=/derogation \ + alexi -v download --exclude=/derogation \ --exclude='\d-[aA]dopt' --exclude='Z-\d' \ --exclude='-[rR]eso' for d in download/*.pdf; do diff --git a/TODO.md b/TODO.md index 998407c..72880d7 100644 --- a/TODO.md +++ b/TODO.md @@ -3,10 +3,7 @@ DATA - Correct titles in zonage glossary - Correct extraction (see below, use RNN) of titles numbers etc -- Annotate multiple TOCs in Sainte-Agathe urbanisme DONE -- Add Sainte-Agathe to download DONE -- Add Sainte-Agathe to export (under /vsadm) DONE -- Do the same thing for Saint-Sauveur +- Redo alexi download to not use wget (httpx is nice) DERP LERNING ------------ @@ -14,21 +11,25 @@ DERP LERNING Pre-training ============ -- DocBank is not useful unfortunately - - No BIO tags on paragraphs and list items (WTF Microsoft!) - - Hard to even get their dataset and it is full of junk - - But their extraction *is* useful - - We could redo their extraction with French data -- Look at other document structure analysis models - - DocLayNet is more interesting: https://huggingface.co/datasets/ds4sd/DocLayNet - - Yes: it separates paragraphs and section headings - - Need to download the huge image archive to get this though ;( - - Check out its leaderboard -- Evaluate models already trained on DocLayNet: - - https://github.com/moured/YOLOv10-Document-Layout-Analysis - - https://huggingface.co/spaces/atlury/document-layout-comparison - - https://huggingface.co/DILHTWD/documentlayoutsegmentation_YOLOv8_ondoclaynet - - https://huggingface.co/spaces/omoured/YOLOv10-Document-Layout-Analysis +- DocLayNet is more interesting: https://huggingface.co/datasets/ds4sd/DocLayNet + - Specifically the legal subset +- PubLayNet maybe (check the annotations) +- Evaluating DocLayNet YOLO models for my task: DONE + - can simply evaluate F1 on entire train set DONE + - test dpi, antialias, rendering engines DONE + - best results: render at YOLO model size (max dimension 640px) with + antialiasing using Cairo (pdfium is less good... why?) DONE +- Other pre-trained DocLayNet models? + - pre-train Detectron2 / SSD / R-CNN / other? +- Pre-train ALEXI LSTM on LAU and other relevant laws (code civil, etc) + - Get list of URLs from alexi link + - NOTE: license does not permit redistribution, use for modeling + (especially for layout analysis) should be okay though + - Make a script for downloading and processing data +- Pre-train an LSTM on DocLayNet legal? + - Generic Titre, Alinea, Liste only + - Layout embeddings and binary features only + Segmentation ============ @@ -46,12 +47,10 @@ Segmentation - Could *possibly* train a CRF to do this, in fact DONE - Do prediction with Transformers (LayoutLM) DONE - heuristic chunking based on line gap (not indent) DONE -- Move Amendement from segmentation to sequence tagging - - update all training data - - compare main and `more_rnn_feats` branches -- Do pre-segmentation with YOLO+DocLayNet - - get bboxes and classes DONE - - +- Move Amendement from segmentation to sequence tagging DONE +- Do pre-segmentation with YOLO+DocLayNet DONE +- Integrate DocLayNet pre-segmentation into pipeline + - Do image/table identification with it - Tokenize from chars - Add functionality to pdfplumber - Use Transformers for embeddings diff --git a/alexi/__init__.py b/alexi/__init__.py index 32c113f..e344988 100644 --- a/alexi/__init__.py +++ b/alexi/__init__.py @@ -7,15 +7,13 @@ import argparse import csv import dataclasses -import itertools import json import logging -import operator import sys from pathlib import Path from . import annotate, download, extract -from .analyse import Analyseur, Bloc, merge_overlaps +from .analyse import Analyseur, Bloc from .convert import Converteur, write_csv from .format import format_html from .index import index @@ -36,24 +34,6 @@ def convert_main(args: argparse.Namespace): else: pages = None conv = Converteur(args.pdf) - if args.images is not None: - args.images.mkdir(parents=True, exist_ok=True) - images: list[dict] = [] - for _, group in itertools.groupby( - conv.extract_images(pages), operator.attrgetter("page_number") - ): - merged = merge_overlaps(group) - for bloc in merged: - images.append(dataclasses.asdict(bloc)) - img = ( - conv.pdf.pages[bloc.page_number - 1] - .crop(bloc.bbox) - .to_image(resolution=150, antialias=True) - ) - LOGGER.info("Extraction de %s", args.images / bloc.img) - img.save(args.images / bloc.img) - with open(args.images / "images.json", "wt") as outfh: - json.dump(images, outfh, indent=2) write_csv(conv.extract_words(pages), sys.stdout) @@ -135,9 +115,6 @@ def make_argparse() -> argparse.ArgumentParser: convert.add_argument( "--pages", help="Liste de numéros de page à extraire, séparés par virgule" ) - convert.add_argument( - "--images", help="Répertoire pour écrire des images des tableaux", type=Path - ) convert.set_defaults(func=convert_main) segment = subp.add_parser( diff --git a/alexi/convert.py b/alexi/convert.py index 30ca275..bde5ee2 100644 --- a/alexi/convert.py +++ b/alexi/convert.py @@ -1,9 +1,7 @@ """Conversion de PDF en CSV""" import csv -import itertools import logging -import operator from collections import deque from pathlib import Path from typing import Any, Iterable, Iterator, Optional, TextIO @@ -11,10 +9,7 @@ from pdfplumber import PDF from pdfplumber.page import Page from pdfplumber.structure import PDFStructElement, PDFStructTree, StructTreeMissing -from pdfplumber.utils import geometry -from pdfplumber.utils.geometry import T_bbox -from .analyse import Bloc from .types import T_obj LOGGER = logging.getLogger("convert") @@ -46,50 +41,24 @@ def write_csv( writer.writerows(doc) -def bbox_contains(bbox: T_bbox, ibox: T_bbox) -> bool: - """Déterminer si une BBox est contenu entièrement par une autre.""" - x0, top, x1, bottom = bbox - ix0, itop, ix1, ibottom = ibox - return ix0 >= x0 and ix1 <= x1 and itop >= top and ibottom <= bottom - - -def get_element_bbox(page: Page, el: PDFStructElement, mcids: Iterable[int]) -> T_bbox: - """Obtenir le BBox autour d'un élément structurel.""" - bbox = el.attributes.get("BBox", None) - if bbox is not None: - x0, y0, x1, y1 = bbox - top = page.height - y1 - bottom = page.height - y0 - return (x0, top, x1, bottom) - else: - mcidset = set(mcids) - mcid_objs = [ - c - for c in itertools.chain.from_iterable(page.objects.values()) - if c.get("mcid") in mcidset - ] - if not mcid_objs: - return (-1, -1, -1, -1) # An impossible BBox - return geometry.objects_to_bbox(mcid_objs) - - def get_rgb(c: T_obj) -> str: - """Extraire la couleur d'un objet en 3 chiffres hexadécimaux""" + """Extraire la couleur d'un objet en chiffres hexadécimaux""" couleur = c.get("non_stroking_color", c.get("stroking_color")) - if couleur is None: + if couleur is None or couleur == "": return "#000" elif len(couleur) == 1: - r = g = b = couleur[0] - elif len(couleur) == 3: - r, g, b = couleur - elif len(couleur) == 4: - return "CMYK#" + "".join( - ("%x" % int(min(0.999, val) * 16) for val in (couleur)) + return "#" + "".join( + ( + "%x" % int(min(0.999, val) * 16) + for val in (couleur[0], couleur[0], couleur[0]) + ) ) + elif len(couleur) == 3 or len(couleur) == 4: + # Could be RGB, RGBA, CMYK... + return "#" + "".join(("%x" % int(min(0.999, val) * 16) for val in couleur)) else: LOGGER.warning("Espace couleur non pris en charge: %s", couleur) return "#000" - return "#" + "".join(("%x" % int(min(0.999, val) * 16) for val in (r, g, b))) def get_word_features( @@ -188,67 +157,3 @@ def extract_words(self, pages: Optional[Iterable[int]] = None) -> Iterator[T_obj feats = get_word_features(word, page, chars, elmap) feats["path"] = str(self.path) yield feats - - def make_bloc( - self, el: PDFStructElement, page_number: int, mcids: Iterable[int] - ) -> Bloc: - page = self.pdf.pages[page_number - 1] - x0, top, x1, bottom = get_element_bbox(page, el, mcids) - return Bloc( - type="Tableau" if el.type == "Table" else el.type, - contenu=[], - _page_number=int(page_number), - _bbox=(round(x0), round(top), round(x1), round(bottom)), - ) - - def extract_images(self, pages: Optional[Iterable[int]] = None) -> Iterator[Bloc]: - """Trouver des éléments qui seront représentés par des images - (tableaux et figures pour le moment)""" - if self.tree is None: - return - if pages is None: - pages = range(1, len(self.pdf.pages) + 1) - pageset = set(pages) - - # tables *might* span multiple pages (in practice, no...) so - # we have to split them at page breaks, but also, their - # top-level elements don't have page numbers for this reason. - # So, we find them in a first traversal, then gather their - # children in a second one. - def gather_elements() -> Iterator[PDFStructElement]: - """Traverser l'arbre structurel en profondeur pour chercher les - figures et tableaux.""" - if self.tree is None: - return - d = deque(self.tree) - while d: - el = d.popleft() - if el.type == "Table": - yield el - elif el.type == "Figure": - yield el - else: - d.extendleft(reversed(el.children)) - - def get_child_mcids(el: PDFStructElement) -> Iterator[tuple[int, int]]: - """Trouver tous les MCIDs (avec numeros de page, sinon ils sont - inutiles!) à l'intérieur d'un élément structurel""" - for mcid in el.mcids: - assert el.page_number is not None - yield el.page_number, mcid - d = deque(el.children) - while d: - el = d.popleft() - for mcid in el.mcids: - assert el.page_number is not None - yield el.page_number, mcid - d.extend(el.children) - - for el in gather_elements(): - # Note: we must sort them as we can't guarantee they come - # in any particular order - mcids = list(get_child_mcids(el)) - mcids.sort() - for page_number, group in itertools.groupby(mcids, operator.itemgetter(0)): - if page_number in pageset: - yield self.make_bloc(el, page_number, (mcid for _, mcid in group)) diff --git a/alexi/extract.py b/alexi/extract.py index 16a1882..99ec6ff 100644 --- a/alexi/extract.py +++ b/alexi/extract.py @@ -10,8 +10,9 @@ import operator import os from pathlib import Path -from typing import Any, Iterable, Optional, TextIO +from typing import Any, Iterable, TextIO, Union +import pdfplumber from natsort import natsorted from alexi.analyse import Analyseur, Bloc, Document, Element, extract_zonage @@ -20,6 +21,7 @@ from alexi.label import DEFAULT_MODEL as DEFAULT_LABEL_MODEL from alexi.label import Identificateur from alexi.link import Resolver +from alexi.recognize import Objets from alexi.segment import DEFAULT_MODEL as DEFAULT_SEGMENT_MODEL from alexi.segment import DEFAULT_MODEL_NOSTRUCT, RNNSegmenteur, Segmenteur from alexi.types import T_obj @@ -51,6 +53,7 @@ def add_arguments(parser: argparse.ArgumentParser) -> argparse.ArgumentParser: help="Fichier JSON avec metadonnées des documents", type=Path, ) + parser.add_argument("-y", "--yolo", action="store_true") parser.add_argument( "docs", help="Documents en PDF ou CSV pré-annoté", type=Path, nargs="+" ) @@ -181,7 +184,7 @@ def make_index_html( outfh.write(HTML_FOOTER) -def save_images_from_pdf(blocs: list[Bloc], conv: Converteur, docdir: Path): +def save_images_from_pdf(blocs: list[Bloc], pdf_path: Path, docdir: Path): """Convertir des éléments du PDF difficiles à réaliser en texte en images et les insérer dans la structure du document (liste de blocs). """ @@ -190,8 +193,10 @@ def save_images_from_pdf(blocs: list[Bloc], conv: Converteur, docdir: Path): if bloc.type in ("Tableau", "Figure"): assert isinstance(bloc.page_number, int) images.setdefault(bloc.page_number, []).append(bloc) + # FIXME: Use pypdfium2 directly + pdf = pdfplumber.open(pdf_path) for page_number, image_blocs in images.items(): - page = conv.pdf.pages[page_number - 1] + page = pdf.pages[page_number - 1] for bloc in image_blocs: x0, top, x1, bottom = bloc.bbox if x0 == x1 or top == bottom: @@ -206,6 +211,7 @@ def save_images_from_pdf(blocs: list[Bloc], conv: Converteur, docdir: Path): ) LOGGER.info("Extraction de %s", docdir / bloc.img) img.save(docdir / bloc.img) + pdf.close() def make_redirect(path: Path, target: Path): @@ -338,18 +344,26 @@ def doc_sort_key(doc): class Extracteur: + obj: Objets crf: Segmenteur def __init__( self, outdir: Path, - metadata: Path, - segment_model: Optional[Path] = None, + metadata: Union[Path, None] = None, + segment_model: Union[Path, None] = None, no_csv=False, no_images=False, + yolo=False, ): self.outdir = outdir self.crf_s = Identificateur() + if yolo: + from alexi.recognize.yolo import ObjetsYOLO + + self.obj = ObjetsYOLO() + else: + self.obj = Objets() if segment_model is not None: if segment_model.suffix == ".pt": self.crf = RNNSegmenteur(segment_model) @@ -359,7 +373,7 @@ def __init__( else: self.crf = Segmenteur(DEFAULT_SEGMENT_MODEL) self.crf_n = Segmenteur(DEFAULT_MODEL_NOSTRUCT) - if metadata: + if metadata is not None: with open(metadata, "rt") as infh: self.pdfdata = json.load(infh) for key in list(self.pdfdata.keys()): @@ -372,7 +386,7 @@ def __init__( self.no_images = no_images outdir.mkdir(parents=True, exist_ok=True) - def __call__(self, path: Path) -> Optional[Document]: + def __call__(self, path: Path) -> Union[Document, None]: pdf_path = path.with_suffix(".pdf") if self.pdfdata and pdf_path.name not in self.pdfdata: LOGGER.warning("Non-traitement de %s car absent des metadonnées", path) @@ -399,25 +413,26 @@ def __call__(self, path: Path) -> Optional[Document]: if conv is None and pdf_path.exists(): conv = Converteur(pdf_path) assert conv is not None - doc = self.analyse(iob, conv, path.stem) + doc = self.analyse(iob, pdf_path) if self.pdfdata: doc.pdfurl = self.pdfdata.get(pdf_path.name, {}).get("url", None) if "zonage" in doc.titre.lower() and "zonage" not in self.metadata: self.metadata["zonage"] = extract_zonage(doc) return doc - def analyse(self, iob: Iterable[T_obj], conv: Converteur, fileid: str): + def analyse(self, iob: Iterable[T_obj], pdf_path: Path): + fileid = pdf_path.stem docdir = self.outdir / fileid imgdir = self.outdir / fileid / "img" LOGGER.info("Génération de pages HTML sous %s", docdir) docdir.mkdir(parents=True, exist_ok=True) analyseur = Analyseur(fileid, iob) - if conv and not self.no_images: + if pdf_path and not self.no_images: LOGGER.info("Extraction d'images sous %s", imgdir) imgdir.mkdir(parents=True, exist_ok=True) - images = conv.extract_images() + images = self.obj(pdf_path) analyseur.add_images(images) - save_images_from_pdf(analyseur.blocs, conv, imgdir) + save_images_from_pdf(analyseur.blocs, pdf_path, imgdir) LOGGER.info("Analyse de la structure de %s", fileid) return analyseur() @@ -567,7 +582,12 @@ def output_html(self, doc: Document): def main(args) -> None: extracteur = Extracteur( - args.outdir, args.metadata, args.segment_model, args.no_csv, args.no_images + args.outdir, + metadata=args.metadata, + segment_model=args.segment_model, + no_csv=args.no_csv, + no_images=args.no_images, + yolo=args.yolo, ) docs = [] for path in args.docs: diff --git a/alexi/models/crf.joblib.gz b/alexi/models/crf.joblib.gz index 2865b1c951bdbe2609832b7bc5b2defeb1d05ca9..834bd6f4aece5910af768901b5248b1acb0986a5 100644 GIT binary patch literal 83307 zcmZU4XFQwlA8uPkTR~M3`=^R3mDroMT3Wl*Ua>b7Ta1<(t<~1v)ZWzIRP7PO46!#M zMhGEJ{^#BKoV>jAjQe@M^SZv*!yb9>*8lyHIJMn3RyR4n$>M$z{dHJdxxi}hWAQT% 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z_?z3x!POIW#OP35=8X30{kX(R0HI*J6F&M#*WpRN_hLm1>xXZ$L$=*wF+|2n2gMLZiB=x9RSJDzH%vENRx=(C9aR~*H5r1w`GaCI}uUE`m z@rVl1%(lyIp7TS|5fuqj@TmY<>P-5^yVEKAAoVT%Cw)WRa}|AfYe$t79mSD$YCev2 zqgjfM^vHcBA9Vd~@Z?>hdz-S)a@}Z?;?eWJONF%q-Oi2~Mei8>66ZnN9#Rd|HFH{_%?n756uTn^5=U`$#J_Xdi~WcR(fnqUv{qGPFbgiGrMX0d$VfUR zs~d$Udom*z(@zKWOC&b`^@w@?XcdChvu#$I=D4%Bp1<|V252skA?6ZKjm>lPw7kaH z=5*8o^b`qeW3Cq$KD2$BSgJ~H!vCYJ@9h1jaPlMxV7a9m&B6Nyu4MTsk}W!q4;A66 StzUcoM75rJwaxeP#s2{+m9et` diff --git a/alexi/recognize/__init__.py b/alexi/recognize/__init__.py new file mode 100644 index 0000000..8932436 --- /dev/null +++ b/alexi/recognize/__init__.py @@ -0,0 +1,136 @@ +"""Reconnaissance d'objets textuels avec modèles de vision. + +Ce repertoire regroupe quelques détecteurs de mise en page pour faire +la pré-segmentation des documents. Cet étape est utilisée pour +séparer les images et tableaux du texte pour un traitement séparé +(pour le moment ceci consiste à les convertir en images, mais les +tableaux seront pris en charge autrement à l'avenir). + +Puisque les conditions d'utilisation sont plus restrictives pour +certains modèles dont YOLOv8, cette étape est facultative, et vous +pouvez toujours utiliser la détection par défaut qui utilise la +structure explicit du PDF (mais celle-ci n'est pas toujours présente +ni correcte).""" + +import itertools +import logging +import operator +from collections import deque +from os import PathLike +from pathlib import Path +from typing import Iterable, Iterator, Union + +import pdfplumber +from pdfplumber.page import Page +from pdfplumber.structure import PDFStructElement, PDFStructTree, StructTreeMissing +from pdfplumber.utils.geometry import T_bbox, objects_to_bbox + +from alexi.analyse import Bloc + +LOGGER = logging.getLogger(Path(__file__).stem) + + +def bbox_contains(bbox: T_bbox, ibox: T_bbox) -> bool: + """Déterminer si une BBox est contenu entièrement par une autre.""" + x0, top, x1, bottom = bbox + ix0, itop, ix1, ibottom = ibox + return ix0 >= x0 and ix1 <= x1 and itop >= top and ibottom <= bottom + + +def get_element_bbox(page: Page, el: PDFStructElement, mcids: Iterable[int]) -> T_bbox: + """Obtenir le BBox autour d'un élément structurel.""" + bbox = el.attributes.get("BBox", None) + if bbox is not None: + x0, y0, x1, y1 = bbox + top = page.height - y1 + bottom = page.height - y0 + return (x0, top, x1, bottom) + else: + mcidset = set(mcids) + mcid_objs = [ + c + for c in itertools.chain.from_iterable(page.objects.values()) + if c.get("mcid") in mcidset + ] + if not mcid_objs: + return (-1, -1, -1, -1) # An impossible BBox + return objects_to_bbox(mcid_objs) + + +class Objets: + """Classe de base pour les détecteurs d'objects.""" + + def __call__( + self, pdf_path: PathLike, pages: Union[None, Iterable[int]] = None + ) -> Iterator[Bloc]: + """Extraire les rectangles correspondant aux objets qui seront + représentés par des images.""" + pdf_path = Path(pdf_path) + pdf = pdfplumber.open(pdf_path) + try: + # Get the tree for the *entire* document since elements + # like the TOC may span multiple pages, and we won't find + # them if we look at the parent tree for other than the + # page in which the top element appears (this is the way + # the structure tree implementation in pdfplumber works, + # which might be a bug) + tree = PDFStructTree(pdf) + except StructTreeMissing: + LOGGER.warning("Arborescence structurel absent dans %s", pdf_path) + return + if pages is None: + pages = range(1, len(pdf.pages) + 1) + pageset = set(pages) + + # tables *might* span multiple pages (in practice, no...) so + # we have to split them at page breaks, but also, their + # top-level elements don't have page numbers for this reason. + # So, we find them in a first traversal, then gather their + # children in a second one. + def gather_elements() -> Iterator[PDFStructElement]: + """Traverser l'arbre structurel en profondeur pour chercher les + figures et tableaux.""" + d = deque(tree) + while d: + el = d.popleft() + if el.type == "Table": + yield el + elif el.type == "Figure": + yield el + else: + d.extendleft(reversed(el.children)) + + def get_child_mcids(el: PDFStructElement) -> Iterator[tuple[int, int]]: + """Trouver tous les MCIDs (avec numeros de page, sinon ils sont + inutiles!) à l'intérieur d'un élément structurel""" + for mcid in el.mcids: + assert el.page_number is not None + yield el.page_number, mcid + d = deque(el.children) + while d: + el = d.popleft() + for mcid in el.mcids: + assert el.page_number is not None + yield el.page_number, mcid + d.extend(el.children) + + def make_bloc( + el: PDFStructElement, page_number: int, mcids: Iterable[int] + ) -> Bloc: + page = pdf.pages[page_number - 1] + x0, top, x1, bottom = get_element_bbox(page, el, mcids) + return Bloc( + type="Tableau" if el.type == "Table" else el.type, + contenu=[], + _page_number=int(page_number), + _bbox=(round(x0), round(top), round(x1), round(bottom)), + ) + + for el in gather_elements(): + # Note: we must sort them as we can't guarantee they come + # in any particular order + mcids = list(get_child_mcids(el)) + mcids.sort() + for page_number, group in itertools.groupby(mcids, operator.itemgetter(0)): + if page_number in pageset: + yield make_bloc(el, page_number, (mcid for _, mcid in group)) diff --git a/alexi/recognize/yolo.py b/alexi/recognize/yolo.py new file mode 100644 index 0000000..35408fc --- /dev/null +++ b/alexi/recognize/yolo.py @@ -0,0 +1,221 @@ +import argparse +import csv +import logging +import re +from os import PathLike +from pathlib import Path +from typing import Iterable, Iterator, Union + +import numpy as np +import pdfplumber +from huggingface_hub import hf_hub_download # type: ignore +from pdfplumber.utils.geometry import obj_to_bbox +from ultralytics import YOLO # type: ignore + +from alexi import segment +from alexi.analyse import Bloc +from alexi.convert import FIELDNAMES +from alexi.recognize import Objets + +LOGGER = logging.getLogger(Path(__file__).stem) + + +def scale_to_model(page, modeldim): + """Find scaling factor for model dimension.""" + maxdim = max(page.width, page.height) + return modeldim / maxdim * 72 + + +LABELMAP = { + "Table": "Tableau", + "Picture": "Figure", +} + + +class ObjetsYOLO(Objets): + """Détecteur d'objects textuels utilisant YOLOv8 (pré-entraîné sur + DocLayNet mais d'autres seront possibles). + """ + + def __init__(self, yolo_weights: Union[PathLike, None] = None): + if yolo_weights is None: + yolo_weights = hf_hub_download( + repo_id="DILHTWD/documentlayoutsegmentation_YOLOv8_ondoclaynet", + filename="yolov8x-doclaynet-epoch64-imgsz640-initiallr1e-4-finallr1e-5.pt", + ) + self.model = YOLO(yolo_weights) + + def __call__( + self, pdf_path: PathLike, pages: Union[None, Iterable[int]] = None + ) -> Iterator[Bloc]: + """Extraire les rectangles correspondant aux objets""" + # FIXME: pdfplumber not necessary here, should use pypdfium2 directly + pdf_path = Path(pdf_path) + pdf = pdfplumber.open(pdf_path) + if pages is None: + pages = range(1, len(pdf.pages) + 1) + for page_number in pages: + page = pdf.pages[page_number - 1] + # FIXME: get the model input size from the model + image = page.to_image( + resolution=scale_to_model(page, 640), antialias=True + ).original + results = self.model( + source=image, + # show_labels=True, + # show_boxes=True, + # show_conf=True, + ) + assert len(results) == 1 + entry = results[0] + + # Probably should do some kind of spatial indexing + def boxsort(e): + """Sort by topmost-leftmost-tallest-widest.""" + _, b = e + return (b[1], b[0], -(b[3] - b[1]), -(b[2] - b[0])) + + if len(entry.boxes.xyxy) == 0: + continue + ordering, box_list = zip( + *sorted( + enumerate(bbox.cpu().numpy() for bbox in entry.boxes.xyxy), + key=boxsort, + ) + ) + labels = [entry.names[entry.boxes.cls[idx].item()] for idx in ordering] + img_height, img_width = entry.orig_shape + LOGGER.info("scale x %f", page.width / img_width) + LOGGER.info("scale y %f", page.height / img_height) + boxes = np.array(box_list) + boxes[:, [0, 2]] = boxes[:, [0, 2]] * page.width / img_width + boxes[:, [1, 3]] = boxes[:, [1, 3]] * page.height / img_height + for label, box in zip(labels, boxes): + if label in LABELMAP: + yield Bloc( + type=LABELMAP[label], + contenu=[], + _page_number=page_number, + _bbox=tuple(box.round()), + ) + + +def main(): + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument("pdf_or_png", type=Path) + parser.add_argument("csv", type=argparse.FileType("rt")) + parser.add_argument("out", type=argparse.FileType("wt")) + args = parser.parse_args() + + yolo_model = hf_hub_download( + repo_id="DILHTWD/documentlayoutsegmentation_YOLOv8_ondoclaynet", + filename="yolov8x-doclaynet-epoch64-imgsz640-initiallr1e-4-finallr1e-5.pt", + ) + docseg_model = YOLO(yolo_model) + + if args.pdf_or_png.exists(): + pdf = pdfplumber.open(args.pdf_or_png) + images = ( + page.to_image(resolution=scale_to_model(page, 640), antialias=True).original + for page in pdf.pages + ) + else: + pngdir = args.pdf_or_png.parent + pngre = re.compile(re.escape(args.pdf_or_png.name) + r"-(\d+)\.png") + pngs = [] + for path in pngdir.iterdir(): + m = pngre.match(path.name) + if m is None: + continue + pngs.append((int(m.group(1)), path)) + images = (path for _idx, path in sorted(pngs)) + + reader = csv.DictReader(args.csv) + fieldnames = FIELDNAMES[:] + fieldnames.insert(0, "yolo") + writer = csv.DictWriter(args.out, fieldnames, extrasaction="ignore") + writer.writeheader() + for image, words in zip(images, segment.split_pages(reader)): + results = docseg_model( + source=image, + show_labels=True, + show_boxes=True, + show_conf=True, + ) + assert len(results) == 1 + entry = results[0] + + # Probably should do some kind of spatial indexing + def boxsort(e): + """Sort by topmost-leftmost-tallest-widest.""" + _, b = e + return (b[1], b[0], -(b[3] - b[1]), -(b[2] - b[0])) + + if len(entry.boxes.xyxy) == 0: + continue + ordering, boxes = zip( + *sorted( + enumerate(bbox.cpu().numpy() for bbox in entry.boxes.xyxy), + key=boxsort, + ) + ) + labels = [entry.names[entry.boxes.cls[idx].item()] for idx in ordering] + page_width, page_height = float(words[0]["page_width"]), float( + words[0]["page_height"] + ) + img_height, img_width = entry.orig_shape + print("scale x", page_width / img_width) + print("scale y", page_height / img_height) + boxes = np.array(boxes) + boxes[:, [0, 2]] = boxes[:, [0, 2]] * page_width / img_width + boxes[:, [1, 3]] = boxes[:, [1, 3]] * page_height / img_height + for label, box in zip(labels, boxes): + print(label, box) + + # Boxes are (luckily) in the same coordinate system as + # pdfplumber. But... YOLO leaves off little bits of text + # particularly at the right edge, so we can't rely on + # containment to match them to words + def totally_contained(boxes, bbox): + return ( + (bbox[[0, 1]] >= boxes[:, [0, 1]]) & (bbox[[2, 3]] <= boxes[:, [2, 3]]) + ).all(1) + + def mostly_contained(boxes, bbox): + """Calculate inverse ratio of bbox to its intersection with each box.""" + # FIXME: This assumes boxes are normalized... + # print("box", bbox) + # print("boxes", boxes) + top_left = np.maximum(bbox[[0, 1]], boxes[:, [0, 1]]) + bottom_right = np.minimum(bbox[[2, 3]], boxes[:, [2, 3]]) + intersection = np.hstack((top_left, bottom_right)) + # print("intersections", intersection) + area = (bbox[2] - bbox[0]) * (bbox[3] - bbox[1]) + assert area >= 0 + width = np.maximum((intersection[:, 2] - intersection[:, 0]), 0) + height = np.maximum((intersection[:, 3] - intersection[:, 1]), 0) + # print("width", width) + # print("height", height) + iarea = width * height + # print("area", area) + # print("iarea", iarea) + return iarea / area + + prev_label = None + for w in words: + bbox = np.array([float(w) for w in obj_to_bbox(w)]) + ratio = mostly_contained(boxes, bbox) + # print("ratio", ratio) + in_box = ratio.argmax() + in_ratio = ratio.max() + # print("in_box", in_box, "in_ratio", in_ratio) + # in_labels = [labels[idx] for idx, val in enumerate(ratio) if val > 0.5] + label = in_box if in_ratio > 0.5 else None + iob = "B" if label != prev_label else "I" + prev_label = label + w["yolo"] = f"{iob}-{labels[label]}" if label is not None else "O" + writer.writerow(w) + + +if __name__ == "__main__": + main() diff --git a/data/patches/pu_patch1.csv b/data/patches/pu_patch1.csv new file mode 100644 index 0000000..ee0bc81 --- /dev/null +++ b/data/patches/pu_patch1.csv @@ -0,0 +1,1006 @@ +sequence,segment,text,page,page_width,page_height,fontname,rgb,x0,x1,top,bottom,doctop,mcid,mctag,tagstack +O,B-Titre,Table,3,612,1008,BCDLEE+Lato,#555,113,152,117,133,2133,0,P,Document;H2;Span 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+O,I-TOC,24,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,487,496,2503,49,Span,H1;Link;Span +O,I-TOC,8.1,3,612,1008,BCDKEE+ArialNarrow,#444,113,124,504,513,2520,51,Span,H1;Link;Span +O,I-TOC,Zone,3,612,1008,BCDKEE+ArialNarrow,#444,146,163,504,513,2520,51,Span,H1;Link;Span +O,I-TOC,à,3,612,1008,BCDKEE+ArialNarrow,#444,165,169,504,513,2520,51,Span,H1;Link;Span +O,I-TOC,risque,3,612,1008,BCDKEE+ArialNarrow,#444,171,192,504,513,2520,51,Span,H1;Link;Span +O,I-TOC,de,3,612,1008,BCDKEE+ArialNarrow,#444,194,202,504,513,2520,51,Span,H1;Link;Span +O,I-TOC,mouvement,3,612,1008,BCDKEE+ArialNarrow,#444,204,242,504,513,2520,51,Span,H1;Link;Span +O,I-TOC,de,3,612,1008,BCDKEE+ArialNarrow,#444,244,253,504,513,2520,51,Span,H1;Link;Span +O,I-TOC,sols,3,612,1008,BCDKEE+ArialNarrow,#444,255,268,504,513,2520,51,Span,H1;Link;Span +O,I-TOC,............................................................................................................,3,612,1008,BCDKEE+ArialNarrow,#444,269,490,504,513,2520,51,Span,H1;Link;Span +O,I-TOC,24,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,504,513,2520,51,Span,H1;Link;Span +O,I-TOC,8.2,3,612,1008,BCDKEE+ArialNarrow,#444,113,124,521,530,2537,53,Span,H1;Link;Span +O,I-TOC,Zone,3,612,1008,BCDNEE+ArialNarrow,#444,146,163,521,530,2537,53,Span,H1;Link;Span +O,I-TOC,inondable,3,612,1008,BCDNEE+ArialNarrow,#444,165,197,521,530,2537,53,Span,H1;Link;Span +O,I-TOC,et,3,612,1008,BCDNEE+ArialNarrow,#444,199,205,521,530,2537,53,Span,H1;Link;Span +O,I-TOC,zone,3,612,1008,BCDNEE+ArialNarrow,#444,207,223,521,530,2537,53,Span,H1;Link;Span +O,I-TOC,d’intervention,3,612,1008,BCDNEE+ArialNarrow,#444,225,270,521,530,2537,53,Span,H1;Link;Span +O,I-TOC,spéciale,3,612,1008,BCDNEE+ArialNarrow,#444,272,299,521,530,2537,53,Span,H1;Link;Span +O,I-TOC,.............................................................................................,3,612,1008,BCDKEE+ArialNarrow,#444,300,490,521,530,2537,53,Span,H1;Link;Span +O,I-TOC,24,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,521,530,2537,53,Span,H1;Link;Span +O,I-TOC,8.3,3,612,1008,BCDKEE+ArialNarrow,#444,113,124,538,547,2554,55,Span,H1;Link;Span +O,I-TOC,Corridor,3,612,1008,BCDKEE+ArialNarrow,#444,146,173,538,547,2554,55,Span,H1;Link;Span +O,I-TOC,autoroutier,3,612,1008,BCDKEE+ArialNarrow,#444,175,210,538,547,2554,55,Span,H1;Link;Span +O,I-TOC,........................................................................................................................................,3,612,1008,BCDKEE+ArialNarrow,#444,212,490,538,547,2554,55,Span,H1;Link;Span +O,I-TOC,24,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,538,547,2554,55,Span,H1;Link;Span +O,I-TOC,8.4,3,612,1008,BCDKEE+ArialNarrow,#444,113,124,555,564,2571,57,Span,H1;Link;Span +O,I-TOC,Lignes,3,612,1008,BCDKEE+ArialNarrow,#444,146,168,555,564,2571,57,Span,H1;Link;Span +O,I-TOC,de,3,612,1008,BCDKEE+ArialNarrow,#444,170,178,555,564,2571,57,Span,H1;Link;Span +O,I-TOC,transport,3,612,1008,BCDKEE+ArialNarrow,#444,180,210,555,564,2571,57,Span,H1;Link;Span +O,I-TOC,électrique,3,612,1008,BCDKEE+ArialNarrow,#444,212,244,555,564,2571,57,Span,H1;Link;Span +O,I-TOC,........................................................................................................................,3,612,1008,BCDKEE+ArialNarrow,#444,245,490,555,564,2571,57,Span,H1;Link;Span +O,I-TOC,24,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,555,564,2571,57,Span,H1;Link;Span +O,I-TOC,8.5,3,612,1008,BCDKEE+ArialNarrow,#444,113,124,572,581,2588,59,Span,H1;Link;Span +O,I-TOC,Zone,3,612,1008,BCDNEE+ArialNarrow,#444,146,163,572,581,2588,59,Span,H1;Link;Span +O,I-TOC,industrielle,3,612,1008,BCDNEE+ArialNarrow,#444,165,201,572,581,2588,59,Span,H1;Link;Span +O,I-TOC,lourde,3,612,1008,BCDNEE+ArialNarrow,#444,203,223,572,581,2588,59,Span,H1;Link;Span +O,I-TOC,et,3,612,1008,BCDNEE+ArialNarrow,#444,225,231,572,581,2588,59,Span,H1;Link;Span +O,I-TOC,d’extraction,3,612,1008,BCDNEE+ArialNarrow,#444,233,271,572,581,2588,59,Span,H1;Link;Span +O,I-TOC,...........................................................................................................,3,612,1008,BCDKEE+ArialNarrow,#444,271,490,572,581,2588,59,Span,H1;Link;Span +O,I-TOC,24,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,572,581,2588,59,Span,H1;Link;Span +O,I-TOC,8.6,3,612,1008,BCDKEE+ArialNarrow,#444,113,124,589,598,2605,61,Span,H1;Link;Span +O,I-TOC,Alimentation,3,612,1008,BCDKEE+ArialNarrow,#444,146,187,589,598,2605,61,Span,H1;Link;Span +O,I-TOC,en,3,612,1008,BCDKEE+ArialNarrow,#444,189,197,589,598,2605,61,Span,H1;Link;Span +O,I-TOC,eau,3,612,1008,BCDKEE+ArialNarrow,#444,199,212,589,598,2605,61,Span,H1;Link;Span +O,I-TOC,potable,3,612,1008,BCDKEE+ArialNarrow,#444,214,238,589,598,2605,61,Span,H1;Link;Span +O,I-TOC,...........................................................................................................................,3,612,1008,BCDKEE+ArialNarrow,#444,239,490,589,598,2605,61,Span,H1;Link;Span +O,I-TOC,24,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,589,598,2605,61,Span,H1;Link;Span +O,I-TOC,8.7,3,612,1008,BCDKEE+ArialNarrow,#444,113,124,606,615,2622,63,Span,H1;Link;Span +O,I-TOC,Secteurs,3,612,1008,BCDKEE+ArialNarrow,#444,146,176,606,615,2622,63,Span,H1;Link;Span +O,I-TOC,de,3,612,1008,BCDKEE+ArialNarrow,#444,178,186,606,615,2622,63,Span,H1;Link;Span +O,I-TOC,forte,3,612,1008,BCDKEE+ArialNarrow,#444,188,203,606,615,2622,63,Span,H1;Link;Span +O,I-TOC,pente,3,612,1008,BCDKEE+ArialNarrow,#444,205,223,606,615,2622,63,Span,H1;Link;Span +O,I-TOC,..................................................................................................................................,3,612,1008,BCDKEE+ArialNarrow,#444,224,490,606,615,2622,63,Span,H1;Link;Span +O,I-TOC,25,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,606,615,2622,63,Span,H1;Link;Span +O,I-TOC,8.8,3,612,1008,BCDKEE+ArialNarrow,#444,113,124,622,631,2638,65,Span,H1;Link;Span +O,I-TOC,Milieux,3,612,1008,BCDKEE+ArialNarrow,#444,146,169,622,631,2638,65,Span,H1;Link;Span +O,I-TOC,humides,3,612,1008,BCDKEE+ArialNarrow,#444,171,199,622,631,2638,65,Span,H1;Link;Span +O,I-TOC,..............................................................................................................................................,3,612,1008,BCDKEE+ArialNarrow,#444,200,490,622,631,2638,65,Span,H1;Link;Span +O,I-TOC,25,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,622,631,2638,65,Span,H1;Link;Span +O,I-TOC,9,3,612,1008,BCDKEE+ArialNarrow,#444,113,118,639,648,2655,67,Span,H1;Link;Span +O,I-TOC,Paysages,3,612,1008,BCDKEE+ArialNarrow,#444,133,166,639,648,2655,67,Span,H1;Link;Span +O,I-TOC,et,3,612,1008,BCDKEE+ArialNarrow,#444,168,174,639,648,2655,67,Span,H1;Link;Span +O,I-TOC,sommets,3,612,1008,BCDKEE+ArialNarrow,#444,176,206,639,648,2655,67,Span,H1;Link;Span +O,I-TOC,de,3,612,1008,BCDKEE+ArialNarrow,#444,208,216,639,648,2655,67,Span,H1;Link;Span +O,I-TOC,montagne,3,612,1008,BCDKEE+ArialNarrow,#444,218,251,639,648,2655,67,Span,H1;Link;Span +O,I-TOC,....................................................................................................................,3,612,1008,BCDKEE+ArialNarrow,#444,253,490,639,648,2655,67,Span,H1;Link;Span +O,I-TOC,29,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,639,648,2655,67,Span,H1;Link;Span +O,I-TOC,9.1,3,612,1008,BCDKEE+ArialNarrow,#444,113,124,656,665,2672,69,Span,H1;Link;Span +O,I-TOC,Les,3,612,1008,BCDKEE+ArialNarrow,#444,146,158,656,665,2672,69,Span,H1;Link;Span +O,I-TOC,fondements,3,612,1008,BCDKEE+ArialNarrow,#444,160,199,656,665,2672,69,Span,H1;Link;Span +O,I-TOC,de,3,612,1008,BCDKEE+ArialNarrow,#444,201,209,656,665,2672,69,Span,H1;Link;Span +O,I-TOC,la,3,612,1008,BCDKEE+ArialNarrow,#444,211,217,656,665,2672,69,Span,H1;Link;Span +O,I-TOC,Charte,3,612,1008,BCDKEE+ArialNarrow,#444,219,241,656,665,2672,69,Span,H1;Link;Span +O,I-TOC,.........................................................................................................................,3,612,1008,BCDKEE+ArialNarrow,#444,243,490,656,665,2672,69,Span,H1;Link;Span +O,I-TOC,29,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,656,665,2672,69,Span,H1;Link;Span +O,I-TOC,9.2,3,612,1008,BCDKEE+ArialNarrow,#444,113,124,673,682,2689,71,Span,H1;Link;Span +O,I-TOC,Impact,3,612,1008,BCDKEE+ArialNarrow,#444,146,169,673,682,2689,71,Span,H1;Link;Span +O,I-TOC,de,3,612,1008,BCDKEE+ArialNarrow,#444,171,179,673,682,2689,71,Span,H1;Link;Span +O,I-TOC,la,3,612,1008,BCDKEE+ArialNarrow,#444,181,187,673,682,2689,71,Span,H1;Link;Span +O,I-TOC,Charte,3,612,1008,BCDKEE+ArialNarrow,#444,189,211,673,682,2689,71,Span,H1;Link;Span +O,I-TOC,........................................................................................................................................,3,612,1008,BCDKEE+ArialNarrow,#444,212,490,673,682,2689,71,Span,H1;Link;Span +O,I-TOC,30,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,673,682,2689,71,Span,H1;Link;Span +O,I-TOC,10,3,612,1008,BCDKEE+ArialNarrow,#444,113,122,690,699,2706,73,Span,H1;Link;Span +O,I-TOC,Patrimoine,3,612,1008,BCDKEE+ArialNarrow,#444,133,169,690,699,2706,73,Span,H1;Link;Span +O,I-TOC,.............................................................................................................................................................,3,612,1008,BCDKEE+ArialNarrow,#444,169,490,690,699,2706,73,Span,H1;Link;Span +O,I-TOC,32,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,690,699,2706,73,Span,H1;Link;Span +O,I-TOC,11,3,612,1008,BCDKEE+ArialNarrow,#444,113,122,707,716,2723,75,Span,H1;Link;Span +O,I-TOC,Concept,3,612,1008,BCDNEE+ArialNarrow,#444,133,161,707,716,2723,75,Span,H1;Link;Span +O,I-TOC,d’organisation,3,612,1008,BCDNEE+ArialNarrow,#444,163,209,707,716,2723,75,Span,H1;Link;Span +O,I-TOC,spatiale,3,612,1008,BCDKEE+ArialNarrow,#444,211,236,707,716,2723,75,Span,H1;Link;Span +O,I-TOC,............................................................................................................................,3,612,1008,BCDKEE+ArialNarrow,#444,237,490,707,716,2723,75,Span,H1;Link;Span +O,I-TOC,34,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,707,716,2723,75,Span,H1;Link;Span +O,I-TOC,12,3,612,1008,BCDKEE+ArialNarrow,#444,113,122,724,733,2740,77,Span,H1;Link;Span +O,I-TOC,"Orientations,",3,612,1008,BCDNEE+ArialNarrow,#444,133,175,724,733,2740,77,Span,H1;Link;Span +O,I-TOC,objectifs,3,612,1008,BCDNEE+ArialNarrow,#444,177,204,724,733,2740,77,Span,H1;Link;Span +O,I-TOC,et,3,612,1008,BCDNEE+ArialNarrow,#444,206,213,724,733,2740,77,Span,H1;Link;Span +O,I-TOC,moyens,3,612,1008,BCDNEE+ArialNarrow,#444,215,240,724,733,2740,77,Span,H1;Link;Span +O,I-TOC,de,3,612,1008,BCDNEE+ArialNarrow,#444,243,251,724,733,2740,77,Span,H1;Link;Span +O,I-TOC,mise,3,612,1008,BCDNEE+ArialNarrow,#444,253,268,724,733,2740,77,Span,H1;Link;Span +O,I-TOC,en,3,612,1008,BCDNEE+ArialNarrow,#444,270,279,724,733,2740,77,Span,H1;Link;Span +O,I-TOC,œuvre,3,612,1008,BCDNEE+ArialNarrow,#444,281,302,724,733,2740,77,Span,H1;Link;Span +O,I-TOC,...........................................................................................,3,612,1008,BCDKEE+ArialNarrow,#444,304,490,724,733,2740,77,Span,H1;Link;Span +O,I-TOC,36,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,724,733,2740,77,Span,H1;Link;Span +O,I-TOC,12.1,3,612,1008,BCDKEE+ArialNarrow,#444,113,128,741,750,2757,79,Span,H1;Link;Span +O,I-TOC,Orientation,3,612,1008,BCDKEE+ArialNarrow,#444,146,183,741,750,2757,79,Span,H1;Link;Span +O,I-TOC,I,3,612,1008,BCDKEE+ArialNarrow,#444,185,187,741,750,2757,79,Span,H1;Link;Span +O,I-TOC,:,3,612,1008,BCDKEE+ArialNarrow,#444,189,191,741,750,2757,79,Span,H1;Link;Span +O,I-TOC,Faire,3,612,1008,BCDKEE+ArialNarrow,#444,193,210,741,750,2757,79,Span,H1;Link;Span +O,I-TOC,des,3,612,1008,BCDKEE+ArialNarrow,#444,212,224,741,750,2757,79,Span,H1;Link;Span +O,I-TOC,noyaux,3,612,1008,BCDKEE+ArialNarrow,#444,226,249,741,750,2757,79,Span,H1;Link;Span +O,I-TOC,villageois,3,612,1008,BCDKEE+ArialNarrow,#444,251,282,741,750,2757,79,Span,H1;Link;Span +O,I-TOC,des,3,612,1008,BCDKEE+ArialNarrow,#444,284,296,741,750,2757,79,Span,H1;Link;Span +O,I-TOC,milieux,3,612,1008,BCDKEE+ArialNarrow,#444,298,321,741,750,2757,79,Span,H1;Link;Span +O,I-TOC,de,3,612,1008,BCDKEE+ArialNarrow,#444,323,331,741,750,2757,79,Span,H1;Link;Span +O,I-TOC,vie,3,612,1008,BCDKEE+ArialNarrow,#444,333,343,741,750,2757,79,Span,H1;Link;Span +O,I-TOC,dynamiques,3,612,1008,BCDKEE+ArialNarrow,#444,345,384,741,750,2757,79,Span,H1;Link;Span +O,I-TOC,...................................................,3,612,1008,BCDKEE+ArialNarrow,#444,386,490,741,750,2757,79,Span,H1;Link;Span +O,I-TOC,36,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,741,750,2757,79,Span,H1;Link;Span +O,I-TOC,12.2,3,612,1008,BCDKEE+ArialNarrow,#444,113,128,758,767,2774,81,Span,H1;Link;Span +O,I-TOC,Orientation,3,612,1008,BCDKEE+ArialNarrow,#444,146,183,758,767,2774,81,Span,H1;Link;Span +O,I-TOC,II,3,612,1008,BCDKEE+ArialNarrow,#444,185,189,758,767,2774,81,Span,H1;Link;Span +O,I-TOC,:,3,612,1008,BCDKEE+ArialNarrow,#444,191,193,758,767,2774,81,Span,H1;Link;Span +O,I-TOC,Favoriser,3,612,1008,BCDKEE+ArialNarrow,#444,195,226,758,767,2774,81,Span,H1;Link;Span +O,I-TOC,une,3,612,1008,BCDKEE+ArialNarrow,#444,228,240,758,767,2774,81,Span,H1;Link;Span +O,I-TOC,vie,3,612,1008,BCDKEE+ArialNarrow,#444,242,252,758,767,2774,81,Span,H1;Link;Span +O,I-TOC,économique,3,612,1008,BCDKEE+ArialNarrow,#444,254,294,758,767,2774,81,Span,H1;Link;Span +O,I-TOC,locale,3,612,1008,BCDKEE+ArialNarrow,#444,296,315,758,767,2774,81,Span,H1;Link;Span +O,I-TOC,dynamique,3,612,1008,BCDKEE+ArialNarrow,#444,317,353,758,767,2774,81,Span,H1;Link;Span +O,I-TOC,et,3,612,1008,BCDKEE+ArialNarrow,#444,355,361,758,767,2774,81,Span,H1;Link;Span +O,I-TOC,adaptée,3,612,1008,BCDKEE+ArialNarrow,#444,363,390,758,767,2774,81,Span,H1;Link;Span +O,I-TOC,au,3,612,1008,BCDKEE+ArialNarrow,#444,392,400,758,767,2774,81,Span,H1;Link;Span +O,I-TOC,contexte,3,612,1008,BCDKEE+ArialNarrow,#444,402,430,758,767,2774,81,Span,H1;Link;Span +O,I-TOC,de,3,612,1008,BCDKEE+ArialNarrow,#444,432,440,758,767,2774,81,Span,H1;Link;Span +O,I-TOC,Sainte-Adèle,3,612,1008,BCDKEE+ArialNarrow,#444,442,485,758,767,2774,81,Span,H1;Link;Span +O,I-TOC,..,3,612,1008,BCDKEE+ArialNarrow,#444,486,490,758,767,2774,81,Span,H1;Link;Span +O,I-TOC,36,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,758,767,2774,81,Span,H1;Link;Span +O,I-TOC,12.3,3,612,1008,BCDKEE+ArialNarrow,#444,113,128,774,783,2790,83,Span,H1;Link;Span +O,I-TOC,Orientation,3,612,1008,BCDKEE+ArialNarrow,#444,146,183,774,783,2790,83,Span,H1;Link;Span +O,I-TOC,III,3,612,1008,BCDKEE+ArialNarrow,#444,185,191,774,783,2790,83,Span,H1;Link;Span +O,I-TOC,:,3,612,1008,BCDNEE+ArialNarrow,#444,193,195,774,783,2790,83,Span,H1;Link;Span +O,I-TOC,Favoriser,3,612,1008,BCDNEE+ArialNarrow,#444,198,228,774,783,2790,83,Span,H1;Link;Span +O,I-TOC,l’accessibilité,3,612,1008,BCDNEE+ArialNarrow,#444,231,274,774,783,2790,83,Span,H1;Link;Span +O,I-TOC,à,3,612,1008,BCDNEE+ArialNarrow,#444,276,280,774,783,2790,83,Span,H1;Link;Span +O,I-TOC,divers,3,612,1008,BCDNEE+ArialNarrow,#444,282,302,774,783,2790,83,Span,H1;Link;Span +O,I-TOC,types,3,612,1008,BCDNEE+ArialNarrow,#444,305,322,774,783,2790,83,Span,H1;Link;Span +O,I-TOC,de,3,612,1008,BCDNEE+ArialNarrow,#444,324,333,774,783,2790,83,Span,H1;Link;Span +O,I-TOC,logements,3,612,1008,BCDNEE+ArialNarrow,#444,335,369,774,783,2790,83,Span,H1;Link;Span +O,I-TOC,adaptés,3,612,1008,BCDNEE+ArialNarrow,#444,371,398,774,783,2790,83,Span,H1;Link;Span +O,I-TOC,aux,3,612,1008,BCDNEE+ArialNarrow,#444,400,412,774,783,2790,83,Span,H1;Link;Span +O,I-TOC,besoins,3,612,1008,BCDNEE+ArialNarrow,#444,414,440,774,783,2790,83,Span,H1;Link;Span +O,I-TOC,de,3,612,1008,BCDNEE+ArialNarrow,#444,442,450,774,783,2790,83,Span,H1;Link;Span +O,I-TOC,l’ensemble,3,612,1008,BCDNEE+ArialNarrow,#444,453,488,774,783,2790,83,Span,H1;Link;Span +O,I-TOC,de,3,612,1008,BCDNEE+ArialNarrow,#444,490,498,774,783,2790,83,Span,H1;Link;Span +O,I-TOC,la,3,612,1008,BCDKEE+ArialNarrow,#444,113,119,786,795,2802,83,Span,H1;Link;Span +O,I-TOC,population,3,612,1008,BCDKEE+ArialNarrow,#444,121,155,786,795,2802,83,Span,H1;Link;Span +O,I-TOC,présente,3,612,1008,BCDKEE+ArialNarrow,#444,157,186,786,795,2802,83,Span,H1;Link;Span +O,I-TOC,et,3,612,1008,BCDKEE+ArialNarrow,#444,188,194,786,795,2802,83,Span,H1;Link;Span +O,I-TOC,future,3,612,1008,BCDKEE+ArialNarrow,#444,196,215,786,795,2802,83,Span,H1;Link;Span +O,I-TOC,......................................................................................................................................,3,612,1008,BCDKEE+ArialNarrow,#444,216,490,786,795,2802,83,Span,H1;Link;Span +O,I-TOC,36,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,786,795,2802,83,Span,H1;Link;Span +O,I-TOC,12.4,3,612,1008,BCDKEE+ArialNarrow,#444,113,128,803,812,2819,85,Span,H1;Link;Span +O,I-TOC,Orientation,3,612,1008,BCDKEE+ArialNarrow,#444,146,183,803,812,2819,85,Span,H1;Link;Span +O,I-TOC,IV,3,612,1008,BCDKEE+ArialNarrow,#444,185,192,803,812,2819,85,Span,H1;Link;Span +O,I-TOC,:,3,612,1008,BCDKEE+ArialNarrow,#444,194,196,803,812,2819,85,Span,H1;Link;Span +O,I-TOC,Faire,3,612,1008,BCDKEE+ArialNarrow,#444,198,215,803,812,2819,85,Span,H1;Link;Span +O,I-TOC,de,3,612,1008,BCDKEE+ArialNarrow,#444,217,225,803,812,2819,85,Span,H1;Link;Span +O,I-TOC,Sainte-Adèle,3,612,1008,BCDKEE+ArialNarrow,#444,227,269,803,812,2819,85,Span,H1;Link;Span +O,I-TOC,une,3,612,1008,BCDKEE+ArialNarrow,#444,271,283,803,812,2819,85,Span,H1;Link;Span +O,I-TOC,ville,3,612,1008,BCDKEE+ArialNarrow,#444,285,298,803,812,2819,85,Span,H1;Link;Span +O,I-TOC,saine,3,612,1008,BCDKEE+ArialNarrow,#444,300,318,803,812,2819,85,Span,H1;Link;Span +O,I-TOC,et,3,612,1008,BCDKEE+ArialNarrow,#444,320,326,803,812,2819,85,Span,H1;Link;Span +O,I-TOC,active,3,612,1008,BCDKEE+ArialNarrow,#444,328,347,803,812,2819,85,Span,H1;Link;Span +O,I-TOC,.....................................................................,3,612,1008,BCDKEE+ArialNarrow,#444,349,490,803,812,2819,85,Span,H1;Link;Span +O,I-TOC,37,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,803,812,2819,85,Span,H1;Link;Span +O,I-TOC,12.5,3,612,1008,BCDKEE+ArialNarrow,#444,113,128,820,829,2836,87,Span,H1;Link;Span +O,I-TOC,Orientation,3,612,1008,BCDKEE+ArialNarrow,#444,146,183,820,829,2836,87,Span,H1;Link;Span +O,I-TOC,V,3,612,1008,BCDKEE+ArialNarrow,#444,185,189,820,829,2836,87,Span,H1;Link;Span +O,I-TOC,:,3,612,1008,BCDKEE+ArialNarrow,#444,192,194,820,829,2836,87,Span,H1;Link;Span +O,I-TOC,Faire,3,612,1008,BCDKEE+ArialNarrow,#444,196,213,820,829,2836,87,Span,H1;Link;Span +O,I-TOC,du,3,612,1008,BCDKEE+ArialNarrow,#444,215,223,820,829,2836,87,Span,H1;Link;Span +O,I-TOC,domaine,3,612,1008,BCDKEE+ArialNarrow,#444,225,253,820,829,2836,87,Span,H1;Link;Span +O,I-TOC,public,3,612,1008,BCDKEE+ArialNarrow,#444,255,274,820,829,2836,87,Span,H1;Link;Span +O,I-TOC,un,3,612,1008,BCDKEE+ArialNarrow,#444,276,285,820,829,2836,87,Span,H1;Link;Span +O,I-TOC,espace,3,612,1008,BCDKEE+ArialNarrow,#444,287,310,820,829,2836,87,Span,H1;Link;Span +O,I-TOC,"vivant,",3,612,1008,BCDKEE+ArialNarrow,#444,312,334,820,829,2836,87,Span,H1;Link;Span +O,I-TOC,interconnecté,3,612,1008,BCDKEE+ArialNarrow,#444,336,380,820,829,2836,87,Span,H1;Link;Span +O,I-TOC,et,3,612,1008,BCDKEE+ArialNarrow,#444,382,388,820,829,2836,87,Span,H1;Link;Span +O,I-TOC,adapté,3,612,1008,BCDKEE+ArialNarrow,#444,390,413,820,829,2836,87,Span,H1;Link;Span +O,I-TOC,aux,3,612,1008,BCDKEE+ArialNarrow,#444,415,427,820,829,2836,87,Span,H1;Link;Span +O,I-TOC,besoins,3,612,1008,BCDKEE+ArialNarrow,#444,429,454,820,829,2836,87,Span,H1;Link;Span +O,I-TOC,de,3,612,1008,BCDKEE+ArialNarrow,#444,456,465,820,829,2836,87,Span,H1;Link;Span +O,I-TOC,tous,3,612,1008,BCDKEE+ArialNarrow,#444,467,481,820,829,2836,87,Span,H1;Link;Span +O,I-TOC,....,3,612,1008,BCDKEE+ArialNarrow,#444,482,490,820,829,2836,87,Span,H1;Link;Span +O,I-TOC,37,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,820,829,2836,87,Span,H1;Link;Span +O,I-TOC,12.6,3,612,1008,BCDKEE+ArialNarrow,#444,113,128,837,846,2853,89,Span,H1;Link;Span +O,I-TOC,Orientation,3,612,1008,BCDKEE+ArialNarrow,#444,146,183,837,846,2853,89,Span,H1;Link;Span +O,I-TOC,VI,3,612,1008,BCDKEE+ArialNarrow,#444,185,192,837,846,2853,89,Span,H1;Link;Span +O,I-TOC,:,3,612,1008,BCDKEE+ArialNarrow,#444,194,196,837,846,2853,89,Span,H1;Link;Span +O,I-TOC,Assurer,3,612,1008,BCDKEE+ArialNarrow,#444,199,225,837,846,2853,89,Span,H1;Link;Span +O,I-TOC,une,3,612,1008,BCDKEE+ArialNarrow,#444,227,240,837,846,2853,89,Span,H1;Link;Span +O,I-TOC,planification,3,612,1008,BCDKEE+ArialNarrow,#444,242,281,837,846,2853,89,Span,H1;Link;Span +O,I-TOC,détaillée,3,612,1008,BCDKEE+ArialNarrow,#444,284,311,837,846,2853,89,Span,H1;Link;Span +O,I-TOC,de,3,612,1008,BCDKEE+ArialNarrow,#444,314,322,837,846,2853,89,Span,H1;Link;Span +O,I-TOC,certains,3,612,1008,BCDKEE+ArialNarrow,#444,325,351,837,846,2853,89,Span,H1;Link;Span +O,I-TOC,secteurs,3,612,1008,BCDKEE+ArialNarrow,#444,354,382,837,846,2853,89,Span,H1;Link;Span +O,I-TOC,névralgiques,3,612,1008,BCDKEE+ArialNarrow,#444,384,426,837,846,2853,89,Span,H1;Link;Span +O,I-TOC,de,3,612,1008,BCDKEE+ArialNarrow,#444,429,437,837,846,2853,89,Span,H1;Link;Span +O,I-TOC,façon,3,612,1008,BCDKEE+ArialNarrow,#444,440,458,837,846,2853,89,Span,H1;Link;Span +O,I-TOC,adaptée,3,612,1008,BCDKEE+ArialNarrow,#444,461,487,837,846,2853,89,Span,H1;Link;Span +O,I-TOC,au,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,837,846,2853,89,Span,H1;Link;Span +O,I-TOC,contexte,3,612,1008,BCDKEE+ArialNarrow,#444,113,141,849,858,2865,89,Span,H1;Link;Span +O,I-TOC,de,3,612,1008,BCDKEE+ArialNarrow,#444,143,151,849,858,2865,89,Span,H1;Link;Span +O,I-TOC,Sainte-Adèle................................................................................................................................................,3,612,1008,BCDKEE+ArialNarrow,#444,153,490,849,858,2865,89,Span,H1;Link;Span +O,I-TOC,38,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,849,858,2865,89,Span,H1;Link;Span +O,I-TOC,12.7,3,612,1008,BCDKEE+ArialNarrow,#444,113,128,866,875,2882,91,Span,H1;Link;Span +O,I-TOC,Orientation,3,612,1008,BCDKEE+ArialNarrow,#444,146,183,866,875,2882,91,Span,H1;Link;Span +O,I-TOC,VII,3,612,1008,BCDKEE+ArialNarrow,#444,185,194,866,875,2882,91,Span,H1;Link;Span +O,I-TOC,:,3,612,1008,BCDKEE+ArialNarrow,#444,196,198,866,875,2882,91,Span,H1;Link;Span +O,I-TOC,Assurer,3,612,1008,BCDKEE+ArialNarrow,#444,200,225,866,875,2882,91,Span,H1;Link;Span +O,I-TOC,le,3,612,1008,BCDKEE+ArialNarrow,#444,227,233,866,875,2882,91,Span,H1;Link;Span +O,I-TOC,développement,3,612,1008,BCDKEE+ArialNarrow,#444,235,285,866,875,2882,91,Span,H1;Link;Span +O,I-TOC,durable,3,612,1008,BCDKEE+ArialNarrow,#444,287,312,866,875,2882,91,Span,H1;Link;Span +O,I-TOC,du,3,612,1008,BCDKEE+ArialNarrow,#444,314,322,866,875,2882,91,Span,H1;Link;Span +O,I-TOC,territoire,3,612,1008,BCDKEE+ArialNarrow,#444,324,352,866,875,2882,91,Span,H1;Link;Span +O,I-TOC,...................................................................,3,612,1008,BCDKEE+ArialNarrow,#444,353,490,866,875,2882,91,Span,H1;Link;Span +O,I-TOC,39,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,866,875,2882,91,Span,H1;Link;Span +O,I-TOC,12.8,3,612,1008,BCDKEE+ArialNarrow,#444,113,128,883,892,2899,93,Span,H1;Link;Span +O,I-TOC,Orientation,3,612,1008,BCDKEE+ArialNarrow,#444,146,183,883,892,2899,93,Span,H1;Link;Span +O,I-TOC,VIII,3,612,1008,BCDKEE+ArialNarrow,#444,185,196,883,892,2899,93,Span,H1;Link;Span +O,I-TOC,:,3,612,1008,BCDKEE+ArialNarrow,#444,198,200,883,892,2899,93,Span,H1;Link;Span +O,I-TOC,Protéger,3,612,1008,BCDKEE+ArialNarrow,#444,202,230,883,892,2899,93,Span,H1;Link;Span +O,I-TOC,et,3,612,1008,BCDKEE+ArialNarrow,#444,232,238,883,892,2899,93,Span,H1;Link;Span +O,I-TOC,mettre,3,612,1008,BCDKEE+ArialNarrow,#444,240,261,883,892,2899,93,Span,H1;Link;Span +O,I-TOC,en,3,612,1008,BCDKEE+ArialNarrow,#444,263,272,883,892,2899,93,Span,H1;Link;Span +O,I-TOC,valeur,3,612,1008,BCDKEE+ArialNarrow,#444,274,294,883,892,2899,93,Span,H1;Link;Span +O,I-TOC,le,3,612,1008,BCDKEE+ArialNarrow,#444,296,302,883,892,2899,93,Span,H1;Link;Span +O,I-TOC,patrimoine,3,612,1008,BCDKEE+ArialNarrow,#444,304,338,883,892,2899,93,Span,H1;Link;Span +O,I-TOC,"bâti,",3,612,1008,BCDKEE+ArialNarrow,#444,340,354,883,892,2899,93,Span,H1;Link;Span +O,I-TOC,culturel,3,612,1008,BCDKEE+ArialNarrow,#444,356,380,883,892,2899,93,Span,H1;Link;Span +O,I-TOC,et,3,612,1008,BCDKEE+ArialNarrow,#444,382,388,883,892,2899,93,Span,H1;Link;Span +O,I-TOC,naturel,3,612,1008,BCDKEE+ArialNarrow,#444,390,413,883,892,2899,93,Span,H1;Link;Span +O,I-TOC,de,3,612,1008,BCDKEE+ArialNarrow,#444,415,423,883,892,2899,93,Span,H1;Link;Span +O,I-TOC,Sainte-Adèle,3,612,1008,BCDKEE+ArialNarrow,#444,425,467,883,892,2899,93,Span,H1;Link;Span +O,I-TOC,..........,3,612,1008,BCDKEE+ArialNarrow,#444,469,490,883,892,2899,93,Span,H1;Link;Span +O,I-TOC,39,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,883,892,2899,93,Span,H1;Link;Span +O,I-TOC,13,3,612,1008,BCDKEE+ArialNarrow,#444,113,122,899,908,2915,95,Span,H1;Link;Span +O,I-TOC,Axes,3,612,1008,BCDKEE+ArialNarrow,#444,133,150,899,908,2915,95,Span,H1;Link;Span +O,I-TOC,de,3,612,1008,BCDKEE+ArialNarrow,#444,152,160,899,908,2915,95,Span,H1;Link;Span +O,I-TOC,transports,3,612,1008,BCDKEE+ArialNarrow,#444,162,195,899,908,2915,95,Span,H1;Link;Span +O,I-TOC,projetés,3,612,1008,BCDKEE+ArialNarrow,#444,197,223,899,908,2915,95,Span,H1;Link;Span +O,I-TOC,et,3,612,1008,BCDKEE+ArialNarrow,#444,225,231,899,908,2915,95,Span,H1;Link;Span +O,I-TOC,voies,3,612,1008,BCDKEE+ArialNarrow,#444,234,251,899,908,2915,95,Span,H1;Link;Span +O,I-TOC,de,3,612,1008,BCDKEE+ArialNarrow,#444,253,261,899,908,2915,95,Span,H1;Link;Span +O,I-TOC,circulation,3,612,1008,BCDKEE+ArialNarrow,#444,263,296,899,908,2915,95,Span,H1;Link;Span +O,I-TOC,..............................................................................................,3,612,1008,BCDKEE+ArialNarrow,#444,298,490,899,908,2915,95,Span,H1;Link;Span +O,I-TOC,40,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,899,908,2915,95,Span,H1;Link;Span +O,I-TOC,14,3,612,1008,BCDKEE+ArialNarrow,#444,113,122,916,925,2932,97,Span,H1;Link;Span +O,I-TOC,Grandes,3,612,1008,BCDKEE+ArialNarrow,#444,133,162,916,925,2932,97,Span,H1;Link;Span +O,I-TOC,affectations,3,612,1008,BCDKEE+ArialNarrow,#444,164,201,916,925,2932,97,Span,H1;Link;Span +O,I-TOC,.............................................................................................................................................,3,612,1008,BCDKEE+ArialNarrow,#444,202,490,916,925,2932,97,Span,H1;Link;Span +O,I-TOC,42,3,612,1008,BCDKEE+ArialNarrow,#444,490,498,916,925,2932,97,Span,H1;Link;Span +O,B-Chapitre,1,8,612,1008,BCDLEE+Lato,#555,113,123,117,133,7173,0,P,H3 +O,I-Chapitre,Le,8,612,1008,BCDLEE+Lato,#555,135,152,117,133,7173,0,P,H3 +O,I-Chapitre,plan,8,612,1008,BCDMEE+Lato,#555,156,185,117,133,7173,0,P,H3 +O,I-Chapitre,d’urbanisme,8,612,1008,BCDMEE+Lato,#555,189,275,117,133,7173,0,P,H3 +O,I-Chapitre,de,8,612,1008,BCDLEE+Lato,#555,279,296,117,133,7173,0,P,H3 +O,I-Chapitre,la,8,612,1008,BCDLEE+Lato,#555,300,312,117,133,7173,0,P,H3 +O,I-Chapitre,Ville,8,612,1008,BCDLEE+Lato,#555,316,347,117,133,7173,0,P,H3 +O,I-Chapitre,–,8,612,1008,BCDMEE+Lato,#555,351,360,117,133,7173,0,P,H3 +O,I-Chapitre,Contexte,8,612,1008,BCDLEE+Lato,#555,364,429,117,133,7173,0,P,H3 +O,I-Chapitre,et,8,612,1008,BCDLEE+Lato,#555,434,448,117,133,7173,0,P,H3 +O,I-Chapitre,démarche,8,612,1008,BCDLEE+Lato,#555,135,204,139,155,7195,0,P,H3 +O,B-Section,1.1,8,612,1008,BCDLEE+Lato,#555,120,137,190,202,7246,1,P,H4 +O,I-Section,Contexte,8,612,1008,BCDLEE+Lato,#555,149,198,190,202,7246,1,P,H4 +O,I-Section,de,8,612,1008,BCDLEE+Lato,#555,201,214,190,202,7246,1,P,H4 +O,I-Section,la,8,612,1008,BCDLEE+Lato,#555,217,226,190,202,7246,1,P,H4 +O,I-Section,refonte,8,612,1008,BCDLEE+Lato,#555,229,268,190,202,7246,1,P,H4 +O,B-Alinea,En,8,612,1008,BCDLEE+Lato,#555,113,124,216,225,7272,2,P,H1 +O,I-Alinea,"2018,",8,612,1008,BCDLEE+Lato,#555,127,150,216,225,7272,2,P,H1 +O,I-Alinea,la,8,612,1008,BCDLEE+Lato,#555,154,160,216,225,7272,2,P,H1 +O,I-Alinea,Ville,8,612,1008,BCDLEE+Lato,#555,164,181,216,225,7272,2,P,H1 +O,I-Alinea,de,8,612,1008,BCDLEE+Lato,#555,185,195,216,225,7272,2,P,H1 +O,I-Alinea,Sainte-Adèle,8,612,1008,BCDLEE+Lato,#555,198,249,216,225,7272,2,P,H1 +O,I-Alinea,a,8,612,1008,BCDLEE+Lato,#555,253,257,216,225,7272,2,P,H1 +O,I-Alinea,entrepris,8,612,1008,BCDLEE+Lato,#555,261,296,216,225,7272,2,P,H1 +O,I-Alinea,la,8,612,1008,BCDLEE+Lato,#555,300,306,216,225,7272,2,P,H1 +O,I-Alinea,refonte,8,612,1008,BCDLEE+Lato,#555,310,339,216,225,7272,2,P,H1 +O,I-Alinea,de,8,612,1008,BCDLEE+Lato,#555,343,352,216,225,7272,2,P,H1 +O,I-Alinea,sa,8,612,1008,BCDLEE+Lato,#555,356,364,216,225,7272,2,P,H1 +O,I-Alinea,règlementation,8,612,1008,BCDLEE+Lato,#555,368,428,216,225,7272,2,P,H1 +O,I-Alinea,d’urbanisme.,8,612,1008,BCDMEE+Lato,#555,432,482,216,225,7272,2,P,H1 +O,B-Alinea,Les,8,612,1008,BCDMEE+Lato,#555,485,499,216,225,7272,2,P,H1 +O,I-Alinea,objectifs,8,612,1008,BCDLEE+Lato,#555,113,147,228,237,7284,2,P,H1 +O,I-Alinea,derrière,8,612,1008,BCDLEE+Lato,#555,150,181,228,237,7284,2,P,H1 +O,I-Alinea,celle-ci,8,612,1008,BCDLEE+Lato,#555,183,211,228,237,7284,2,P,H1 +O,I-Alinea,sont,8,612,1008,BCDLEE+Lato,#555,213,231,228,237,7284,2,P,H1 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+O,I-Article,et,51,612,1008,BCDLEE+Lato,#444,325,334,202,212,48262,2,P,H2 +O,I-Article,Sud,51,612,1008,BCDLEE+Lato,#444,337,353,202,212,48262,2,P,H2 +O,B-Liste,"Développer,",51,612,1008,BCDLEE+Lato,#555,113,162,221,230,48281,3,P,H1 +O,I-Liste,pour,51,612,1008,BCDLEE+Lato,#555,169,187,221,230,48281,3,P,H1 +O,I-Liste,ce,51,612,1008,BCDLEE+Lato,#555,194,203,221,230,48281,3,P,H1 +O,I-Liste,"secteur,",51,612,1008,BCDLEE+Lato,#555,209,241,221,230,48281,3,P,H1 +O,I-Liste,une,51,612,1008,BCDLEE+Lato,#555,247,262,221,230,48281,3,P,H1 +O,I-Liste,stratégie,51,612,1008,BCDLEE+Lato,#555,269,303,221,230,48281,3,P,H1 +O,I-Liste,de,51,612,1008,BCDLEE+Lato,#555,310,320,221,230,48281,3,P,H1 +O,I-Liste,développement,51,612,1008,BCDLEE+Lato,#555,327,389,221,230,48281,3,P,H1 +O,I-Liste,commercial,51,612,1008,BCDLEE+Lato,#555,395,441,221,230,48281,3,P,H1 +O,I-Liste,et,51,612,1008,BCDLEE+Lato,#555,447,455,221,230,48281,3,P,H1 +O,I-Liste,industriel,51,612,1008,BCDLEE+Lato,#555,462,499,221,230,48281,3,P,H1 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+O,I-Liste,une,51,612,1008,BCDMEE+Lato,#555,242,257,291,300,48351,5,P,H1 +O,I-Liste,structure,51,612,1008,BCDMEE+Lato,#555,262,298,291,300,48351,5,P,H1 +O,I-Liste,d’accueil,51,612,1008,BCDMEE+Lato,#555,304,338,291,300,48351,5,P,H1 +O,I-Liste,pour,51,612,1008,BCDMEE+Lato,#555,344,362,291,300,48351,5,P,H1 +O,I-Liste,les,51,612,1008,BCDMEE+Lato,#555,368,379,291,300,48351,5,P,H1 +O,I-Liste,entreprises,51,612,1008,BCDMEE+Lato,#555,385,429,291,300,48351,5,P,H1 +O,I-Liste,et,51,612,1008,BCDMEE+Lato,#555,434,442,291,300,48351,5,P,H1 +O,I-Liste,faciliter,51,612,1008,BCDLEE+Lato,#555,448,478,291,300,48351,5,P,H1 +O,I-Liste,leur,51,612,1008,BCDLEE+Lato,#555,484,499,291,300,48351,5,P,H1 +O,I-Liste,implantation,51,612,1008,BCDLEE+Lato,#555,167,216,304,313,48364,5,P,H1 +O,I-Liste,en,51,612,1008,BCDLEE+Lato,#555,219,228,304,313,48364,5,P,H1 +O,I-Liste,profitant,51,612,1008,BCDLEE+Lato,#555,231,265,304,313,48364,5,P,H1 +O,I-Liste,des,51,612,1008,BCDLEE+Lato,#555,268,281,304,313,48364,5,P,H1 +O,I-Liste,infrastructures,51,612,1008,BCDLEE+Lato,#555,284,342,304,313,48364,5,P,H1 +O,I-Liste,existantes.,51,612,1008,BCDLEE+Lato,#555,344,386,304,313,48364,5,P,H1 +O,B-Liste,•,51,612,1008,SymbolMT,#000,149,153,326,335,48386,6,P,H1 +O,I-Liste,Permettre,51,612,1008,BCDMEE+Lato,#555,167,207,326,335,48386,6,P,H1 +O,I-Liste,la,51,612,1008,BCDMEE+Lato,#555,209,216,326,335,48386,6,P,H1 +O,I-Liste,mise,51,612,1008,BCDMEE+Lato,#555,218,236,326,335,48386,6,P,H1 +O,I-Liste,en,51,612,1008,BCDMEE+Lato,#555,239,249,326,335,48386,6,P,H1 +O,I-Liste,place,51,612,1008,BCDMEE+Lato,#555,251,272,326,335,48386,6,P,H1 +O,I-Liste,d’entreprises,51,612,1008,BCDMEE+Lato,#555,274,325,326,335,48386,6,P,H1 +O,I-Liste,compatibles,51,612,1008,BCDMEE+Lato,#555,327,375,326,335,48386,6,P,H1 +O,I-Liste,avec,51,612,1008,BCDMEE+Lato,#555,377,395,326,335,48386,6,P,H1 +O,I-Liste,le,51,612,1008,BCDMEE+Lato,#555,398,404,326,335,48386,6,P,H1 +O,I-Liste,"milieu,",51,612,1008,BCDMEE+Lato,#555,407,432,326,335,48386,6,P,H1 +O,I-Liste,par,51,612,1008,BCDMEE+Lato,#555,435,448,326,335,48386,6,P,H1 +O,I-Liste,"exemple,",51,612,1008,BCDMEE+Lato,#555,450,485,326,335,48386,6,P,H1 +O,I-Liste,les,51,612,1008,BCDMEE+Lato,#555,488,498,326,335,48386,6,P,H1 +O,I-Liste,commerces,51,612,1008,BCDLEE+Lato,#555,167,212,339,348,48399,6,P,H1 +O,I-Liste,de,51,612,1008,BCDLEE+Lato,#555,215,225,339,348,48399,6,P,H1 +O,I-Liste,services,51,612,1008,BCDLEE+Lato,#555,227,259,339,348,48399,6,P,H1 +O,I-Liste,"spécialisés,",51,612,1008,BCDLEE+Lato,#555,262,305,339,348,48399,6,P,H1 +O,I-Liste,les,51,612,1008,BCDLEE+Lato,#555,308,319,339,348,48399,6,P,H1 +O,I-Liste,commerces,51,612,1008,BCDLEE+Lato,#555,321,367,339,348,48399,6,P,H1 +O,I-Liste,de,51,612,1008,BCDLEE+Lato,#555,369,379,339,348,48399,6,P,H1 +O,I-Liste,fabrication,51,612,1008,BCDLEE+Lato,#555,382,424,339,348,48399,6,P,H1 +O,I-Liste,et,51,612,1008,BCDLEE+Lato,#555,427,435,339,348,48399,6,P,H1 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+O,I-Liste,transformation,51,612,1008,BCDMEE+Lato,#555,167,226,364,373,48424,6,P,H1 +O,I-Liste,légère,51,612,1008,BCDMEE+Lato,#555,228,252,364,373,48424,6,P,H1 +O,I-Liste,telle,51,612,1008,BCDMEE+Lato,#555,255,272,364,373,48424,6,P,H1 +O,I-Liste,que,51,612,1008,BCDMEE+Lato,#555,274,289,364,373,48424,6,P,H1 +O,I-Liste,l’usinage.,51,612,1008,BCDMEE+Lato,#555,291,327,364,373,48424,6,P,H1 +O,B-Liste,•,51,612,1008,SymbolMT,#000,149,153,386,395,48446,7,P,H1 +O,I-Liste,Assurer,51,612,1008,BCDMEE+Lato,#555,167,197,386,395,48446,7,P,H1 +O,I-Liste,l’intégration,51,612,1008,BCDMEE+Lato,#555,200,247,386,395,48446,7,P,H1 +O,I-Liste,des,51,612,1008,BCDMEE+Lato,#555,251,264,386,395,48446,7,P,H1 +O,I-Liste,aménagements,51,612,1008,BCDMEE+Lato,#555,268,327,386,395,48446,7,P,H1 +O,I-Liste,en,51,612,1008,BCDMEE+Lato,#555,331,340,386,395,48446,7,P,H1 +O,I-Liste,favorisant,51,612,1008,BCDMEE+Lato,#555,344,383,386,395,48446,7,P,H1 +O,I-Liste,les,51,612,1008,BCDMEE+Lato,#555,386,397,386,395,48446,7,P,H1 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+O,I-Liste,voie,51,612,1008,BCDMEE+Lato,#555,399,415,659,668,48719,17,P,H1 +O,I-Liste,de,51,612,1008,BCDMEE+Lato,#555,418,427,659,668,48719,17,P,H1 +O,I-Liste,circulation,51,612,1008,BCDMEE+Lato,#555,430,471,659,668,48719,17,P,H1 +O,I-Liste,;,51,612,1008,BCDMEE+Lato,#555,473,476,659,668,48719,17,P,H1 +O,B-Liste,•,51,612,1008,SymbolMT,#000,149,153,681,690,48741,18,P,H1 +O,I-Liste,Assurer,51,612,1008,BCDLEE+Lato,#555,167,197,681,690,48741,18,P,H1 +O,I-Liste,le,51,612,1008,BCDLEE+Lato,#555,199,206,681,690,48741,18,P,H1 +O,I-Liste,développement,51,612,1008,BCDLEE+Lato,#555,209,270,681,690,48741,18,P,H1 +O,I-Liste,de,51,612,1008,BCDLEE+Lato,#555,272,282,681,690,48741,18,P,H1 +O,I-Liste,rez-de-chaussée,51,612,1008,BCDLEE+Lato,#555,285,349,681,690,48741,18,P,H1 +O,I-Liste,commerciaux,51,612,1008,BCDLEE+Lato,#555,352,404,681,690,48741,18,P,H1 +O,I-Liste,;,51,612,1008,BCDLEE+Lato,#555,407,409,681,690,48741,18,P,H1 +O,B-Pied,16.,51,612,1008,BCDLEE+Lato,#444,380,390,954,961,49014,,Artifact, 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+O,I-Alinea,périmètre,52,612,1008,BCDLEE+Lato,#555,274,313,115,124,49183,6,P,H1 +O,I-Alinea,urbain,52,612,1008,BCDLEE+Lato,#555,315,340,115,124,49183,6,P,H1 +O,I-Alinea,à,52,612,1008,BCDLEE+Lato,#555,342,347,115,124,49183,6,P,H1 +O,I-Alinea,la,52,612,1008,BCDLEE+Lato,#555,349,355,115,124,49183,6,P,H1 +O,I-Alinea,rue,52,612,1008,BCDLEE+Lato,#555,358,371,115,124,49183,6,P,H1 +O,I-Alinea,du,52,612,1008,BCDLEE+Lato,#555,373,383,115,124,49183,6,P,H1 +O,I-Alinea,Père-Ovide),52,612,1008,BCDLEE+Lato,#555,385,433,115,124,49183,6,P,H1 +O,B-Liste,•,52,612,1008,SymbolMT,#000,149,153,138,147,49206,7,P,H1 +O,I-Liste,Autoriser,52,612,1008,BCDMEE+Lato,#555,167,204,138,147,49206,7,P,H1 +O,I-Liste,une,52,612,1008,BCDMEE+Lato,#555,211,225,138,147,49206,7,P,H1 +O,I-Liste,panoplie,52,612,1008,BCDMEE+Lato,#555,232,266,138,147,49206,7,P,H1 +O,I-Liste,d’usage,52,612,1008,BCDMEE+Lato,#555,273,303,138,147,49206,7,P,H1 +O,I-Liste,"commercial,",52,612,1008,BCDMEE+Lato,#555,310,357,138,147,49206,7,P,H1 +O,I-Liste,compatibles,52,612,1008,BCDMEE+Lato,#555,364,412,138,147,49206,7,P,H1 +O,I-Liste,avec,52,612,1008,BCDMEE+Lato,#555,418,437,138,147,49206,7,P,H1 +O,I-Liste,les,52,612,1008,BCDMEE+Lato,#555,444,454,138,147,49206,7,P,H1 +O,I-Liste,fonctions,52,612,1008,BCDLEE+Lato,#555,462,499,138,147,49206,7,P,H1 +O,I-Liste,périurbaines,52,612,1008,BCDLEE+Lato,#555,167,216,150,159,49218,7,P,H1 +O,I-Liste,et,52,612,1008,BCDLEE+Lato,#555,219,227,150,159,49218,7,P,H1 +O,I-Liste,de,52,612,1008,BCDLEE+Lato,#555,231,241,150,159,49218,7,P,H1 +O,I-Liste,villégiatures,52,612,1008,BCDLEE+Lato,#555,244,291,150,159,49218,7,P,H1 +O,I-Liste,du,52,612,1008,BCDLEE+Lato,#555,295,305,150,159,49218,7,P,H1 +O,I-Liste,segment.,52,612,1008,BCDLEE+Lato,#555,309,345,150,159,49218,7,P,H1 +O,I-Liste,"Notamment,",52,612,1008,BCDLEE+Lato,#555,348,398,150,159,49218,7,P,H1 +O,I-Liste,les,52,612,1008,BCDLEE+Lato,#555,401,412,150,159,49218,7,P,H1 +O,I-Liste,usages,52,612,1008,BCDLEE+Lato,#555,416,442,150,159,49218,7,P,H1 +O,I-Liste,commerciaux,52,612,1008,BCDLEE+Lato,#555,446,498,150,159,49218,7,P,H1 +O,I-Liste,artériels,52,612,1008,BCDLEE+Lato,#555,167,199,163,172,49231,7,P,H1 +O,I-Liste,et,52,612,1008,BCDLEE+Lato,#555,203,211,163,172,49231,7,P,H1 +O,I-Liste,industriels,52,612,1008,BCDLEE+Lato,#555,216,256,163,172,49231,7,P,H1 +O,I-Liste,légers,52,612,1008,BCDLEE+Lato,#555,261,284,163,172,49231,7,P,H1 +O,I-Liste,de,52,612,1008,BCDLEE+Lato,#555,289,299,163,172,49231,7,P,H1 +O,I-Liste,type,52,612,1008,BCDLEE+Lato,#555,303,321,163,172,49231,7,P,H1 +O,I-Liste,intérieur,52,612,1008,BCDLEE+Lato,#555,325,359,163,172,49231,7,P,H1 +O,I-Liste,et,52,612,1008,BCDLEE+Lato,#555,364,372,163,172,49231,7,P,H1 +O,I-Liste,ne,52,612,1008,BCDLEE+Lato,#555,376,386,163,172,49231,7,P,H1 +O,I-Liste,générant,52,612,1008,BCDLEE+Lato,#555,390,425,163,172,49231,7,P,H1 +O,I-Liste,que,52,612,1008,BCDLEE+Lato,#555,430,445,163,172,49231,7,P,H1 +O,I-Liste,très,52,612,1008,BCDLEE+Lato,#555,449,465,163,172,49231,7,P,H1 +O,I-Liste,peu,52,612,1008,BCDLEE+Lato,#555,469,484,163,172,49231,7,P,H1 +O,I-Liste,de,52,612,1008,BCDLEE+Lato,#555,489,498,163,172,49231,7,P,H1 +O,I-Liste,nuisances,52,612,1008,BCDLEE+Lato,#555,167,205,175,184,49243,7,P,H1 +O,I-Liste,;,52,612,1008,BCDLEE+Lato,#555,208,210,175,184,49243,7,P,H1 +O,B-Liste,•,52,612,1008,SymbolMT,#000,149,153,198,207,49266,8,P,H1 +O,I-Liste,Développer,52,612,1008,BCDLEE+Lato,#555,167,213,198,207,49266,8,P,H1 +O,I-Liste,un,52,612,1008,BCDLEE+Lato,#555,216,226,198,207,49266,8,P,H1 +O,I-Liste,PIIA,52,612,1008,BCDLEE+Lato,#555,228,244,198,207,49266,8,P,H1 +O,I-Liste,adapté,52,612,1008,BCDLEE+Lato,#555,247,274,198,207,49266,8,P,H1 +O,I-Liste,à,52,612,1008,BCDLEE+Lato,#555,276,280,198,207,49266,8,P,H1 +O,I-Liste,ce,52,612,1008,BCDLEE+Lato,#555,283,292,198,207,49266,8,P,H1 +O,I-Liste,segment,52,612,1008,BCDLEE+Lato,#555,294,328,198,207,49266,8,P,H1 +O,I-Liste,;,52,612,1008,BCDLEE+Lato,#555,330,333,198,207,49266,8,P,H1 +O,B-Liste,•,52,612,1008,SymbolMT,#000,149,153,220,229,49288,9,P,H1 +O,I-Liste,Segment,52,612,1008,BCDLEE+Lato,#555,167,202,220,229,49288,9,P,H1 +O,I-Liste,3,52,612,1008,BCDLEE+Lato,#555,206,211,220,229,49288,9,P,H1 +O,I-Liste,–,52,612,1008,BCDMEE+Lato,#555,216,222,220,229,49288,9,P,H1 +O,I-Liste,Secteur,52,612,1008,BCDLEE+Lato,#555,226,256,220,229,49288,9,P,H1 +O,I-Liste,commercial,52,612,1008,BCDLEE+Lato,#555,261,306,220,229,49288,9,P,H1 +O,I-Liste,artériel,52,612,1008,BCDLEE+Lato,#555,311,339,220,229,49288,9,P,H1 +O,I-Liste,(rue,52,612,1008,BCDLEE+Lato,#555,344,359,220,229,49288,9,P,H1 +O,I-Liste,du,52,612,1008,BCDLEE+Lato,#555,364,374,220,229,49288,9,P,H1 +O,I-Liste,Père,52,612,1008,BCDLEE+Lato,#555,379,397,220,229,49288,9,P,H1 +O,I-Liste,Ovide,52,612,1008,BCDLEE+Lato,#555,402,426,220,229,49288,9,P,H1 +O,I-Liste,à,52,612,1008,BCDLEE+Lato,#555,430,435,220,229,49288,9,P,H1 +O,I-Liste,la,52,612,1008,BCDLEE+Lato,#555,439,446,220,229,49288,9,P,H1 +O,I-Liste,limite,52,612,1008,BCDLEE+Lato,#555,451,473,220,229,49288,9,P,H1 +O,I-Liste,de,52,612,1008,BCDLEE+Lato,#555,477,487,220,229,49288,9,P,H1 +O,I-Liste,la,52,612,1008,BCDLEE+Lato,#555,492,498,220,229,49288,9,P,H1 +O,I-Liste,Municipalité,52,612,1008,BCDLEE+Lato,#555,167,216,233,242,49301,9,P,H1 +O,I-Liste,de,52,612,1008,BCDLEE+Lato,#555,218,228,233,242,49301,9,P,H1 +O,I-Liste,Val-Morin),52,612,1008,BCDLEE+Lato,#555,230,272,233,242,49301,9,P,H1 +O,B-Liste,•,52,612,1008,SymbolMT,#000,149,153,255,264,49323,10,P,H1 +O,I-Liste,Autoriser,52,612,1008,BCDMEE+Lato,#555,167,204,255,264,49323,10,P,H1 +O,I-Liste,davantage,52,612,1008,BCDMEE+Lato,#555,206,247,255,264,49323,10,P,H1 +O,I-Liste,d’usages,52,612,1008,BCDMEE+Lato,#555,249,283,255,264,49323,10,P,H1 +O,I-Liste,commerciaux,52,612,1008,BCDMEE+Lato,#555,285,338,255,264,49323,10,P,H1 +O,I-Liste,(sauf,52,612,1008,BCDMEE+Lato,#555,340,359,255,264,49323,10,P,H1 +O,I-Liste,aux,52,612,1008,BCDMEE+Lato,#555,361,375,255,264,49323,10,P,H1 +O,I-Liste,abords,52,612,1008,BCDMEE+Lato,#555,377,404,255,264,49323,10,P,H1 +O,I-Liste,du,52,612,1008,BCDMEE+Lato,#555,407,417,255,264,49323,10,P,H1 +O,I-Liste,lac,52,612,1008,BCDMEE+Lato,#555,419,430,255,264,49323,10,P,H1 +O,I-Liste,Millette),52,612,1008,BCDMEE+Lato,#555,432,465,255,264,49323,10,P,H1 +O,I-Liste,;,52,612,1008,BCDMEE+Lato,#555,468,470,255,264,49323,10,P,H1 +O,B-Liste,•,52,612,1008,SymbolMT,#000,149,153,278,287,49346,11,P,H1 +O,I-Liste,Assurer,52,612,1008,BCDMEE+Lato,#555,167,197,278,287,49346,11,P,H1 +O,I-Liste,l’intégration,52,612,1008,BCDMEE+Lato,#555,199,247,278,287,49346,11,P,H1 +O,I-Liste,des,52,612,1008,BCDMEE+Lato,#555,249,262,278,287,49346,11,P,H1 +O,I-Liste,usages,52,612,1008,BCDMEE+Lato,#555,265,291,278,287,49346,11,P,H1 +O,I-Liste,par,52,612,1008,BCDMEE+Lato,#555,294,307,278,287,49346,11,P,H1 +O,I-Liste,la,52,612,1008,BCDMEE+Lato,#555,309,315,278,287,49346,11,P,H1 +O,I-Liste,mise,52,612,1008,BCDMEE+Lato,#555,318,336,278,287,49346,11,P,H1 +O,I-Liste,en,52,612,1008,BCDMEE+Lato,#555,338,348,278,287,49346,11,P,H1 +O,I-Liste,place,52,612,1008,BCDMEE+Lato,#555,350,371,278,287,49346,11,P,H1 +O,I-Liste,d’un,52,612,1008,BCDMEE+Lato,#555,373,390,278,287,49346,11,P,H1 +O,I-Liste,PIIA,52,612,1008,BCDMEE+Lato,#555,393,409,278,287,49346,11,P,H1 +O,I-Liste,adapté,52,612,1008,BCDMEE+Lato,#555,411,438,278,287,49346,11,P,H1 +O,I-Liste,;,52,612,1008,BCDMEE+Lato,#555,441,443,278,287,49346,11,P,H1 +O,B-Liste,•,52,612,1008,SymbolMT,#000,149,153,300,309,49369,12,P,H1 +O,I-Liste,Gérer,52,612,1008,BCDMEE+Lato,#555,167,190,300,309,49369,12,P,H1 +O,I-Liste,les,52,612,1008,BCDMEE+Lato,#555,192,203,300,309,49369,12,P,H1 +O,I-Liste,gabarits,52,612,1008,BCDMEE+Lato,#555,205,236,300,309,49369,12,P,H1 +O,I-Liste,et,52,612,1008,BCDMEE+Lato,#555,238,246,300,309,49369,12,P,H1 +O,I-Liste,l’aménagement,52,612,1008,BCDMEE+Lato,#555,249,309,300,309,49369,12,P,H1 +O,I-Liste,des,52,612,1008,BCDLEE+Lato,#555,311,325,300,309,49369,12,P,H1 +O,I-Liste,cours.,52,612,1008,BCDLEE+Lato,#555,327,351,300,309,49369,12,P,H1 +O,B-Titre,Figure,52,612,1008,BCDLEE+Lato,#555,44,69,766,775,49834,4,P,Sect;H1 +O,I-Titre,17,52,612,1008,BCDLEE+Lato,#555,71,81,766,775,49834,4,P,Sect;H1 +O,I-Titre,:,52,612,1008,BCDLEE+Lato,#555,84,86,766,775,49834,4,P,Sect;H1 +O,I-Titre,Boulevard,52,612,1008,BCDLEE+Lato,#555,88,128,766,775,49834,4,P,Sect;H1 +O,I-Titre,de,52,612,1008,BCDLEE+Lato,#555,131,141,766,775,49834,4,P,Sect;H1 +O,I-Titre,"Sainte-Adèle,",52,612,1008,BCDLEE+Lato,#555,143,196,766,775,49834,4,P,Sect;H1 +O,I-Titre,direction,52,612,1008,BCDLEE+Lato,#555,198,233,766,775,49834,4,P,Sect;H1 +O,I-Titre,sud,52,612,1008,BCDLEE+Lato,#555,235,249,766,775,49834,4,P,Sect;H1 +O,B-Pied,52,52,612,1008,BCDLEE+Lato,#444,113,122,954,961,50022,,Artifact, +O,I-Pied,|,52,612,1008,BCDLEE+Lato,#444,125,127,954,961,50022,,Artifact, +O,I-Pied,16.,52,612,1008,BCDLEE+Lato,#444,131,140,954,961,50022,,Artifact, +O,I-Pied,Planification,52,612,1008,BCDLEE+Lato,#444,142,180,954,961,50022,,Artifact, +O,I-Pied,sectorielle,52,612,1008,BCDLEE+Lato,#444,182,213,954,961,50022,,Artifact, +O,I-Pied,(PPU),52,612,1008,BCDLEE+Lato,#444,215,232,954,961,50022,,Artifact, diff --git a/data/patches/pu_patch3.csv b/data/patches/pu_patch3.csv new file mode 100644 index 0000000..90b4bec --- /dev/null +++ b/data/patches/pu_patch3.csv @@ -0,0 +1,1914 @@ +sequence,segment,text,page,page_width,page_height,fontname,rgb,x0,x1,top,bottom,doctop,mcid,mctag,tagstack +O,B-Alinea,65,19,612,1008,BCDLEE+Lato,#555,119,129,116,125,18260,0,P,Table;TR;TH;P +O,I-Alinea,ans,19,612,1008,BCDLEE+Lato,#555,132,145,116,125,18260,0,P,Table;TR;TH;P +O,I-Alinea,et,19,612,1008,BCDLEE+Lato,#555,147,155,116,125,18260,0,P,Table;TR;TH;P +O,I-Alinea,+,19,612,1008,BCDLEE+Lato,#555,158,163,116,125,18260,0,P,Table;TR;TH;P +O,I-Alinea,"20,7",19,612,1008,BCDLEE+Lato,#555,261,279,116,125,18260,1,P,Table;TR;TD;P +O,I-Alinea,%,19,612,1008,BCDLEE+Lato,#555,281,288,116,125,18260,1,P,Table;TR;TD;P +O,I-Alinea,"25,1",19,612,1008,BCDLEE+Lato,#555,331,348,116,125,18260,2,P,Table;TR;TD;P +O,I-Alinea,%,19,612,1008,BCDLEE+Lato,#555,351,358,116,125,18260,2,P,Table;TR;TD;P +O,I-Alinea,"29,6",19,612,1008,BCDLEE+Lato,#555,425,443,116,125,18260,3,P,Table;TR;TD;P +O,I-Alinea,%,19,612,1008,BCDLEE+Lato,#555,445,453,116,125,18260,3,P,Table;TR;TD;P +O,I-Alinea,Âge,19,612,1008,BCDLEE+Lato,#555,119,134,129,138,18273,5,P,Table;TR;TH;P +O,I-Alinea,moyen,19,612,1008,BCDLEE+Lato,#555,137,164,129,138,18273,5,P,Table;TR;TH;P +O,I-Alinea,-,19,612,1008,BCDLEE+Lato,#555,273,276,129,138,18273,7,P,Table;TR;TD;P +O,I-Alinea,"47,4",19,612,1008,BCDLEE+Lato,#555,335,353,129,138,18273,9,P,Table;TR;TD;P +O,I-Alinea,"49,3",19,612,1008,BCDLEE+Lato,#555,430,448,129,138,18273,11,P,Table;TR;TD;P +O,B-Alinea,Taille,19,612,1008,BCDLEE+Lato,#555,119,140,141,150,18285,13,P,Table;TR;TH;P 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+O,I-Alinea,villégiature,20,612,1008,"BCDOEE+Lato,Italic",#378,297,338,287,296,19439,3,P,H1 +O,I-Alinea,…,20,612,1008,"BCDOEE+Lato,Italic",#378,340,347,287,296,19439,3,P,H1 +O,I-Alinea,qui,20,612,1008,"BCDOEE+Lato,Italic",#378,350,362,287,296,19439,3,P,H1 +O,I-Alinea,ont,20,612,1008,"BCDOEE+Lato,Italic",#378,364,377,287,296,19439,3,P,H1 +O,I-Alinea,des,20,612,1008,"BCDOEE+Lato,Italic",#378,380,392,287,296,19439,3,P,H1 +O,I-Alinea,répercussions,20,612,1008,"BCDOEE+Lato,Italic",#378,395,446,287,296,19439,3,P,H1 +O,I-Alinea,sur,20,612,1008,"BCDOEE+Lato,Italic",#378,449,460,287,296,19439,3,P,H1 +O,I-Alinea,la,20,612,1008,"BCDOEE+Lato,Italic",#378,463,470,287,296,19439,3,P,H1 +O,I-Alinea,vitalité,20,612,1008,"BCDOEE+Lato,Italic",#378,473,499,287,296,19439,3,P,H1 +O,I-Alinea,économique,20,612,1008,"BCDPEE+Lato,Italic",#378,149,194,299,308,19451,3,P,H1 +O,I-Alinea,de,20,612,1008,"BCDPEE+Lato,Italic",#378,198,207,299,308,19451,3,P,H1 +O,I-Alinea,la,20,612,1008,"BCDPEE+Lato,Italic",#378,211,217,299,308,19451,3,P,H1 +O,I-Alinea,"municipalité,",20,612,1008,"BCDPEE+Lato,Italic",#378,221,269,299,308,19451,3,P,H1 +O,I-Alinea,mais,20,612,1008,"BCDPEE+Lato,Italic",#378,273,290,299,308,19451,3,P,H1 +O,I-Alinea,également,20,612,1008,"BCDPEE+Lato,Italic",#378,294,333,299,308,19451,3,P,H1 +O,I-Alinea,sur,20,612,1008,"BCDPEE+Lato,Italic",#378,336,348,299,308,19451,3,P,H1 +O,I-Alinea,la,20,612,1008,"BCDPEE+Lato,Italic",#378,352,358,299,308,19451,3,P,H1 +O,I-Alinea,qualité,20,612,1008,"BCDPEE+Lato,Italic",#378,362,388,299,308,19451,3,P,H1 +O,I-Alinea,de,20,612,1008,"BCDPEE+Lato,Italic",#378,391,400,299,308,19451,3,P,H1 +O,I-Alinea,son,20,612,1008,"BCDPEE+Lato,Italic",#378,404,417,299,308,19451,3,P,H1 +O,I-Alinea,cadre,20,612,1008,"BCDPEE+Lato,Italic",#378,421,442,299,308,19451,3,P,H1 +O,I-Alinea,bâti,20,612,1008,"BCDPEE+Lato,Italic",#378,445,460,299,308,19451,3,P,H1 +O,I-Alinea,et,20,612,1008,"BCDPEE+Lato,Italic",#378,464,471,299,308,19451,3,P,H1 +O,I-Alinea,sur,20,612,1008,"BCDPEE+Lato,Italic",#378,475,487,299,308,19451,3,P,H1 +O,I-Alinea,sa,20,612,1008,"BCDPEE+Lato,Italic",#378,490,498,299,308,19451,3,P,H1 +O,I-Alinea,capacité,20,612,1008,"BCDOEE+Lato,Italic",#378,149,180,312,321,19464,3,P,H1 +O,I-Alinea,à,20,612,1008,"BCDOEE+Lato,Italic",#378,184,189,312,321,19464,3,P,H1 +O,I-Alinea,attirer,20,612,1008,"BCDOEE+Lato,Italic",#378,193,216,312,321,19464,3,P,H1 +O,I-Alinea,de,20,612,1008,"BCDOEE+Lato,Italic",#378,220,229,312,321,19464,3,P,H1 +O,I-Alinea,nouveaux,20,612,1008,"BCDOEE+Lato,Italic",#378,233,270,312,321,19464,3,P,H1 +O,I-Alinea,investissements.,20,612,1008,"BCDOEE+Lato,Italic",#378,273,334,312,321,19464,3,P,H1 +O,I-Alinea,À,20,612,1008,"BCDOEE+Lato,Italic",#378,338,344,312,321,19464,3,P,H1 +O,I-Alinea,ceci,20,612,1008,"BCDOEE+Lato,Italic",#378,348,362,312,321,19464,3,P,H1 +O,I-Alinea,s’ajoutent,20,612,1008,"BCDOEE+Lato,Italic",#378,366,403,312,321,19464,3,P,H1 +O,I-Alinea,les,20,612,1008,"BCDOEE+Lato,Italic",#378,407,417,312,321,19464,3,P,H1 +O,I-Alinea,perspectives,20,612,1008,"BCDOEE+Lato,Italic",#378,421,467,312,321,19464,3,P,H1 +O,I-Alinea,pour,20,612,1008,"BCDOEE+Lato,Italic",#378,471,488,312,321,19464,3,P,H1 +O,I-Alinea,la,20,612,1008,"BCDOEE+Lato,Italic",#378,492,498,312,321,19464,3,P,H1 +O,I-Alinea,fonction,20,612,1008,"BCDPEE+Lato,Italic",#378,149,180,324,333,19476,3,P,H1 +O,I-Alinea,commerciale,20,612,1008,"BCDPEE+Lato,Italic",#378,182,229,324,333,19476,3,P,H1 +O,I-Alinea,et,20,612,1008,"BCDPEE+Lato,Italic",#378,231,239,324,333,19476,3,P,H1 +O,I-Alinea,principalement,20,612,1008,"BCDPEE+Lato,Italic",#378,241,297,324,333,19476,3,P,H1 +O,I-Alinea,pour,20,612,1008,"BCDPEE+Lato,Italic",#378,299,316,324,333,19476,3,P,H1 +O,I-Alinea,la,20,612,1008,"BCDPEE+Lato,Italic",#378,318,324,324,333,19476,3,P,H1 +O,I-Alinea,vente,20,612,1008,"BCDPEE+Lato,Italic",#378,326,347,324,333,19476,3,P,H1 +O,I-Alinea,au,20,612,1008,"BCDPEE+Lato,Italic",#378,349,358,324,333,19476,3,P,H1 +O,I-Alinea,détail.,20,612,1008,"BCDPEE+Lato,Italic",#378,360,383,324,333,19476,3,P,H1 +O,I-Alinea,Les,20,612,1008,"BCDPEE+Lato,Italic",#378,385,397,324,333,19476,3,P,H1 +O,I-Alinea,municipalités,20,612,1008,"BCDPEE+Lato,Italic",#378,399,449,324,333,19476,3,P,H1 +O,I-Alinea,devront,20,612,1008,"BCDPEE+Lato,Italic",#378,451,480,324,333,19476,3,P,H1 +O,I-Alinea,faire,20,612,1008,"BCDPEE+Lato,Italic",#378,482,499,324,333,19476,3,P,H1 +O,I-Alinea,face,20,612,1008,"BCDPEE+Lato,Italic",#378,149,165,336,345,19488,3,P,H1 +O,I-Alinea,à,20,612,1008,"BCDPEE+Lato,Italic",#378,169,174,336,345,19488,3,P,H1 +O,I-Alinea,plusieurs,20,612,1008,"BCDPEE+Lato,Italic",#378,178,211,336,345,19488,3,P,H1 +O,I-Alinea,changements,20,612,1008,"BCDPEE+Lato,Italic",#378,215,265,336,345,19488,3,P,H1 +O,I-Alinea,dans,20,612,1008,"BCDPEE+Lato,Italic",#378,269,287,336,345,19488,3,P,H1 +O,I-Alinea,les,20,612,1008,"BCDPEE+Lato,Italic",#378,291,301,336,345,19488,3,P,H1 +O,I-Alinea,prochaines,20,612,1008,"BCDPEE+Lato,Italic",#378,305,346,336,345,19488,3,P,H1 +O,I-Alinea,"années,",20,612,1008,"BCDPEE+Lato,Italic",#378,350,379,336,345,19488,3,P,H1 +O,I-Alinea,dont,20,612,1008,"BCDPEE+Lato,Italic",#378,383,400,336,345,19488,3,P,H1 +O,I-Alinea,certains,20,612,1008,"BCDPEE+Lato,Italic",#378,405,434,336,345,19488,3,P,H1 +O,I-Alinea,sont,20,612,1008,"BCDPEE+Lato,Italic",#378,439,455,336,345,19488,3,P,H1 +O,I-Alinea,difficiles,20,612,1008,"BCDPEE+Lato,Italic",#378,459,490,336,345,19488,3,P,H1 +O,I-Alinea,à,20,612,1008,"BCDPEE+Lato,Italic",#378,494,499,336,345,19488,3,P,H1 +O,I-Alinea,"quantifier,",20,612,1008,"BCDOEE+Lato,Italic",#378,149,187,349,358,19501,3,P,H1 +O,I-Alinea,mais,20,612,1008,"BCDOEE+Lato,Italic",#378,190,208,349,358,19501,3,P,H1 +O,I-Alinea,ils,20,612,1008,"BCDOEE+Lato,Italic",#378,211,219,349,358,19501,3,P,H1 +O,I-Alinea,devraient,20,612,1008,"BCDOEE+Lato,Italic",#378,222,257,349,358,19501,3,P,H1 +O,I-Alinea,favoriser,20,612,1008,"BCDOEE+Lato,Italic",#378,261,293,349,358,19501,3,P,H1 +O,I-Alinea,l’expérience,20,612,1008,"BCDOEE+Lato,Italic",#378,296,340,349,358,19501,3,P,H1 +O,I-Alinea,d’achat,20,612,1008,"BCDOEE+Lato,Italic",#378,344,371,349,358,19501,3,P,H1 +O,I-Alinea,plutôt,20,612,1008,"BCDOEE+Lato,Italic",#378,375,397,349,358,19501,3,P,H1 +O,I-Alinea,que,20,612,1008,"BCDOEE+Lato,Italic",#378,400,414,349,358,19501,3,P,H1 +O,I-Alinea,la,20,612,1008,"BCDOEE+Lato,Italic",#378,417,424,349,358,19501,3,P,H1 +O,I-Alinea,croissance,20,612,1008,"BCDPEE+Lato,Italic",#378,427,466,349,358,19501,3,P,H1 +O,I-Alinea,du,20,612,1008,"BCDPEE+Lato,Italic",#378,469,479,349,358,19501,3,P,H1 +O,I-Alinea,parc,20,612,1008,"BCDPEE+Lato,Italic",#378,482,499,349,358,19501,3,P,H1 +O,I-Alinea,immobilier,20,612,1008,"BCDOEE+Lato,Italic",#378,149,188,361,370,19513,3,P,H1 +O,I-Alinea,comme,20,612,1008,"BCDOEE+Lato,Italic",#378,190,217,361,370,19513,3,P,H1 +O,I-Alinea,nous,20,612,1008,"BCDOEE+Lato,Italic",#378,220,237,361,370,19513,3,P,H1 +O,I-Alinea,l’avons,20,612,1008,"BCDOEE+Lato,Italic",#378,239,265,361,370,19513,3,P,H1 +O,I-Alinea,connu,20,612,1008,"BCDOEE+Lato,Italic",#378,267,290,361,370,19513,3,P,H1 +O,I-Alinea,depuis,20,612,1008,"BCDOEE+Lato,Italic",#378,292,317,361,370,19513,3,P,H1 +O,I-Alinea,les,20,612,1008,"BCDOEE+Lato,Italic",#378,319,329,361,370,19513,3,P,H1 +O,I-Alinea,années,20,612,1008,"BCDOEE+Lato,Italic",#378,331,357,361,370,19513,3,P,H1 +O,I-Alinea,60,20,612,1008,"BCDOEE+Lato,Italic",#378,359,369,361,370,19513,3,P,H1 +O,I-Alinea,au,20,612,1008,"BCDOEE+Lato,Italic",#378,371,381,361,370,19513,3,P,H1 +O,I-Alinea,Québec.,20,612,1008,"BCDOEE+Lato,Italic",#378,383,414,361,370,19513,3,P,H1 +O,B-Alinea,La,20,612,1008,"BCDOEE+Lato,Italic",#378,149,158,384,393,19536,4,P,H1 +O,I-Alinea,présente,20,612,1008,"BCDOEE+Lato,Italic",#378,160,193,384,393,19536,4,P,H1 +O,I-Alinea,étude,20,612,1008,"BCDOEE+Lato,Italic",#378,195,217,384,393,19536,4,P,H1 +O,I-Alinea,économique,20,612,1008,"BCDOEE+Lato,Italic",#378,219,264,384,393,19536,4,P,H1 +O,I-Alinea,vise,20,612,1008,"BCDOEE+Lato,Italic",#378,267,281,384,393,19536,4,P,H1 +O,I-Alinea,à,20,612,1008,"BCDOEE+Lato,Italic",#378,284,288,384,393,19536,4,P,H1 +O,I-Alinea,mieux,20,612,1008,"BCDOEE+Lato,Italic",#378,291,313,384,393,19536,4,P,H1 +O,I-Alinea,comprendre,20,612,1008,"BCDOEE+Lato,Italic",#378,316,361,384,393,19536,4,P,H1 +O,I-Alinea,l’intérêt,20,612,1008,"BCDOEE+Lato,Italic",#378,363,392,384,393,19536,4,P,H1 +O,I-Alinea,à,20,612,1008,"BCDOEE+Lato,Italic",#378,395,399,384,393,19536,4,P,H1 +O,I-Alinea,développer,20,612,1008,"BCDOEE+Lato,Italic",#378,402,443,384,393,19536,4,P,H1 +O,I-Alinea,les,20,612,1008,"BCDOEE+Lato,Italic",#378,446,456,384,393,19536,4,P,H1 +O,I-Alinea,différentes,20,612,1008,"BCDOEE+Lato,Italic",#378,458,498,384,393,19536,4,P,H1 +O,I-Alinea,zones,20,612,1008,"BCDPEE+Lato,Italic",#378,149,170,396,405,19548,4,P,H1 +O,I-Alinea,à,20,612,1008,"BCDPEE+Lato,Italic",#378,173,177,396,405,19548,4,P,H1 +O,I-Alinea,vocation,20,612,1008,"BCDPEE+Lato,Italic",#378,180,212,396,405,19548,4,P,H1 +O,I-Alinea,économique,20,612,1008,"BCDPEE+Lato,Italic",#378,215,260,396,405,19548,4,P,H1 +O,I-Alinea,de,20,612,1008,"BCDPEE+Lato,Italic",#378,263,272,396,405,19548,4,P,H1 +O,I-Alinea,"Sainte-Adèle,",20,612,1008,"BCDPEE+Lato,Italic",#378,274,324,396,405,19548,4,P,H1 +O,I-Alinea,et,20,612,1008,"BCDPEE+Lato,Italic",#378,327,334,396,405,19548,4,P,H1 +O,I-Alinea,"ce,",20,612,1008,"BCDPEE+Lato,Italic",#378,337,347,396,405,19548,4,P,H1 +O,I-Alinea,dans,20,612,1008,"BCDPEE+Lato,Italic",#378,350,368,396,405,19548,4,P,H1 +O,I-Alinea,ce,20,612,1008,"BCDPEE+Lato,Italic",#378,370,379,396,405,19548,4,P,H1 +O,I-Alinea,nouveau,20,612,1008,"BCDPEE+Lato,Italic",#378,381,413,396,405,19548,4,P,H1 +O,I-Alinea,contexte,20,612,1008,"BCDPEE+Lato,Italic",#378,416,449,396,405,19548,4,P,H1 +O,I-Alinea,économique.,20,612,1008,"BCDPEE+Lato,Italic",#378,451,499,396,405,19548,4,P,H1 +O,I-Alinea,Elle,20,612,1008,"BCDOEE+Lato,Italic",#378,149,162,409,418,19561,4,P,H1 +O,I-Alinea,a,20,612,1008,"BCDOEE+Lato,Italic",#378,166,170,409,418,19561,4,P,H1 +O,I-Alinea,été,20,612,1008,"BCDOEE+Lato,Italic",#378,174,186,409,418,19561,4,P,H1 +O,I-Alinea,réalisée,20,612,1008,"BCDOEE+Lato,Italic",#378,189,217,409,418,19561,4,P,H1 +O,I-Alinea,dans,20,612,1008,"BCDOEE+Lato,Italic",#378,221,239,409,418,19561,4,P,H1 +O,I-Alinea,le,20,612,1008,"BCDOEE+Lato,Italic",#378,242,248,409,418,19561,4,P,H1 +O,I-Alinea,cadre,20,612,1008,"BCDOEE+Lato,Italic",#378,252,273,409,418,19561,4,P,H1 +O,I-Alinea,d’un,20,612,1008,"BCDOEE+Lato,Italic",#378,276,293,409,418,19561,4,P,H1 +O,I-Alinea,exercice,20,612,1008,"BCDOEE+Lato,Italic",#378,296,327,409,418,19561,4,P,H1 +O,I-Alinea,de,20,612,1008,"BCDOEE+Lato,Italic",#378,330,339,409,418,19561,4,P,H1 +O,I-Alinea,prérévision,20,612,1008,"BCDPEE+Lato,Italic",#378,343,384,409,418,19561,4,P,H1 +O,I-Alinea,règlementaire,20,612,1008,"BCDPEE+Lato,Italic",#378,387,439,409,418,19561,4,P,H1 +O,I-Alinea,pour,20,612,1008,"BCDPEE+Lato,Italic",#378,442,460,409,418,19561,4,P,H1 +O,I-Alinea,le,20,612,1008,"BCDPEE+Lato,Italic",#378,463,469,409,418,19561,4,P,H1 +O,I-Alinea,service,20,612,1008,"BCDPEE+Lato,Italic",#378,473,499,409,418,19561,4,P,H1 +O,I-Alinea,d’urbanisme,20,612,1008,"BCDOEE+Lato,Italic",#378,149,194,421,430,19573,4,P,H1 +O,I-Alinea,de,20,612,1008,"BCDOEE+Lato,Italic",#378,197,206,421,430,19573,4,P,H1 +O,I-Alinea,la,20,612,1008,"BCDOEE+Lato,Italic",#378,208,214,421,430,19573,4,P,H1 +O,I-Alinea,municipalité,20,612,1008,"BCDOEE+Lato,Italic",#378,217,262,421,430,19573,4,P,H1 +O,I-Alinea,de,20,612,1008,"BCDOEE+Lato,Italic",#378,264,273,421,430,19573,4,P,H1 +O,I-Alinea,Sainte-Adèle.,20,612,1008,"BCDOEE+Lato,Italic",#378,276,326,421,430,19573,4,P,H1 +O,I-Alinea,L’étude,20,612,1008,"BCDOEE+Lato,Italic",#378,149,176,443,452,19595,5,P,H1 +O,I-Alinea,a,20,612,1008,"BCDOEE+Lato,Italic",#378,178,183,443,452,19595,5,P,H1 +O,I-Alinea,permis,20,612,1008,"BCDOEE+Lato,Italic",#378,185,210,443,452,19595,5,P,H1 +O,I-Alinea,de,20,612,1008,"BCDOEE+Lato,Italic",#378,212,221,443,452,19595,5,P,H1 +O,I-Alinea,dresser,20,612,1008,"BCDOEE+Lato,Italic",#378,223,250,443,452,19595,5,P,H1 +O,I-Alinea,un,20,612,1008,"BCDOEE+Lato,Italic",#378,252,261,443,452,19595,5,P,H1 +O,I-Alinea,portrait,20,612,1008,"BCDOEE+Lato,Italic",#378,264,292,443,452,19595,5,P,H1 +O,I-Alinea,complet,20,612,1008,"BCDOEE+Lato,Italic",#378,294,324,443,452,19595,5,P,H1 +O,I-Alinea,de,20,612,1008,"BCDOEE+Lato,Italic",#378,326,335,443,452,19595,5,P,H1 +O,I-Alinea,l’offre,20,612,1008,"BCDOEE+Lato,Italic",#378,338,359,443,452,19595,5,P,H1 +O,I-Alinea,commerciale,20,612,1008,"BCDOEE+Lato,Italic",#378,361,409,443,452,19595,5,P,H1 +O,I-Alinea,actuelle,20,612,1008,"BCDOEE+Lato,Italic",#378,411,440,443,452,19595,5,P,H1 +O,I-Alinea,à,20,612,1008,"BCDOEE+Lato,Italic",#378,442,447,443,452,19595,5,P,H1 +O,I-Alinea,"Sainte-Adèle,",20,612,1008,"BCDOEE+Lato,Italic",#378,449,499,443,452,19595,5,P,H1 +O,I-Alinea,ainsi,20,612,1008,"BCDPEE+Lato,Italic",#378,149,166,456,465,19608,5,P,H1 +O,I-Alinea,que,20,612,1008,"BCDOEE+Lato,Italic",#378,168,181,456,465,19608,5,P,H1 +O,I-Alinea,d’évaluer,20,612,1008,"BCDOEE+Lato,Italic",#378,183,217,456,465,19608,5,P,H1 +O,I-Alinea,le,20,612,1008,"BCDOEE+Lato,Italic",#378,219,226,456,465,19608,5,P,H1 +O,I-Alinea,potentiel,20,612,1008,"BCDOEE+Lato,Italic",#378,227,261,456,465,19608,5,P,H1 +O,I-Alinea,en,20,612,1008,"BCDOEE+Lato,Italic",#378,262,271,456,465,19608,5,P,H1 +O,I-Alinea,lien,20,612,1008,"BCDOEE+Lato,Italic",#378,273,286,456,465,19608,5,P,H1 +O,I-Alinea,avec,20,612,1008,"BCDOEE+Lato,Italic",#378,288,306,456,465,19608,5,P,H1 +O,I-Alinea,le,20,612,1008,"BCDOEE+Lato,Italic",#378,308,314,456,465,19608,5,P,H1 +O,I-Alinea,redéveloppement,20,612,1008,"BCDOEE+Lato,Italic",#378,316,380,456,465,19608,5,P,H1 +O,I-Alinea,commercial,20,612,1008,"BCDOEE+Lato,Italic",#378,382,425,456,465,19608,5,P,H1 +O,I-Alinea,et,20,612,1008,"BCDOEE+Lato,Italic",#378,427,435,456,465,19608,5,P,H1 +O,I-Alinea,industriel,20,612,1008,"BCDOEE+Lato,Italic",#378,437,471,456,465,19608,5,P,H1 +O,I-Alinea,des,20,612,1008,"BCDOEE+Lato,Italic",#378,473,486,456,465,19608,5,P,H1 +O,I-Alinea,dix,20,612,1008,"BCDOEE+Lato,Italic",#378,488,499,456,465,19608,5,P,H1 +O,I-Alinea,(10),20,612,1008,"BCDPEE+Lato,Italic",#378,149,164,468,477,19620,5,P,H1 +O,I-Alinea,zones,20,612,1008,"BCDPEE+Lato,Italic",#378,166,187,468,477,19620,5,P,H1 +O,I-Alinea,identifiées,20,612,1008,"BCDPEE+Lato,Italic",#378,189,228,468,477,19620,5,P,H1 +O,I-Alinea,à,20,612,1008,"BCDPEE+Lato,Italic",#378,230,235,468,477,19620,5,P,H1 +O,I-Alinea,vocation,20,612,1008,"BCDPEE+Lato,Italic",#378,237,269,468,477,19620,5,P,H1 +O,I-Alinea,économique.,20,612,1008,"BCDPEE+Lato,Italic",#378,271,319,468,477,19620,5,P,H1 +O,I-Alinea,Au-delà,20,612,1008,"BCDPEE+Lato,Italic",#378,321,350,468,477,19620,5,P,H1 +O,I-Alinea,des,20,612,1008,"BCDPEE+Lato,Italic",#378,352,365,468,477,19620,5,P,H1 +O,I-Alinea,opportunités,20,612,1008,"BCDPEE+Lato,Italic",#378,367,415,468,477,19620,5,P,H1 +O,I-Alinea,en,20,612,1008,"BCDPEE+Lato,Italic",#378,417,426,468,477,19620,5,P,H1 +O,I-Alinea,lien,20,612,1008,"BCDPEE+Lato,Italic",#378,428,442,468,477,19620,5,P,H1 +O,I-Alinea,avec,20,612,1008,"BCDPEE+Lato,Italic",#378,444,461,468,477,19620,5,P,H1 +O,I-Alinea,le,20,612,1008,"BCDPEE+Lato,Italic",#378,463,470,468,477,19620,5,P,H1 +O,I-Alinea,centre-,20,612,1008,"BCDPEE+Lato,Italic",#378,472,499,468,477,19620,5,P,H1 +O,I-Alinea,ville,20,612,1008,"BCDPEE+Lato,Italic",#378,149,164,481,490,19633,5,P,H1 +O,I-Alinea,et,20,612,1008,"BCDPEE+Lato,Italic",#378,166,174,481,490,19633,5,P,H1 +O,I-Alinea,le,20,612,1008,"BCDPEE+Lato,Italic",#378,177,183,481,490,19633,5,P,H1 +O,I-Alinea,renouveau,20,612,1008,"BCDPEE+Lato,Italic",#378,186,225,481,490,19633,5,P,H1 +O,I-Alinea,annoncé,20,612,1008,"BCDPEE+Lato,Italic",#378,228,260,481,490,19633,5,P,H1 +O,I-Alinea,pour,20,612,1008,"BCDPEE+Lato,Italic",#378,262,280,481,490,19633,5,P,H1 +O,I-Alinea,les,20,612,1008,"BCDPEE+Lato,Italic",#378,282,292,481,490,19633,5,P,H1 +O,I-Alinea,artères,20,612,1008,"BCDPEE+Lato,Italic",#378,295,321,481,490,19633,5,P,H1 +O,I-Alinea,"commerciales,",20,612,1008,"BCDPEE+Lato,Italic",#378,324,377,481,490,19633,5,P,H1 +O,I-Alinea,plusieurs,20,612,1008,"BCDPEE+Lato,Italic",#378,380,413,481,490,19633,5,P,H1 +O,I-Alinea,opportunités,20,612,1008,"BCDPEE+Lato,Italic",#378,416,463,481,490,19633,5,P,H1 +O,I-Alinea,pour,20,612,1008,"BCDPEE+Lato,Italic",#378,466,483,481,490,19633,5,P,H1 +O,I-Alinea,des,20,612,1008,"BCDPEE+Lato,Italic",#378,486,499,481,490,19633,5,P,H1 +O,I-Alinea,investissements,20,612,1008,"BCDPEE+Lato,Italic",#378,149,208,493,502,19645,5,P,H1 +O,I-Alinea,ont,20,612,1008,"BCDPEE+Lato,Italic",#378,210,222,493,502,19645,5,P,H1 +O,I-Alinea,été,20,612,1008,"BCDPEE+Lato,Italic",#378,224,236,493,502,19645,5,P,H1 +O,I-Alinea,identifiées,20,612,1008,"BCDPEE+Lato,Italic",#378,238,277,493,502,19645,5,P,H1 +O,I-Alinea,partout,20,612,1008,"BCDPEE+Lato,Italic",#378,279,307,493,502,19645,5,P,H1 +O,I-Alinea,sur,20,612,1008,"BCDPEE+Lato,Italic",#378,309,321,493,502,19645,5,P,H1 +O,I-Alinea,le,20,612,1008,"BCDPEE+Lato,Italic",#378,323,329,493,502,19645,5,P,H1 +O,I-Alinea,territoire.,20,612,1008,"BCDPEE+Lato,Italic",#378,331,366,493,502,19645,5,P,H1 +O,B-Alinea,Nous,20,612,1008,"BCDOEE+Lato,Italic",#378,149,168,515,524,19667,6,P,H1 +O,I-Alinea,rappelons,20,612,1008,"BCDOEE+Lato,Italic",#378,171,208,515,524,19667,6,P,H1 +O,I-Alinea,qu’une,20,612,1008,"BCDOEE+Lato,Italic",#378,210,235,515,524,19667,6,P,H1 +O,I-Alinea,bonne,20,612,1008,"BCDOEE+Lato,Italic",#378,238,261,515,524,19667,6,P,H1 +O,I-Alinea,règlementation,20,612,1008,"BCDOEE+Lato,Italic",#378,264,321,515,524,19667,6,P,H1 +O,I-Alinea,claire,20,612,1008,"BCDPEE+Lato,Italic",#378,324,344,515,524,19667,6,P,H1 +O,I-Alinea,et,20,612,1008,"BCDPEE+Lato,Italic",#378,347,354,515,524,19667,6,P,H1 +O,I-Alinea,flexible,20,612,1008,"BCDPEE+Lato,Italic",#378,357,383,515,524,19667,6,P,H1 +O,I-Alinea,est,20,612,1008,"BCDPEE+Lato,Italic",#378,386,397,515,524,19667,6,P,H1 +O,I-Alinea,nécessaire,20,612,1008,"BCDPEE+Lato,Italic",#378,400,439,515,524,19667,6,P,H1 +O,I-Alinea,pour,20,612,1008,"BCDPEE+Lato,Italic",#378,441,459,515,524,19667,6,P,H1 +O,I-Alinea,faciliter,20,612,1008,"BCDPEE+Lato,Italic",#378,461,490,515,524,19667,6,P,H1 +O,I-Alinea,le,20,612,1008,"BCDPEE+Lato,Italic",#378,492,499,515,524,19667,6,P,H1 +O,I-Alinea,développement,20,612,1008,"BCDPEE+Lato,Italic",#378,149,206,528,537,19680,6,P,H1 +O,I-Alinea,économique,20,612,1008,"BCDPEE+Lato,Italic",#378,209,254,528,537,19680,6,P,H1 +O,I-Alinea,sur,20,612,1008,"BCDPEE+Lato,Italic",#378,256,267,528,537,19680,6,P,H1 +O,I-Alinea,un,20,612,1008,"BCDPEE+Lato,Italic",#378,270,279,528,537,19680,6,P,H1 +O,I-Alinea,"territoire,",20,612,1008,"BCDPEE+Lato,Italic",#378,281,316,528,537,19680,6,P,H1 +O,I-Alinea,tout,20,612,1008,"BCDPEE+Lato,Italic",#378,318,334,528,537,19680,6,P,H1 +O,I-Alinea,comme,20,612,1008,"BCDPEE+Lato,Italic",#378,336,364,528,537,19680,6,P,H1 +O,I-Alinea,une,20,612,1008,"BCDPEE+Lato,Italic",#378,366,380,528,537,19680,6,P,H1 +O,I-Alinea,image,20,612,1008,"BCDPEE+Lato,Italic",#378,382,404,528,537,19680,6,P,H1 +O,I-Alinea,de,20,612,1008,"BCDPEE+Lato,Italic",#378,406,415,528,537,19680,6,P,H1 +O,I-Alinea,marque,20,612,1008,"BCDPEE+Lato,Italic",#378,417,446,528,537,19680,6,P,H1 +O,I-Alinea,ou,20,612,1008,"BCDPEE+Lato,Italic",#378,448,458,528,537,19680,6,P,H1 +O,I-Alinea,«,20,612,1008,"BCDPEE+Lato,Italic",#378,460,464,528,537,19680,6,P,H1 +O,I-Alinea,branding,20,612,1008,"BCDPEE+Lato,Italic",#378,466,499,528,537,19680,6,P,H1 +O,I-Alinea,territorial,20,612,1008,"BCDOEE+Lato,Italic",#378,149,184,540,549,19692,6,P,H1 +O,I-Alinea,»,20,612,1008,"BCDOEE+Lato,Italic",#378,187,190,540,549,19692,6,P,H1 +O,I-Alinea,est,20,612,1008,"BCDOEE+Lato,Italic",#378,193,204,540,549,19692,6,P,H1 +O,I-Alinea,nécessaire,20,612,1008,"BCDOEE+Lato,Italic",#378,206,245,540,549,19692,6,P,H1 +O,I-Alinea,pour,20,612,1008,"BCDOEE+Lato,Italic",#378,247,264,540,549,19692,6,P,H1 +O,I-Alinea,attirer,20,612,1008,"BCDOEE+Lato,Italic",#378,267,290,540,549,19692,6,P,H1 +O,I-Alinea,des,20,612,1008,"BCDOEE+Lato,Italic",#378,293,305,540,549,19692,6,P,H1 +O,I-Alinea,entreprises,20,612,1008,"BCDOEE+Lato,Italic",#378,308,349,540,549,19692,6,P,H1 +O,I-Alinea,répondant,20,612,1008,"BCDOEE+Lato,Italic",#378,351,390,540,549,19692,6,P,H1 +O,I-Alinea,à,20,612,1008,"BCDOEE+Lato,Italic",#378,392,397,540,549,19692,6,P,H1 +O,I-Alinea,l’ADN,20,612,1008,"BCDOEE+Lato,Italic",#378,399,422,540,549,19692,6,P,H1 +O,I-Alinea,d’une,20,612,1008,"BCDOEE+Lato,Italic",#378,424,445,540,549,19692,6,P,H1 +O,I-Alinea,communauté.,20,612,1008,"BCDOEE+Lato,Italic",#378,447,498,540,549,19692,6,P,H1 +O,I-Alinea,Ceci,20,612,1008,"BCDPEE+Lato,Italic",#378,149,165,553,562,19705,6,P,H1 +O,I-Alinea,sera,20,612,1008,"BCDPEE+Lato,Italic",#378,167,182,553,562,19705,6,P,H1 +O,I-Alinea,encore,20,612,1008,"BCDPEE+Lato,Italic",#378,184,209,553,562,19705,6,P,H1 +O,I-Alinea,plus,20,612,1008,"BCDPEE+Lato,Italic",#378,211,226,553,562,19705,6,P,H1 +O,I-Alinea,vrai,20,612,1008,"BCDPEE+Lato,Italic",#378,228,242,553,562,19705,6,P,H1 +O,I-Alinea,dans,20,612,1008,"BCDPEE+Lato,Italic",#378,244,262,553,562,19705,6,P,H1 +O,I-Alinea,les,20,612,1008,"BCDPEE+Lato,Italic",#378,263,273,553,562,19705,6,P,H1 +O,I-Alinea,années,20,612,1008,"BCDPEE+Lato,Italic",#378,275,301,553,562,19705,6,P,H1 +O,I-Alinea,à,20,612,1008,"BCDPEE+Lato,Italic",#378,303,308,553,562,19705,6,P,H1 +O,I-Alinea,"venir,",20,612,1008,"BCDPEE+Lato,Italic",#378,310,330,553,562,19705,6,P,H1 +O,I-Alinea,où,20,612,1008,"BCDPEE+Lato,Italic",#378,332,341,553,562,19705,6,P,H1 +O,I-Alinea,les,20,612,1008,"BCDPEE+Lato,Italic",#378,343,353,553,562,19705,6,P,H1 +O,I-Alinea,superficies,20,612,1008,"BCDPEE+Lato,Italic",#378,355,394,553,562,19705,6,P,H1 +O,I-Alinea,commerciales,20,612,1008,"BCDPEE+Lato,Italic",#378,396,447,553,562,19705,6,P,H1 +O,I-Alinea,seront,20,612,1008,"BCDPEE+Lato,Italic",#378,449,472,553,562,19705,6,P,H1 +O,I-Alinea,revues,20,612,1008,"BCDPEE+Lato,Italic",#378,474,499,553,562,19705,6,P,H1 +O,I-Alinea,à,20,612,1008,"BCDPEE+Lato,Italic",#378,149,153,565,574,19717,6,P,H1 +O,I-Alinea,la,20,612,1008,"BCDPEE+Lato,Italic",#378,157,163,565,574,19717,6,P,H1 +O,I-Alinea,baisse,20,612,1008,"BCDPEE+Lato,Italic",#378,167,190,565,574,19717,6,P,H1 +O,I-Alinea,et,20,612,1008,"BCDPEE+Lato,Italic",#378,193,201,565,574,19717,6,P,H1 +O,I-Alinea,où,20,612,1008,"BCDPEE+Lato,Italic",#378,204,214,565,574,19717,6,P,H1 +O,I-Alinea,les,20,612,1008,"BCDPEE+Lato,Italic",#378,217,227,565,574,19717,6,P,H1 +O,I-Alinea,clientèles,20,612,1008,"BCDPEE+Lato,Italic",#378,230,265,565,574,19717,6,P,H1 +O,I-Alinea,rechercheront,20,612,1008,"BCDPEE+Lato,Italic",#378,268,321,565,574,19717,6,P,H1 +O,I-Alinea,avant,20,612,1008,"BCDPEE+Lato,Italic",#378,324,346,565,574,19717,6,P,H1 +O,I-Alinea,tout,20,612,1008,"BCDPEE+Lato,Italic",#378,349,365,565,574,19717,6,P,H1 +O,I-Alinea,des,20,612,1008,"BCDPEE+Lato,Italic",#378,368,381,565,574,19717,6,P,H1 +O,I-Alinea,environnements,20,612,1008,"BCDPEE+Lato,Italic",#378,385,444,565,574,19717,6,P,H1 +O,I-Alinea,conviviaux,20,612,1008,"BCDPEE+Lato,Italic",#378,448,488,565,574,19717,6,P,H1 +O,I-Alinea,et,20,612,1008,"BCDPEE+Lato,Italic",#378,491,499,565,574,19717,6,P,H1 +O,I-Alinea,faciles,20,612,1008,"BCDOEE+Lato,Italic",#378,149,172,578,587,19730,6,P,H1 +O,I-Alinea,d’accès,20,612,1008,"BCDOEE+Lato,Italic",#378,174,202,578,587,19730,6,P,H1 +O,I-Alinea,pour,20,612,1008,"BCDOEE+Lato,Italic",#378,204,221,578,587,19730,6,P,H1 +O,I-Alinea,leurs,20,612,1008,"BCDOEE+Lato,Italic",#378,223,241,578,587,19730,6,P,H1 +O,I-Alinea,achats,20,612,1008,"BCDOEE+Lato,Italic",#378,243,268,578,587,19730,6,P,H1 +O,I-Alinea,et,20,612,1008,"BCDOEE+Lato,Italic",#378,270,278,578,587,19730,6,P,H1 +O,I-Alinea,leur,20,612,1008,"BCDOEE+Lato,Italic",#378,280,294,578,587,19730,6,P,H1 +O,I-Alinea,vie,20,612,1008,"BCDOEE+Lato,Italic",#378,296,307,578,587,19730,6,P,H1 +O,I-Alinea,sociale.,20,612,1008,"BCDOEE+Lato,Italic",#378,309,336,578,587,19730,6,P,H1 +O,B-Alinea,Il,20,612,1008,"BCDOEE+Lato,Italic",#378,149,153,600,609,19752,7,P,H1 +O,I-Alinea,reste,20,612,1008,"BCDOEE+Lato,Italic",#378,155,174,600,609,19752,7,P,H1 +O,I-Alinea,qu’il,20,612,1008,"BCDOEE+Lato,Italic",#378,176,191,600,609,19752,7,P,H1 +O,I-Alinea,serait,20,612,1008,"BCDOEE+Lato,Italic",#378,193,214,600,609,19752,7,P,H1 +O,I-Alinea,trop,20,612,1008,"BCDOEE+Lato,Italic",#378,216,232,600,609,19752,7,P,H1 +O,I-Alinea,facile,20,612,1008,"BCDOEE+Lato,Italic",#378,234,254,600,609,19752,7,P,H1 +O,I-Alinea,d’accuser,20,612,1008,"BCDOEE+Lato,Italic",#378,256,291,600,609,19752,7,P,H1 +O,I-Alinea,les,20,612,1008,"BCDOEE+Lato,Italic",#378,293,303,600,609,19752,7,P,H1 +O,I-Alinea,règlements,20,612,1008,"BCDOEE+Lato,Italic",#378,305,346,600,609,19752,7,P,H1 +O,I-Alinea,d’urbanisme,20,612,1008,"BCDOEE+Lato,Italic",#378,348,393,600,609,19752,7,P,H1 +O,I-Alinea,lorsqu’une,20,612,1008,"BCDOEE+Lato,Italic",#378,395,434,600,609,19752,7,P,H1 +O,I-Alinea,économie,20,612,1008,"BCDOEE+Lato,Italic",#378,436,472,600,609,19752,7,P,H1 +O,I-Alinea,tourne,20,612,1008,"BCDOEE+Lato,Italic",#378,474,499,600,609,19752,7,P,H1 +O,I-Alinea,à,20,612,1008,"BCDPEE+Lato,Italic",#378,149,153,612,621,19764,7,P,H1 +O,I-Alinea,la,20,612,1008,"BCDPEE+Lato,Italic",#378,156,163,612,621,19764,7,P,H1 +O,I-Alinea,baisse.,20,612,1008,"BCDPEE+Lato,Italic",#378,165,190,612,621,19764,7,P,H1 +O,I-Alinea,Ces,20,612,1008,"BCDPEE+Lato,Italic",#378,192,206,612,621,19764,7,P,H1 +O,I-Alinea,derniers,20,612,1008,"BCDPEE+Lato,Italic",#378,208,238,612,621,19764,7,P,H1 +O,I-Alinea,ont,20,612,1008,"BCDPEE+Lato,Italic",#378,241,253,612,621,19764,7,P,H1 +O,I-Alinea,normalement,20,612,1008,"BCDPEE+Lato,Italic",#378,256,306,612,621,19764,7,P,H1 +O,I-Alinea,le,20,612,1008,"BCDPEE+Lato,Italic",#378,308,315,612,621,19764,7,P,H1 +O,I-Alinea,rôle,20,612,1008,"BCDPEE+Lato,Italic",#378,317,331,612,621,19764,7,P,H1 +O,I-Alinea,de,20,612,1008,"BCDPEE+Lato,Italic",#378,333,343,612,621,19764,7,P,H1 +O,I-Alinea,mettre,20,612,1008,"BCDPEE+Lato,Italic",#378,345,370,612,621,19764,7,P,H1 +O,I-Alinea,en,20,612,1008,"BCDOEE+Lato,Italic",#378,373,382,612,621,19764,7,P,H1 +O,I-Alinea,œuvre,20,612,1008,"BCDOEE+Lato,Italic",#378,384,408,612,621,19764,7,P,H1 +O,I-Alinea,une,20,612,1008,"BCDOEE+Lato,Italic",#378,411,424,612,621,19764,7,P,H1 +O,I-Alinea,vision,20,612,1008,"BCDOEE+Lato,Italic",#378,427,448,612,621,19764,7,P,H1 +O,I-Alinea,et,20,612,1008,"BCDOEE+Lato,Italic",#378,451,458,612,621,19764,7,P,H1 +O,I-Alinea,non,20,612,1008,"BCDOEE+Lato,Italic",#378,461,475,612,621,19764,7,P,H1 +O,I-Alinea,d’être,20,612,1008,"BCDOEE+Lato,Italic",#378,477,499,612,621,19764,7,P,H1 +O,I-Alinea,déconnecté,20,612,1008,"BCDOEE+Lato,Italic",#378,149,192,625,634,19777,7,P,H1 +O,I-Alinea,des,20,612,1008,"BCDOEE+Lato,Italic",#378,196,208,625,634,19777,7,P,H1 +O,I-Alinea,aspirations,20,612,1008,"BCDOEE+Lato,Italic",#378,212,253,625,634,19777,7,P,H1 +O,I-Alinea,d’une,20,612,1008,"BCDOEE+Lato,Italic",#378,257,277,625,634,19777,7,P,H1 +O,I-Alinea,communauté.,20,612,1008,"BCDOEE+Lato,Italic",#378,281,332,625,634,19777,7,P,H1 +O,I-Alinea,Un,20,612,1008,"BCDOEE+Lato,Italic",#378,336,347,625,634,19777,7,P,H1 +O,I-Alinea,travail,20,612,1008,"BCDOEE+Lato,Italic",#378,350,374,625,634,19777,7,P,H1 +O,I-Alinea,parallèle,20,612,1008,"BCDOEE+Lato,Italic",#378,378,409,625,634,19777,7,P,H1 +O,I-Alinea,de,20,612,1008,"BCDOEE+Lato,Italic",#378,413,422,625,634,19777,7,P,H1 +O,I-Alinea,mise,20,612,1008,"BCDOEE+Lato,Italic",#378,426,443,625,634,19777,7,P,H1 +O,I-Alinea,en,20,612,1008,"BCDOEE+Lato,Italic",#378,446,455,625,634,19777,7,P,H1 +O,I-Alinea,valeur,20,612,1008,"BCDOEE+Lato,Italic",#378,459,482,625,634,19777,7,P,H1 +O,I-Alinea,des,20,612,1008,"BCDOEE+Lato,Italic",#378,486,498,625,634,19777,7,P,H1 +O,I-Alinea,opportunités,20,612,1008,"BCDPEE+Lato,Italic",#378,149,197,637,646,19789,7,P,H1 +O,I-Alinea,de,20,612,1008,"BCDPEE+Lato,Italic",#378,199,208,637,646,19789,7,P,H1 +O,I-Alinea,développement,20,612,1008,"BCDPEE+Lato,Italic",#378,211,269,637,646,19789,7,P,H1 +O,I-Alinea,ou,20,612,1008,"BCDPEE+Lato,Italic",#378,271,281,637,646,19789,7,P,H1 +O,I-Alinea,"redéveloppement,",20,612,1008,"BCDPEE+Lato,Italic",#378,284,350,637,646,19789,7,P,H1 +O,I-Alinea,que,20,612,1008,"BCDPEE+Lato,Italic",#378,353,367,637,646,19789,7,P,H1 +O,I-Alinea,ce,20,612,1008,"BCDPEE+Lato,Italic",#378,370,378,637,646,19789,7,P,H1 +O,I-Alinea,soit,20,612,1008,"BCDPEE+Lato,Italic",#378,381,394,637,646,19789,7,P,H1 +O,I-Alinea,sous,20,612,1008,"BCDPEE+Lato,Italic",#378,397,414,637,646,19789,7,P,H1 +O,I-Alinea,forme,20,612,1008,"BCDPEE+Lato,Italic",#378,416,438,637,646,19789,7,P,H1 +O,I-Alinea,de,20,612,1008,"BCDPEE+Lato,Italic",#378,441,450,637,646,19789,7,P,H1 +O,I-Alinea,fiches,20,612,1008,"BCDPEE+Lato,Italic",#378,453,475,637,646,19789,7,P,H1 +O,I-Alinea,ou,20,612,1008,"BCDPEE+Lato,Italic",#378,477,487,637,646,19789,7,P,H1 +O,I-Alinea,de,20,612,1008,"BCDPEE+Lato,Italic",#378,489,499,637,646,19789,7,P,H1 +O,I-Alinea,prospection,20,612,1008,"BCDPEE+Lato,Italic",#378,149,193,650,659,19802,7,P,H1 +O,I-Alinea,"active,",20,612,1008,"BCDPEE+Lato,Italic",#378,195,220,650,659,19802,7,P,H1 +O,I-Alinea,reste,20,612,1008,"BCDPEE+Lato,Italic",#378,222,240,650,659,19802,7,P,H1 +O,I-Alinea,essentiel,20,612,1008,"BCDPEE+Lato,Italic",#378,243,275,650,659,19802,7,P,H1 +O,I-Alinea,à,20,612,1008,"BCDPEE+Lato,Italic",#378,277,282,650,659,19802,7,P,H1 +O,I-Alinea,la,20,612,1008,"BCDPEE+Lato,Italic",#378,284,290,650,659,19802,7,P,H1 +O,I-Alinea,mise,20,612,1008,"BCDPEE+Lato,Italic",#378,293,310,650,659,19802,7,P,H1 +O,I-Alinea,en,20,612,1008,"BCDOEE+Lato,Italic",#378,312,321,650,659,19802,7,P,H1 +O,I-Alinea,œuvre,20,612,1008,"BCDOEE+Lato,Italic",#378,324,347,650,659,19802,7,P,H1 +O,I-Alinea,d’une,20,612,1008,"BCDOEE+Lato,Italic",#378,349,370,650,659,19802,7,P,H1 +O,I-Alinea,vision,20,612,1008,"BCDOEE+Lato,Italic",#378,372,394,650,659,19802,7,P,H1 +O,I-Alinea,économique.,20,612,1008,"BCDOEE+Lato,Italic",#378,396,443,650,659,19802,7,P,H1 +O,I-Alinea,Il,20,612,1008,"BCDOEE+Lato,Italic",#378,446,450,650,659,19802,7,P,H1 +O,I-Alinea,faut,20,612,1008,"BCDOEE+Lato,Italic",#378,452,468,650,659,19802,7,P,H1 +O,I-Alinea,pousser,20,612,1008,"BCDOEE+Lato,Italic",#378,470,499,650,659,19802,7,P,H1 +O,I-Alinea,l’investisseur,20,612,1008,"BCDOEE+Lato,Italic",#378,149,196,662,671,19814,7,P,H1 +O,I-Alinea,vers,20,612,1008,"BCDOEE+Lato,Italic",#378,199,214,662,671,19814,7,P,H1 +O,I-Alinea,cette,20,612,1008,"BCDOEE+Lato,Italic",#378,216,235,662,671,19814,7,P,H1 +O,I-Alinea,vision,20,612,1008,"BCDOEE+Lato,Italic",#378,237,259,662,671,19814,7,P,H1 +O,I-Alinea,concertée,20,612,1008,"BCDOEE+Lato,Italic",#378,261,297,662,671,19814,7,P,H1 +O,I-Alinea,du,20,612,1008,"BCDOEE+Lato,Italic",#378,300,309,662,671,19814,7,P,H1 +O,I-Alinea,territoire,20,612,1008,"BCDOEE+Lato,Italic",#378,311,344,662,671,19814,7,P,H1 +O,I-Alinea,pour,20,612,1008,"BCDOEE+Lato,Italic",#378,346,363,662,671,19814,7,P,H1 +O,I-Alinea,avoir,20,612,1008,"BCDOEE+Lato,Italic",#378,366,384,662,671,19814,7,P,H1 +O,I-Alinea,des,20,612,1008,"BCDOEE+Lato,Italic",#378,386,399,662,671,19814,7,P,H1 +O,I-Alinea,résultats.,20,612,1008,"BCDOEE+Lato,Italic",#378,401,436,662,671,19814,7,P,H1 +O,B-Alinea,Dans,20,612,1008,"BCDPEE+Lato,Italic",#378,149,168,684,693,19836,8,P,H1 +O,I-Alinea,le,20,612,1008,"BCDPEE+Lato,Italic",#378,170,177,684,693,19836,8,P,H1 +O,I-Alinea,cas,20,612,1008,"BCDPEE+Lato,Italic",#378,179,191,684,693,19836,8,P,H1 +O,I-Alinea,de,20,612,1008,"BCDPEE+Lato,Italic",#378,193,202,684,693,19836,8,P,H1 +O,I-Alinea,"Sainte-Adèle,",20,612,1008,"BCDPEE+Lato,Italic",#378,204,254,684,693,19836,8,P,H1 +O,I-Alinea,des,20,612,1008,"BCDPEE+Lato,Italic",#378,256,269,684,693,19836,8,P,H1 +O,I-Alinea,efforts,20,612,1008,"BCDPEE+Lato,Italic",#378,271,296,684,693,19836,8,P,H1 +O,I-Alinea,pour,20,612,1008,"BCDPEE+Lato,Italic",#378,298,315,684,693,19836,8,P,H1 +O,I-Alinea,1),20,612,1008,"BCDPEE+Lato,Italic",#378,317,325,684,693,19836,8,P,H1 +O,I-Alinea,continuer,20,612,1008,"BCDPEE+Lato,Italic",#378,327,362,684,693,19836,8,P,H1 +O,I-Alinea,de,20,612,1008,"BCDPEE+Lato,Italic",#378,365,374,684,693,19836,8,P,H1 +O,I-Alinea,mettre,20,612,1008,"BCDPEE+Lato,Italic",#378,376,401,684,693,19836,8,P,H1 +O,I-Alinea,en,20,612,1008,"BCDPEE+Lato,Italic",#378,403,412,684,693,19836,8,P,H1 +O,I-Alinea,valeur,20,612,1008,"BCDPEE+Lato,Italic",#378,414,437,684,693,19836,8,P,H1 +O,I-Alinea,le,20,612,1008,"BCDPEE+Lato,Italic",#378,439,446,684,693,19836,8,P,H1 +O,I-Alinea,mont,20,612,1008,"BCDPEE+Lato,Italic",#378,448,467,684,693,19836,8,P,H1 +O,I-Alinea,"Gabriel,",20,612,1008,"BCDPEE+Lato,Italic",#378,470,498,684,693,19836,8,P,H1 +O,I-Alinea,2),20,612,1008,"BCDPEE+Lato,Italic",#378,149,156,697,706,19849,8,P,H1 +O,I-Alinea,trouver,20,612,1008,"BCDPEE+Lato,Italic",#378,159,186,697,706,19849,8,P,H1 +O,I-Alinea,une,20,612,1008,"BCDPEE+Lato,Italic",#378,188,202,697,706,19849,8,P,H1 +O,I-Alinea,solution,20,612,1008,"BCDPEE+Lato,Italic",#378,204,234,697,706,19849,8,P,H1 +O,I-Alinea,à,20,612,1008,"BCDOEE+Lato,Italic",#378,236,241,697,706,19849,8,P,H1 +O,I-Alinea,l’impasse,20,612,1008,"BCDOEE+Lato,Italic",#378,243,277,697,706,19849,8,P,H1 +O,I-Alinea,actuelle,20,612,1008,"BCDOEE+Lato,Italic",#378,279,309,697,706,19849,8,P,H1 +O,I-Alinea,du,20,612,1008,"BCDOEE+Lato,Italic",#378,311,320,697,706,19849,8,P,H1 +O,I-Alinea,Chantecler,20,612,1008,"BCDOEE+Lato,Italic",#378,323,363,697,706,19849,8,P,H1 +O,I-Alinea,et,20,612,1008,"BCDOEE+Lato,Italic",#378,365,373,697,706,19849,8,P,H1 +O,I-Alinea,3),20,612,1008,"BCDOEE+Lato,Italic",#378,375,383,697,706,19849,8,P,H1 +O,I-Alinea,définir,20,612,1008,"BCDOEE+Lato,Italic",#378,385,409,697,706,19849,8,P,H1 +O,I-Alinea,une,20,612,1008,"BCDOEE+Lato,Italic",#378,411,425,697,706,19849,8,P,H1 +O,I-Alinea,vision,20,612,1008,"BCDOEE+Lato,Italic",#378,427,448,697,706,19849,8,P,H1 +O,I-Alinea,durable,20,612,1008,"BCDOEE+Lato,Italic",#378,451,479,697,706,19849,8,P,H1 +O,I-Alinea,pour,20,612,1008,"BCDOEE+Lato,Italic",#378,481,498,697,706,19849,8,P,H1 +O,I-Alinea,le,20,612,1008,"BCDPEE+Lato,Italic",#378,149,155,709,718,19861,8,P,H1 +O,I-Alinea,projet,20,612,1008,"BCDPEE+Lato,Italic",#378,160,182,709,718,19861,8,P,H1 +O,I-Alinea,de,20,612,1008,"BCDPEE+Lato,Italic",#378,186,195,709,718,19861,8,P,H1 +O,I-Alinea,La,20,612,1008,"BCDPEE+Lato,Italic",#378,200,209,709,718,19861,8,P,H1 +O,I-Alinea,Rolland,20,612,1008,"BCDPEE+Lato,Italic",#378,213,241,709,718,19861,8,P,H1 +O,I-Alinea,nous,20,612,1008,"BCDPEE+Lato,Italic",#378,245,263,709,718,19861,8,P,H1 +O,I-Alinea,apparaissent,20,612,1008,"BCDPEE+Lato,Italic",#378,267,315,709,718,19861,8,P,H1 +O,I-Alinea,comme,20,612,1008,"BCDPEE+Lato,Italic",#378,320,347,709,718,19861,8,P,H1 +O,I-Alinea,essentiels,20,612,1008,"BCDPEE+Lato,Italic",#378,352,387,709,718,19861,8,P,H1 +O,I-Alinea,au,20,612,1008,"BCDPEE+Lato,Italic",#378,392,401,709,718,19861,8,P,H1 +O,I-Alinea,futur,20,612,1008,"BCDPEE+Lato,Italic",#378,405,424,709,718,19861,8,P,H1 +O,I-Alinea,économique,20,612,1008,"BCDPEE+Lato,Italic",#378,428,474,709,718,19861,8,P,H1 +O,I-Alinea,de,20,612,1008,"BCDPEE+Lato,Italic",#378,478,487,709,718,19861,8,P,H1 +O,I-Alinea,la,20,612,1008,"BCDPEE+Lato,Italic",#378,492,498,709,718,19861,8,P,H1 +O,I-Alinea,municipalité,20,612,1008,"BCDPEE+Lato,Italic",#378,149,195,722,731,19874,8,P,H1 +O,I-Alinea,si,20,612,1008,"BCDPEE+Lato,Italic",#378,197,203,722,731,19874,8,P,H1 +O,I-Alinea,elle,20,612,1008,"BCDPEE+Lato,Italic",#378,205,218,722,731,19874,8,P,H1 +O,I-Alinea,souhaite,20,612,1008,"BCDPEE+Lato,Italic",#378,221,253,722,731,19874,8,P,H1 +O,I-Alinea,favoriser,20,612,1008,"BCDPEE+Lato,Italic",#378,255,288,722,731,19874,8,P,H1 +O,I-Alinea,un,20,612,1008,"BCDPEE+Lato,Italic",#378,290,300,722,731,19874,8,P,H1 +O,I-Alinea,développement,20,612,1008,"BCDPEE+Lato,Italic",#378,302,360,722,731,19874,8,P,H1 +O,I-Alinea,commercial,20,612,1008,"BCDPEE+Lato,Italic",#378,362,405,722,731,19874,8,P,H1 +O,I-Alinea,plus,20,612,1008,"BCDPEE+Lato,Italic",#378,408,423,722,731,19874,8,P,H1 +O,I-Alinea,intensif.,20,612,1008,"BCDPEE+Lato,Italic",#378,425,455,722,731,19874,8,P,H1 +O,I-Alinea,Même,20,612,1008,"BCDPEE+Lato,Italic",#378,458,481,722,731,19874,8,P,H1 +O,I-Alinea,si,20,612,1008,"BCDPEE+Lato,Italic",#378,484,489,722,731,19874,8,P,H1 +O,I-Alinea,la,20,612,1008,"BCDPEE+Lato,Italic",#378,492,498,722,731,19874,8,P,H1 +O,I-Alinea,municipalité,20,612,1008,"BCDPEE+Lato,Italic",#378,149,195,734,743,19886,8,P,H1 +O,I-Alinea,a,20,612,1008,"BCDPEE+Lato,Italic",#378,198,203,734,743,19886,8,P,H1 +O,I-Alinea,progressivement,20,612,1008,"BCDPEE+Lato,Italic",#378,206,267,734,743,19886,8,P,H1 +O,I-Alinea,délaissé,20,612,1008,"BCDPEE+Lato,Italic",#378,271,300,734,743,19886,8,P,H1 +O,I-Alinea,une,20,612,1008,"BCDPEE+Lato,Italic",#378,303,317,734,743,19886,8,P,H1 +O,I-Alinea,activité,20,612,1008,"BCDPEE+Lato,Italic",#378,320,348,734,743,19886,8,P,H1 +O,I-Alinea,économique,20,612,1008,"BCDPEE+Lato,Italic",#378,351,397,734,743,19886,8,P,H1 +O,I-Alinea,axée,20,612,1008,"BCDPEE+Lato,Italic",#378,400,417,734,743,19886,8,P,H1 +O,I-Alinea,sur,20,612,1008,"BCDPEE+Lato,Italic",#378,421,432,734,743,19886,8,P,H1 +O,I-Alinea,le,20,612,1008,"BCDPEE+Lato,Italic",#378,436,442,734,743,19886,8,P,H1 +O,I-Alinea,tourisme,20,612,1008,"BCDPEE+Lato,Italic",#378,445,478,734,743,19886,8,P,H1 +O,I-Alinea,et,20,612,1008,"BCDPEE+Lato,Italic",#378,481,489,734,743,19886,8,P,H1 +O,I-Alinea,la,20,612,1008,"BCDPEE+Lato,Italic",#378,492,498,734,743,19886,8,P,H1 +O,I-Alinea,"villégiature,",20,612,1008,"BCDPEE+Lato,Italic",#378,149,192,747,756,19899,8,P,H1 +O,I-Alinea,il,20,612,1008,"BCDPEE+Lato,Italic",#378,197,201,747,756,19899,8,P,H1 +O,I-Alinea,reste,20,612,1008,"BCDPEE+Lato,Italic",#378,206,224,747,756,19899,8,P,H1 +O,I-Alinea,que,20,612,1008,"BCDPEE+Lato,Italic",#378,229,243,747,756,19899,8,P,H1 +O,I-Alinea,les,20,612,1008,"BCDPEE+Lato,Italic",#378,248,258,747,756,19899,8,P,H1 +O,I-Alinea,principales,20,612,1008,"BCDPEE+Lato,Italic",#378,263,303,747,756,19899,8,P,H1 +O,I-Alinea,opportunités,20,612,1008,"BCDPEE+Lato,Italic",#378,308,355,747,756,19899,8,P,H1 +O,I-Alinea,avec,20,612,1008,"BCDPEE+Lato,Italic",#378,360,378,747,756,19899,8,P,H1 +O,I-Alinea,un,20,612,1008,"BCDPEE+Lato,Italic",#378,382,392,747,756,19899,8,P,H1 +O,I-Alinea,impact,20,612,1008,"BCDPEE+Lato,Italic",#378,397,423,747,756,19899,8,P,H1 +O,I-Alinea,pour,20,612,1008,"BCDPEE+Lato,Italic",#378,428,445,747,756,19899,8,P,H1 +O,I-Alinea,accélérer,20,612,1008,"BCDPEE+Lato,Italic",#378,450,484,747,756,19899,8,P,H1 +O,I-Alinea,les,20,612,1008,"BCDPEE+Lato,Italic",#378,489,498,747,756,19899,8,P,H1 +O,I-Alinea,investissements,20,612,1008,"BCDPEE+Lato,Italic",#378,149,208,759,768,19911,8,P,H1 +O,I-Alinea,sur,20,612,1008,"BCDPEE+Lato,Italic",#378,210,221,759,768,19911,8,P,H1 +O,I-Alinea,le,20,612,1008,"BCDPEE+Lato,Italic",#378,223,230,759,768,19911,8,P,H1 +O,I-Alinea,territoire,20,612,1008,"BCDPEE+Lato,Italic",#378,232,265,759,768,19911,8,P,H1 +O,I-Alinea,sont,20,612,1008,"BCDPEE+Lato,Italic",#378,267,283,759,768,19911,8,P,H1 +O,I-Alinea,encore,20,612,1008,"BCDPEE+Lato,Italic",#378,285,310,759,768,19911,8,P,H1 +O,I-Alinea,fortement,20,612,1008,"BCDPEE+Lato,Italic",#378,312,350,759,768,19911,8,P,H1 +O,I-Alinea,liées,20,612,1008,"BCDPEE+Lato,Italic",#378,352,368,759,768,19911,8,P,H1 +O,I-Alinea,à,20,612,1008,"BCDPEE+Lato,Italic",#378,370,375,759,768,19911,8,P,H1 +O,I-Alinea,ce,20,612,1008,"BCDPEE+Lato,Italic",#378,377,386,759,768,19911,8,P,H1 +O,I-Alinea,secteur,20,612,1008,"BCDPEE+Lato,Italic",#378,388,415,759,768,19911,8,P,H1 +O,I-Alinea,de,20,612,1008,"BCDPEE+Lato,Italic",#378,417,426,759,768,19911,8,P,H1 +O,I-Alinea,l’économie.,20,612,1008,"BCDOEE+Lato,Italic",#378,428,470,759,768,19911,8,P,H1 +O,I-Alinea,11F10,20,612,1008,"BCDOEE+Lato,Italic",#378,472,498,759,768,19911,8,P,H1 +O,B-Alinea,En,20,612,1008,"BCDOEE+Lato,Italic",#378,149,158,781,790,19933,9,P,H1 +O,I-Alinea,"somme,",20,612,1008,"BCDOEE+Lato,Italic",#378,162,190,781,790,19933,9,P,H1 +O,I-Alinea,le,20,612,1008,"BCDOEE+Lato,Italic",#378,194,200,781,790,19933,9,P,H1 +O,I-Alinea,développement,20,612,1008,"BCDOEE+Lato,Italic",#378,203,261,781,790,19933,9,P,H1 +O,I-Alinea,d’une,20,612,1008,"BCDOEE+Lato,Italic",#378,264,284,781,790,19933,9,P,H1 +O,I-Alinea,image,20,612,1008,"BCDOEE+Lato,Italic",#378,288,310,781,790,19933,9,P,H1 +O,I-Alinea,corporative,20,612,1008,"BCDOEE+Lato,Italic",#378,313,356,781,790,19933,9,P,H1 +O,I-Alinea,"intégrée,",20,612,1008,"BCDOEE+Lato,Italic",#378,359,392,781,790,19933,9,P,H1 +O,I-Alinea,une,20,612,1008,"BCDOEE+Lato,Italic",#378,395,409,781,790,19933,9,P,H1 +O,I-Alinea,meilleure,20,612,1008,"BCDOEE+Lato,Italic",#378,412,446,781,790,19933,9,P,H1 +O,I-Alinea,collaboration,20,612,1008,"BCDOEE+Lato,Italic",#378,449,498,781,790,19933,9,P,H1 +O,I-Alinea,avec,20,612,1008,"BCDPEE+Lato,Italic",#378,149,166,794,803,19946,9,P,H1 +O,I-Alinea,les,20,612,1008,"BCDPEE+Lato,Italic",#378,169,179,794,803,19946,9,P,H1 +O,I-Alinea,différents,20,612,1008,"BCDPEE+Lato,Italic",#378,181,217,794,803,19946,9,P,H1 +O,I-Alinea,acteurs,20,612,1008,"BCDPEE+Lato,Italic",#378,220,247,794,803,19946,9,P,H1 +O,I-Alinea,telle,20,612,1008,"BCDPEE+Lato,Italic",#378,250,266,794,803,19946,9,P,H1 +O,I-Alinea,que,20,612,1008,"BCDPEE+Lato,Italic",#378,268,282,794,803,19946,9,P,H1 +O,I-Alinea,la,20,612,1008,"BCDPEE+Lato,Italic",#378,285,291,794,803,19946,9,P,H1 +O,I-Alinea,MRC,20,612,1008,"BCDPEE+Lato,Italic",#378,294,313,794,803,19946,9,P,H1 +O,I-Alinea,des,20,612,1008,"BCDPEE+Lato,Italic",#378,315,328,794,803,19946,9,P,H1 +O,I-Alinea,"Pays-d’en-haut,",20,612,1008,"BCDPEE+Lato,Italic",#378,330,390,794,803,19946,9,P,H1 +O,I-Alinea,la,20,612,1008,"BCDPEE+Lato,Italic",#378,392,399,794,803,19946,9,P,H1 +O,I-Alinea,chambre,20,612,1008,"BCDPEE+Lato,Italic",#378,401,434,794,803,19946,9,P,H1 +O,I-Alinea,de,20,612,1008,"BCDPEE+Lato,Italic",#378,437,446,794,803,19946,9,P,H1 +O,I-Alinea,commerce,20,612,1008,"BCDPEE+Lato,Italic",#378,448,487,794,803,19946,9,P,H1 +O,I-Alinea,de,20,612,1008,"BCDPEE+Lato,Italic",#378,490,499,794,803,19946,9,P,H1 +O,I-Alinea,"Sainte-Adèle,",20,612,1008,"BCDPEE+Lato,Italic",#378,149,199,806,815,19958,9,P,H1 +O,I-Alinea,le,20,612,1008,"BCDPEE+Lato,Italic",#378,200,207,806,815,19958,9,P,H1 +O,I-Alinea,développement,20,612,1008,"BCDPEE+Lato,Italic",#378,209,266,806,815,19958,9,P,H1 +O,I-Alinea,de,20,612,1008,"BCDPEE+Lato,Italic",#378,268,277,806,815,19958,9,P,H1 +O,I-Alinea,meilleurs,20,612,1008,"BCDPEE+Lato,Italic",#378,279,312,806,815,19958,9,P,H1 +O,I-Alinea,outils,20,612,1008,"BCDPEE+Lato,Italic",#378,314,334,806,815,19958,9,P,H1 +O,I-Alinea,d’urbanisme,20,612,1008,"BCDOEE+Lato,Italic",#378,336,382,806,815,19958,9,P,H1 +O,I-Alinea,tels,20,612,1008,"BCDOEE+Lato,Italic",#378,383,396,806,815,19958,9,P,H1 +O,I-Alinea,que,20,612,1008,"BCDOEE+Lato,Italic",#378,398,412,806,815,19958,9,P,H1 +O,I-Alinea,des,20,612,1008,"BCDOEE+Lato,Italic",#378,414,426,806,815,19958,9,P,H1 +O,I-Alinea,"fiches-conseils,",20,612,1008,"BCDOEE+Lato,Italic",#378,428,484,806,815,19958,9,P,H1 +O,I-Alinea,des,20,612,1008,"BCDPEE+Lato,Italic",#378,486,499,806,815,19958,9,P,H1 +O,I-Alinea,PIIA,20,612,1008,"BCDPEE+Lato,Italic",#378,149,164,819,828,19971,9,P,H1 +O,I-Alinea,plus,20,612,1008,"BCDPEE+Lato,Italic",#378,166,182,819,828,19971,9,P,H1 +O,I-Alinea,efficaces,20,612,1008,"BCDPEE+Lato,Italic",#378,184,216,819,828,19971,9,P,H1 +O,I-Alinea,et,20,612,1008,"BCDPEE+Lato,Italic",#378,218,226,819,828,19971,9,P,H1 +O,I-Alinea,faciles,20,612,1008,"BCDPEE+Lato,Italic",#378,228,251,819,828,19971,9,P,H1 +O,I-Alinea,à,20,612,1008,"BCDPEE+Lato,Italic",#378,253,258,819,828,19971,9,P,H1 +O,I-Alinea,"comprendre,",20,612,1008,"BCDPEE+Lato,Italic",#378,260,307,819,828,19971,9,P,H1 +O,I-Alinea,des,20,612,1008,"BCDPEE+Lato,Italic",#378,309,322,819,828,19971,9,P,H1 +O,I-Alinea,règles,20,612,1008,"BCDPEE+Lato,Italic",#378,324,345,819,828,19971,9,P,H1 +O,I-Alinea,plus,20,612,1008,"BCDPEE+Lato,Italic",#378,347,362,819,828,19971,9,P,H1 +O,I-Alinea,adaptées,20,612,1008,"BCDPEE+Lato,Italic",#378,365,399,819,828,19971,9,P,H1 +O,I-Alinea,à,20,612,1008,"BCDPEE+Lato,Italic",#378,401,405,819,828,19971,9,P,H1 +O,I-Alinea,la,20,612,1008,"BCDPEE+Lato,Italic",#378,407,414,819,828,19971,9,P,H1 +O,I-Alinea,réalité,20,612,1008,"BCDPEE+Lato,Italic",#378,416,439,819,828,19971,9,P,H1 +O,I-Alinea,du,20,612,1008,"BCDPEE+Lato,Italic",#378,441,451,819,828,19971,9,P,H1 +O,I-Alinea,"marché,",20,612,1008,"BCDPEE+Lato,Italic",#378,453,483,819,828,19971,9,P,H1 +O,I-Alinea,une,20,612,1008,"BCDPEE+Lato,Italic",#378,485,499,819,828,19971,9,P,H1 +O,I-Alinea,plus,20,612,1008,"BCDOEE+Lato,Italic",#378,149,164,831,840,19983,9,P,H1 +O,I-Alinea,grande,20,612,1008,"BCDOEE+Lato,Italic",#378,171,197,831,840,19983,9,P,H1 +O,I-Alinea,flexibilité,20,612,1008,"BCDOEE+Lato,Italic",#378,203,237,831,840,19983,9,P,H1 +O,I-Alinea,dans,20,612,1008,"BCDOEE+Lato,Italic",#378,244,262,831,840,19983,9,P,H1 +O,I-Alinea,les,20,612,1008,"BCDOEE+Lato,Italic",#378,268,278,831,840,19983,9,P,H1 +O,I-Alinea,possibilités,20,612,1008,"BCDOEE+Lato,Italic",#378,285,325,831,840,19983,9,P,H1 +O,I-Alinea,et,20,612,1008,"BCDOEE+Lato,Italic",#378,332,340,831,840,19983,9,P,H1 +O,I-Alinea,combinaisons,20,612,1008,"BCDOEE+Lato,Italic",#378,346,397,831,840,19983,9,P,H1 +O,I-Alinea,d’usages,20,612,1008,"BCDOEE+Lato,Italic",#378,404,435,831,840,19983,9,P,H1 +O,I-Alinea,et,20,612,1008,"BCDOEE+Lato,Italic",#378,442,450,831,840,19983,9,P,H1 +O,I-Alinea,"surtout,",20,612,1008,"BCDOEE+Lato,Italic",#378,456,486,831,840,19983,9,P,H1 +O,I-Alinea,le,20,612,1008,"BCDPEE+Lato,Italic",#378,493,499,831,840,19983,9,P,H1 +O,B-Pied,9,20,612,1008,BCDLEE+Lato,#555,113,117,893,899,20045,10,P,Note;H1 +O,I-Pied,Étude,20,612,1008,BCDLEE+Lato,#555,119,142,894,903,20046,10,P,Note;H1 +O,I-Pied,LPG,20,612,1008,BCDLEE+Lato,#555,145,161,894,903,20046,10,P,Note;H1 +O,I-Pied,10,20,612,1008,BCDLEE+Lato,#555,113,120,916,922,20068,11,P,Note;H1 +O,I-Pied,Étude,20,612,1008,BCDLEE+Lato,#555,123,146,917,926,20069,11,P,Note;H1 +O,I-Pied,LPG,20,612,1008,BCDLEE+Lato,#555,148,165,917,926,20069,11,P,Note;H1 +O,I-Pied,20,20,612,1008,BCDLEE+Lato,#444,113,122,954,961,20106,,Artifact, +O,I-Pied,|,20,612,1008,BCDLEE+Lato,#444,125,127,954,961,20106,,Artifact, +O,I-Pied,5.,20,612,1008,BCDLEE+Lato,#444,131,136,954,961,20106,,Artifact, +O,I-Pied,Tendances,20,612,1008,BCDLEE+Lato,#444,138,171,954,961,20106,,Artifact, +O,I-Pied,économiques,20,612,1008,BCDLEE+Lato,#444,173,214,954,961,20106,,Artifact, 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+O,B-Section,9.1,29,612,1008,BCDLEE+Lato,#444,120,137,238,250,27814,3,P,H4 +O,I-Section,Les,29,612,1008,BCDLEE+Lato,#444,149,167,238,250,27814,3,P,H4 +O,I-Section,fondements,29,612,1008,BCDLEE+Lato,#444,170,233,238,250,27814,3,P,H4 +O,I-Section,de,29,612,1008,BCDLEE+Lato,#444,236,249,238,250,27814,3,P,H4 +O,I-Section,la,29,612,1008,BCDLEE+Lato,#444,252,261,238,250,27814,3,P,H4 +O,I-Section,Charte,29,612,1008,BCDLEE+Lato,#444,264,300,238,250,27814,3,P,H4 +O,B-Alinea,Reconnaitre,29,612,1008,"BCDPEE+Lato,Italic",#378,149,194,264,273,27840,4,P,H1 +O,I-Alinea,:,29,612,1008,"BCDPEE+Lato,Italic",#378,196,198,264,273,27840,4,P,H1 +O,B-Alinea,Le,29,612,1008,"BCDOEE+Lato,Italic",#378,149,157,286,295,27862,5,P,H1 +O,I-Alinea,paysage,29,612,1008,"BCDOEE+Lato,Italic",#378,160,190,286,295,27862,5,P,H1 +O,I-Alinea,est,29,612,1008,"BCDOEE+Lato,Italic",#378,192,204,286,295,27862,5,P,H1 +O,I-Alinea,source,29,612,1008,"BCDOEE+Lato,Italic",#378,206,230,286,295,27862,5,P,H1 +O,I-Alinea,de,29,612,1008,"BCDOEE+Lato,Italic",#378,233,242,286,295,27862,5,P,H1 +O,I-Alinea,création,29,612,1008,"BCDOEE+Lato,Italic",#378,244,275,286,295,27862,5,P,H1 +O,I-Alinea,et,29,612,1008,"BCDOEE+Lato,Italic",#378,277,285,286,295,27862,5,P,H1 +O,I-Alinea,d’expression.,29,612,1008,"BCDOEE+Lato,Italic",#378,287,335,286,295,27862,5,P,H1 +O,I-Alinea,Il,29,612,1008,"BCDPEE+Lato,Italic",#378,338,342,286,295,27862,5,P,H1 +O,I-Alinea,fait,29,612,1008,"BCDPEE+Lato,Italic",#378,344,357,286,295,27862,5,P,H1 +O,I-Alinea,partie,29,612,1008,"BCDPEE+Lato,Italic",#378,359,381,286,295,27862,5,P,H1 +O,I-Alinea,intégrante,29,612,1008,"BCDPEE+Lato,Italic",#378,384,422,286,295,27862,5,P,H1 +O,I-Alinea,de,29,612,1008,"BCDPEE+Lato,Italic",#378,424,434,286,295,27862,5,P,H1 +O,I-Alinea,notre,29,612,1008,"BCDPEE+Lato,Italic",#378,436,456,286,295,27862,5,P,H1 +O,I-Alinea,patrimoine,29,612,1008,"BCDPEE+Lato,Italic",#378,458,499,286,295,27862,5,P,H1 +O,I-Alinea,"naturel,",29,612,1008,"BCDPEE+Lato,Italic",#378,149,178,298,307,27874,5,P,H1 +O,I-Alinea,culturel,29,612,1008,"BCDPEE+Lato,Italic",#378,180,208,298,307,27874,5,P,H1 +O,I-Alinea,et,29,612,1008,"BCDPEE+Lato,Italic",#378,210,218,298,307,27874,5,P,H1 +O,I-Alinea,collectif.,29,612,1008,"BCDPEE+Lato,Italic",#378,220,251,298,307,27874,5,P,H1 +O,B-Alinea,Le,29,612,1008,"BCDPEE+Lato,Italic",#378,149,157,321,330,27897,6,P,H1 +O,I-Alinea,paysage,29,612,1008,"BCDPEE+Lato,Italic",#378,160,191,321,330,27897,6,P,H1 +O,I-Alinea,est,29,612,1008,"BCDPEE+Lato,Italic",#378,193,205,321,330,27897,6,P,H1 +O,I-Alinea,un,29,612,1008,"BCDPEE+Lato,Italic",#378,207,217,321,330,27897,6,P,H1 +O,I-Alinea,bien,29,612,1008,"BCDPEE+Lato,Italic",#378,220,235,321,330,27897,6,P,H1 +O,I-Alinea,"commun,",29,612,1008,"BCDPEE+Lato,Italic",#378,238,273,321,330,27897,6,P,H1 +O,I-Alinea,de,29,612,1008,"BCDPEE+Lato,Italic",#378,275,285,321,330,27897,6,P,H1 +O,I-Alinea,responsabilité,29,612,1008,"BCDPEE+Lato,Italic",#378,287,339,321,330,27897,6,P,H1 +O,I-Alinea,individuelle,29,612,1008,"BCDPEE+Lato,Italic",#378,342,384,321,330,27897,6,P,H1 +O,I-Alinea,et,29,612,1008,"BCDPEE+Lato,Italic",#378,387,394,321,330,27897,6,P,H1 +O,I-Alinea,"collective,",29,612,1008,"BCDPEE+Lato,Italic",#378,397,434,321,330,27897,6,P,H1 +O,I-Alinea,ce,29,612,1008,"BCDPEE+Lato,Italic",#378,437,445,321,330,27897,6,P,H1 +O,I-Alinea,qui,29,612,1008,"BCDPEE+Lato,Italic",#378,448,459,321,330,27897,6,P,H1 +O,I-Alinea,en,29,612,1008,"BCDPEE+Lato,Italic",#378,462,471,321,330,27897,6,P,H1 +O,I-Alinea,fait,29,612,1008,"BCDPEE+Lato,Italic",#378,474,486,321,330,27897,6,P,H1 +O,I-Alinea,un,29,612,1008,"BCDPEE+Lato,Italic",#378,489,499,321,330,27897,6,P,H1 +O,I-Alinea,enjeu,29,612,1008,"BCDPEE+Lato,Italic",#378,149,169,333,342,27909,6,P,H1 +O,I-Alinea,de,29,612,1008,"BCDPEE+Lato,Italic",#378,171,180,333,342,27909,6,P,H1 +O,I-Alinea,société.,29,612,1008,"BCDPEE+Lato,Italic",#378,182,211,333,342,27909,6,P,H1 +O,B-Alinea,Le,29,612,1008,"BCDPEE+Lato,Italic",#378,149,157,356,365,27932,7,P,H1 +O,I-Alinea,paysage,29,612,1008,"BCDPEE+Lato,Italic",#378,162,192,356,365,27932,7,P,H1 +O,I-Alinea,est,29,612,1008,"BCDPEE+Lato,Italic",#378,196,207,356,365,27932,7,P,H1 +O,I-Alinea,à,29,612,1008,"BCDPEE+Lato,Italic",#378,212,216,356,365,27932,7,P,H1 +O,I-Alinea,la,29,612,1008,"BCDPEE+Lato,Italic",#378,220,227,356,365,27932,7,P,H1 +O,I-Alinea,fois,29,612,1008,"BCDPEE+Lato,Italic",#378,231,244,356,365,27932,7,P,H1 +O,I-Alinea,le,29,612,1008,"BCDPEE+Lato,Italic",#378,249,255,356,365,27932,7,P,H1 +O,I-Alinea,résultat,29,612,1008,"BCDPEE+Lato,Italic",#378,259,288,356,365,27932,7,P,H1 +O,I-Alinea,et,29,612,1008,"BCDPEE+Lato,Italic",#378,292,300,356,365,27932,7,P,H1 +O,I-Alinea,la,29,612,1008,"BCDPEE+Lato,Italic",#378,304,311,356,365,27932,7,P,H1 +O,I-Alinea,reconnaissance,29,612,1008,"BCDPEE+Lato,Italic",#378,315,372,356,365,27932,7,P,H1 +O,I-Alinea,des,29,612,1008,"BCDPEE+Lato,Italic",#378,377,389,356,365,27932,7,P,H1 +O,I-Alinea,occupations,29,612,1008,"BCDPEE+Lato,Italic",#378,393,439,356,365,27932,7,P,H1 +O,I-Alinea,successives,29,612,1008,"BCDPEE+Lato,Italic",#378,443,485,356,365,27932,7,P,H1 +O,I-Alinea,du,29,612,1008,"BCDPEE+Lato,Italic",#378,489,499,356,365,27932,7,P,H1 +O,I-Alinea,territoire.,29,612,1008,"BCDPEE+Lato,Italic",#378,149,184,368,377,27944,7,P,H1 +O,I-Alinea,Il,29,612,1008,"BCDPEE+Lato,Italic",#378,186,191,368,377,27944,7,P,H1 +O,I-Alinea,évolue,29,612,1008,"BCDPEE+Lato,Italic",#378,193,217,368,377,27944,7,P,H1 +O,I-Alinea,constamment,29,612,1008,"BCDPEE+Lato,Italic",#378,219,270,368,377,27944,7,P,H1 +O,I-Alinea,et,29,612,1008,"BCDPEE+Lato,Italic",#378,273,280,368,377,27944,7,P,H1 +O,I-Alinea,à,29,612,1008,"BCDPEE+Lato,Italic",#378,282,287,368,377,27944,7,P,H1 +O,I-Alinea,des,29,612,1008,"BCDPEE+Lato,Italic",#378,289,302,368,377,27944,7,P,H1 +O,I-Alinea,échelles,29,612,1008,"BCDPEE+Lato,Italic",#378,304,333,368,377,27944,7,P,H1 +O,I-Alinea,diverses.,29,612,1008,"BCDPEE+Lato,Italic",#378,335,367,368,377,27944,7,P,H1 +O,B-Alinea,La,29,612,1008,"BCDPEE+Lato,Italic",#378,149,158,391,400,27967,8,P,H1 +O,I-Alinea,région,29,612,1008,"BCDPEE+Lato,Italic",#378,161,185,391,400,27967,8,P,H1 +O,I-Alinea,des,29,612,1008,"BCDPEE+Lato,Italic",#378,188,201,391,400,27967,8,P,H1 +O,I-Alinea,Laurentides,29,612,1008,"BCDPEE+Lato,Italic",#378,204,248,391,400,27967,8,P,H1 +O,I-Alinea,est,29,612,1008,"BCDPEE+Lato,Italic",#378,252,263,391,400,27967,8,P,H1 +O,I-Alinea,privilégiée,29,612,1008,"BCDPEE+Lato,Italic",#378,266,304,391,400,27967,8,P,H1 +O,I-Alinea,par,29,612,1008,"BCDPEE+Lato,Italic",#378,308,320,391,400,27967,8,P,H1 +O,I-Alinea,la,29,612,1008,"BCDPEE+Lato,Italic",#378,324,330,391,400,27967,8,P,H1 +O,I-Alinea,diversité,29,612,1008,"BCDPEE+Lato,Italic",#378,334,366,391,400,27967,8,P,H1 +O,I-Alinea,de,29,612,1008,"BCDPEE+Lato,Italic",#378,369,379,391,400,27967,8,P,H1 +O,I-Alinea,ses,29,612,1008,"BCDPEE+Lato,Italic",#378,382,394,391,400,27967,8,P,H1 +O,I-Alinea,paysages,29,612,1008,"BCDPEE+Lato,Italic",#378,397,431,391,400,27967,8,P,H1 +O,I-Alinea,et,29,612,1008,"BCDPEE+Lato,Italic",#378,435,442,391,400,27967,8,P,H1 +O,I-Alinea,de,29,612,1008,"BCDPEE+Lato,Italic",#378,446,455,391,400,27967,8,P,H1 +O,I-Alinea,ses,29,612,1008,"BCDPEE+Lato,Italic",#378,459,470,391,400,27967,8,P,H1 +O,I-Alinea,grands,29,612,1008,"BCDPEE+Lato,Italic",#378,474,499,391,400,27967,8,P,H1 +O,I-Alinea,espaces,29,612,1008,"BCDPEE+Lato,Italic",#378,149,178,403,412,27979,8,P,H1 +O,I-Alinea,naturels.,29,612,1008,"BCDPEE+Lato,Italic",#378,185,217,403,412,27979,8,P,H1 +O,I-Alinea,Ces,29,612,1008,"BCDPEE+Lato,Italic",#378,224,238,403,412,27979,8,P,H1 +O,I-Alinea,richesses,29,612,1008,"BCDPEE+Lato,Italic",#378,245,278,403,412,27979,8,P,H1 +O,I-Alinea,sont,29,612,1008,"BCDPEE+Lato,Italic",#378,285,301,403,412,27979,8,P,H1 +O,I-Alinea,un,29,612,1008,"BCDPEE+Lato,Italic",#378,308,318,403,412,27979,8,P,H1 +O,I-Alinea,moteur,29,612,1008,"BCDPEE+Lato,Italic",#378,325,352,403,412,27979,8,P,H1 +O,I-Alinea,économique,29,612,1008,"BCDPEE+Lato,Italic",#378,359,404,403,412,27979,8,P,H1 +O,I-Alinea,incontestable,29,612,1008,"BCDPEE+Lato,Italic",#378,411,461,403,412,27979,8,P,H1 +O,I-Alinea,pour,29,612,1008,"BCDPEE+Lato,Italic",#378,468,485,403,412,27979,8,P,H1 +O,I-Alinea,le,29,612,1008,"BCDPEE+Lato,Italic",#378,492,498,403,412,27979,8,P,H1 +O,I-Alinea,développement,29,612,1008,"BCDPEE+Lato,Italic",#378,149,206,415,424,27991,8,P,H1 +O,I-Alinea,de,29,612,1008,"BCDPEE+Lato,Italic",#378,213,222,415,424,27991,8,P,H1 +O,I-Alinea,la,29,612,1008,"BCDPEE+Lato,Italic",#378,228,234,415,424,27991,8,P,H1 +O,I-Alinea,"région,",29,612,1008,"BCDPEE+Lato,Italic",#378,241,266,415,424,27991,8,P,H1 +O,I-Alinea,en,29,612,1008,"BCDPEE+Lato,Italic",#378,272,281,415,424,27991,8,P,H1 +O,I-Alinea,particulier,29,612,1008,"BCDPEE+Lato,Italic",#378,287,325,415,424,27991,8,P,H1 +O,I-Alinea,pour,29,612,1008,"BCDPEE+Lato,Italic",#378,332,349,415,424,27991,8,P,H1 +O,I-Alinea,les,29,612,1008,"BCDPEE+Lato,Italic",#378,355,365,415,424,27991,8,P,H1 +O,I-Alinea,vocations,29,612,1008,"BCDPEE+Lato,Italic",#378,371,407,415,424,27991,8,P,H1 +O,I-Alinea,de,29,612,1008,"BCDPEE+Lato,Italic",#378,413,422,415,424,27991,8,P,H1 +O,I-Alinea,villégiature,29,612,1008,"BCDPEE+Lato,Italic",#378,429,470,415,424,27991,8,P,H1 +O,I-Alinea,et,29,612,1008,"BCDPEE+Lato,Italic",#378,476,483,415,424,27991,8,P,H1 +O,I-Alinea,de,29,612,1008,"BCDPEE+Lato,Italic",#378,489,498,415,424,27991,8,P,H1 +O,I-Alinea,récréotourisme.,29,612,1008,"BCDPEE+Lato,Italic",#378,149,207,428,437,28004,8,P,H1 +O,B-Alinea,Les,29,612,1008,"BCDPEE+Lato,Italic",#378,149,161,450,459,28026,9,P,H1 +O,I-Alinea,pressions,29,612,1008,"BCDPEE+Lato,Italic",#378,164,198,450,459,28026,9,P,H1 +O,I-Alinea,du,29,612,1008,"BCDPEE+Lato,Italic",#378,200,210,450,459,28026,9,P,H1 +O,I-Alinea,développement,29,612,1008,"BCDPEE+Lato,Italic",#378,213,270,450,459,28026,9,P,H1 +O,I-Alinea,sur,29,612,1008,"BCDPEE+Lato,Italic",#378,273,284,450,459,28026,9,P,H1 +O,I-Alinea,les,29,612,1008,"BCDPEE+Lato,Italic",#378,287,297,450,459,28026,9,P,H1 +O,I-Alinea,milieux,29,612,1008,"BCDPEE+Lato,Italic",#378,299,326,450,459,28026,9,P,H1 +O,I-Alinea,engendrent,29,612,1008,"BCDPEE+Lato,Italic",#378,328,371,450,459,28026,9,P,H1 +O,I-Alinea,des,29,612,1008,"BCDPEE+Lato,Italic",#378,373,386,450,459,28026,9,P,H1 +O,I-Alinea,conséquences,29,612,1008,"BCDPEE+Lato,Italic",#378,388,440,450,459,28026,9,P,H1 +O,I-Alinea,de,29,612,1008,"BCDPEE+Lato,Italic",#378,443,452,450,459,28026,9,P,H1 +O,I-Alinea,plus,29,612,1008,"BCDPEE+Lato,Italic",#378,454,469,450,459,28026,9,P,H1 +O,I-Alinea,en,29,612,1008,"BCDPEE+Lato,Italic",#378,472,481,450,459,28026,9,P,H1 +O,I-Alinea,plus,29,612,1008,"BCDPEE+Lato,Italic",#378,483,499,450,459,28026,9,P,H1 +O,I-Alinea,déterminantes,29,612,1008,"BCDPEE+Lato,Italic",#378,149,203,463,472,28039,9,P,H1 +O,I-Alinea,aux,29,612,1008,"BCDPEE+Lato,Italic",#378,207,220,463,472,28039,9,P,H1 +O,I-Alinea,plans,29,612,1008,"BCDPEE+Lato,Italic",#378,224,244,463,472,28039,9,P,H1 +O,I-Alinea,"environnemental,",29,612,1008,"BCDPEE+Lato,Italic",#378,247,312,463,472,28039,9,P,H1 +O,I-Alinea,social,29,612,1008,"BCDPEE+Lato,Italic",#378,316,337,463,472,28039,9,P,H1 +O,I-Alinea,et,29,612,1008,"BCDPEE+Lato,Italic",#378,341,348,463,472,28039,9,P,H1 +O,I-Alinea,économique.,29,612,1008,"BCDPEE+Lato,Italic",#378,352,399,463,472,28039,9,P,H1 +O,I-Alinea,Dans,29,612,1008,"BCDPEE+Lato,Italic",#378,403,422,463,472,28039,9,P,H1 +O,I-Alinea,un,29,612,1008,"BCDPEE+Lato,Italic",#378,426,435,463,472,28039,9,P,H1 +O,I-Alinea,contexte,29,612,1008,"BCDPEE+Lato,Italic",#378,439,472,463,472,28039,9,P,H1 +O,I-Alinea,où,29,612,1008,"BCDPEE+Lato,Italic",#378,475,485,463,472,28039,9,P,H1 +O,I-Alinea,les,29,612,1008,"BCDPEE+Lato,Italic",#378,489,498,463,472,28039,9,P,H1 +O,I-Alinea,paysages,29,612,1008,"BCDOEE+Lato,Italic",#378,149,183,475,484,28051,9,P,H1 +O,I-Alinea,se,29,612,1008,"BCDOEE+Lato,Italic",#378,185,193,475,484,28051,9,P,H1 +O,I-Alinea,banalisent,29,612,1008,"BCDOEE+Lato,Italic",#378,194,233,475,484,28051,9,P,H1 +O,I-Alinea,"rapidement,",29,612,1008,"BCDOEE+Lato,Italic",#378,235,280,475,484,28051,9,P,H1 +O,I-Alinea,il,29,612,1008,"BCDOEE+Lato,Italic",#378,282,286,475,484,28051,9,P,H1 +O,I-Alinea,devient,29,612,1008,"BCDOEE+Lato,Italic",#378,288,315,475,484,28051,9,P,H1 +O,I-Alinea,urgent,29,612,1008,"BCDOEE+Lato,Italic",#378,317,342,475,484,28051,9,P,H1 +O,I-Alinea,d’agir,29,612,1008,"BCDOEE+Lato,Italic",#378,343,364,475,484,28051,9,P,H1 +O,I-Alinea,pour,29,612,1008,"BCDOEE+Lato,Italic",#378,366,383,475,484,28051,9,P,H1 +O,I-Alinea,protéger,29,612,1008,"BCDOEE+Lato,Italic",#378,385,417,475,484,28051,9,P,H1 +O,I-Alinea,la,29,612,1008,"BCDOEE+Lato,Italic",#378,419,425,475,484,28051,9,P,H1 +O,I-Alinea,diversité,29,612,1008,"BCDOEE+Lato,Italic",#378,427,459,475,484,28051,9,P,H1 +O,I-Alinea,et,29,612,1008,"BCDOEE+Lato,Italic",#378,460,468,475,484,28051,9,P,H1 +O,I-Alinea,la,29,612,1008,"BCDOEE+Lato,Italic",#378,470,476,475,484,28051,9,P,H1 +O,I-Alinea,santé,29,612,1008,"BCDOEE+Lato,Italic",#378,478,499,475,484,28051,9,P,H1 +O,I-Alinea,de,29,612,1008,"BCDPEE+Lato,Italic",#378,149,158,488,497,28064,9,P,H1 +O,I-Alinea,nos,29,612,1008,"BCDPEE+Lato,Italic",#378,160,173,488,497,28064,9,P,H1 +O,I-Alinea,paysages.,29,612,1008,"BCDPEE+Lato,Italic",#378,175,211,488,497,28064,9,P,H1 +O,I-Alinea,S’engager,29,612,1008,"BCDPEE+Lato,Italic",#378,149,185,510,519,28086,10,P,H1 +O,I-Alinea,:,29,612,1008,"BCDPEE+Lato,Italic",#378,187,189,510,519,28086,10,P,H1 +O,B-Alinea,"Reconnaitre,",29,612,1008,"BCDPEE+Lato,Italic",#378,149,196,532,541,28108,11,P,H1 +O,I-Alinea,protéger,29,612,1008,"BCDPEE+Lato,Italic",#378,198,230,532,541,28108,11,P,H1 +O,I-Alinea,et,29,612,1008,"BCDPEE+Lato,Italic",#378,232,240,532,541,28108,11,P,H1 +O,I-Alinea,mettre,29,612,1008,"BCDPEE+Lato,Italic",#378,242,267,532,541,28108,11,P,H1 +O,I-Alinea,en,29,612,1008,"BCDPEE+Lato,Italic",#378,269,278,532,541,28108,11,P,H1 +O,I-Alinea,valeur,29,612,1008,"BCDPEE+Lato,Italic",#378,280,303,532,541,28108,11,P,H1 +O,I-Alinea,de,29,612,1008,"BCDPEE+Lato,Italic",#378,305,315,532,541,28108,11,P,H1 +O,I-Alinea,façon,29,612,1008,"BCDPEE+Lato,Italic",#378,317,338,532,541,28108,11,P,H1 +O,I-Alinea,durable,29,612,1008,"BCDPEE+Lato,Italic",#378,340,368,532,541,28108,11,P,H1 +O,I-Alinea,les,29,612,1008,"BCDPEE+Lato,Italic",#378,370,380,532,541,28108,11,P,H1 +O,I-Alinea,paysages,29,612,1008,"BCDPEE+Lato,Italic",#378,382,416,532,541,28108,11,P,H1 +O,I-Alinea,des,29,612,1008,"BCDPEE+Lato,Italic",#378,418,431,532,541,28108,11,P,H1 +O,I-Alinea,Laurentides.,29,612,1008,"BCDPEE+Lato,Italic",#378,433,479,532,541,28108,11,P,H1 +O,B-Alinea,Faire,29,612,1008,"BCDPEE+Lato,Italic",#378,149,168,555,564,28131,12,P,H1 +O,I-Alinea,des,29,612,1008,"BCDPEE+Lato,Italic",#378,171,184,555,564,28131,12,P,H1 +O,I-Alinea,paysages,29,612,1008,"BCDPEE+Lato,Italic",#378,187,221,555,564,28131,12,P,H1 +O,I-Alinea,une,29,612,1008,"BCDPEE+Lato,Italic",#378,224,238,555,564,28131,12,P,H1 +O,I-Alinea,préoccupation,29,612,1008,"BCDPEE+Lato,Italic",#378,241,295,555,564,28131,12,P,H1 +O,I-Alinea,fondamentale,29,612,1008,"BCDPEE+Lato,Italic",#378,298,350,555,564,28131,12,P,H1 +O,I-Alinea,dans,29,612,1008,"BCDPEE+Lato,Italic",#378,353,371,555,564,28131,12,P,H1 +O,I-Alinea,la,29,612,1008,"BCDPEE+Lato,Italic",#378,374,381,555,564,28131,12,P,H1 +O,I-Alinea,mise,29,612,1008,"BCDPEE+Lato,Italic",#378,384,401,555,564,28131,12,P,H1 +O,I-Alinea,en,29,612,1008,"BCDPEE+Lato,Italic",#378,404,413,555,564,28131,12,P,H1 +O,I-Alinea,valeur,29,612,1008,"BCDPEE+Lato,Italic",#378,417,440,555,564,28131,12,P,H1 +O,I-Alinea,de,29,612,1008,"BCDPEE+Lato,Italic",#378,443,452,555,564,28131,12,P,H1 +O,I-Alinea,la,29,612,1008,"BCDPEE+Lato,Italic",#378,455,462,555,564,28131,12,P,H1 +O,I-Alinea,région,29,612,1008,"BCDPEE+Lato,Italic",#378,465,488,555,564,28131,12,P,H1 +O,I-Alinea,et,29,612,1008,"BCDPEE+Lato,Italic",#378,491,499,555,564,28131,12,P,H1 +O,I-Alinea,l’amélioration,29,612,1008,"BCDOEE+Lato,Italic",#378,149,200,567,576,28143,12,P,H1 +O,I-Alinea,de,29,612,1008,"BCDOEE+Lato,Italic",#378,202,211,567,576,28143,12,P,H1 +O,I-Alinea,la,29,612,1008,"BCDOEE+Lato,Italic",#378,213,220,567,576,28143,12,P,H1 +O,I-Alinea,qualité,29,612,1008,"BCDOEE+Lato,Italic",#378,222,247,567,576,28143,12,P,H1 +O,I-Alinea,de,29,612,1008,"BCDOEE+Lato,Italic",#378,250,259,567,576,28143,12,P,H1 +O,I-Alinea,vie,29,612,1008,"BCDOEE+Lato,Italic",#378,261,271,567,576,28143,12,P,H1 +O,B-Alinea,Voir,29,612,1008,"BCDPEE+Lato,Italic",#378,149,164,590,599,28166,13,P,H1 +O,I-Alinea,à,29,612,1008,"BCDPEE+Lato,Italic",#378,166,171,590,599,28166,13,P,H1 +O,I-Alinea,ce,29,612,1008,"BCDPEE+Lato,Italic",#378,172,181,590,599,28166,13,P,H1 +O,I-Alinea,que,29,612,1008,"BCDPEE+Lato,Italic",#378,182,196,590,599,28166,13,P,H1 +O,I-Alinea,la,29,612,1008,"BCDPEE+Lato,Italic",#378,198,204,590,599,28166,13,P,H1 +O,I-Alinea,démarche,29,612,1008,"BCDPEE+Lato,Italic",#378,206,243,590,599,28166,13,P,H1 +O,I-Alinea,de,29,612,1008,"BCDPEE+Lato,Italic",#378,245,254,590,599,28166,13,P,H1 +O,I-Alinea,protection,29,612,1008,"BCDPEE+Lato,Italic",#378,255,294,590,599,28166,13,P,H1 +O,I-Alinea,et,29,612,1008,"BCDPEE+Lato,Italic",#378,296,304,590,599,28166,13,P,H1 +O,I-Alinea,de,29,612,1008,"BCDPEE+Lato,Italic",#378,305,314,590,599,28166,13,P,H1 +O,I-Alinea,mise,29,612,1008,"BCDPEE+Lato,Italic",#378,316,333,590,599,28166,13,P,H1 +O,I-Alinea,en,29,612,1008,"BCDPEE+Lato,Italic",#378,335,344,590,599,28166,13,P,H1 +O,I-Alinea,valeur,29,612,1008,"BCDPEE+Lato,Italic",#378,346,369,590,599,28166,13,P,H1 +O,I-Alinea,des,29,612,1008,"BCDPEE+Lato,Italic",#378,370,383,590,599,28166,13,P,H1 +O,I-Alinea,paysages,29,612,1008,"BCDPEE+Lato,Italic",#378,384,419,590,599,28166,13,P,H1 +O,I-Alinea,respecte,29,612,1008,"BCDPEE+Lato,Italic",#378,420,452,590,599,28166,13,P,H1 +O,I-Alinea,les,29,612,1008,"BCDPEE+Lato,Italic",#378,454,464,590,599,28166,13,P,H1 +O,I-Alinea,principes,29,612,1008,"BCDPEE+Lato,Italic",#378,465,499,590,599,28166,13,P,H1 +O,I-Alinea,du,29,612,1008,"BCDPEE+Lato,Italic",#378,149,158,602,611,28178,13,P,H1 +O,I-Alinea,développement,29,612,1008,"BCDPEE+Lato,Italic",#378,161,218,602,611,28178,13,P,H1 +O,I-Alinea,durable.,29,612,1008,"BCDPEE+Lato,Italic",#378,220,250,602,611,28178,13,P,H1 +O,B-Alinea,Reconnaitre,29,612,1008,"BCDPEE+Lato,Italic",#378,149,194,624,633,28200,14,P,H1 +O,I-Alinea,qu’il,29,612,1008,"BCDOEE+Lato,Italic",#378,196,212,624,633,28200,14,P,H1 +O,I-Alinea,est,29,612,1008,"BCDOEE+Lato,Italic",#378,214,225,624,633,28200,14,P,H1 +O,I-Alinea,essentiel,29,612,1008,"BCDOEE+Lato,Italic",#378,228,260,624,633,28200,14,P,H1 +O,I-Alinea,de,29,612,1008,"BCDOEE+Lato,Italic",#378,262,271,624,633,28200,14,P,H1 +O,I-Alinea,mettre,29,612,1008,"BCDOEE+Lato,Italic",#378,274,299,624,633,28200,14,P,H1 +O,I-Alinea,sur,29,612,1008,"BCDOEE+Lato,Italic",#378,301,313,624,633,28200,14,P,H1 +O,I-Alinea,pied,29,612,1008,"BCDOEE+Lato,Italic",#378,315,331,624,633,28200,14,P,H1 +O,I-Alinea,un,29,612,1008,"BCDOEE+Lato,Italic",#378,333,343,624,633,28200,14,P,H1 +O,I-Alinea,mécanisme,29,612,1008,"BCDOEE+Lato,Italic",#378,345,387,624,633,28200,14,P,H1 +O,I-Alinea,de,29,612,1008,"BCDOEE+Lato,Italic",#378,390,399,624,633,28200,14,P,H1 +O,I-Alinea,concertation,29,612,1008,"BCDOEE+Lato,Italic",#378,401,449,624,633,28200,14,P,H1 +O,I-Alinea,régionale.,29,612,1008,"BCDPEE+Lato,Italic",#378,451,488,624,633,28200,14,P,H1 +O,I-Alinea,La,29,612,1008,"BCDPEE+Lato,Italic",#378,490,499,624,633,28200,14,P,H1 +O,I-Alinea,protection,29,612,1008,"BCDPEE+Lato,Italic",#378,149,188,637,646,28213,14,P,H1 +O,I-Alinea,et,29,612,1008,"BCDPEE+Lato,Italic",#378,190,197,637,646,28213,14,P,H1 +O,I-Alinea,la,29,612,1008,"BCDPEE+Lato,Italic",#378,199,206,637,646,28213,14,P,H1 +O,I-Alinea,mise,29,612,1008,"BCDPEE+Lato,Italic",#378,208,225,637,646,28213,14,P,H1 +O,I-Alinea,en,29,612,1008,"BCDPEE+Lato,Italic",#378,227,236,637,646,28213,14,P,H1 +O,I-Alinea,valeur,29,612,1008,"BCDPEE+Lato,Italic",#378,238,261,637,646,28213,14,P,H1 +O,I-Alinea,des,29,612,1008,"BCDPEE+Lato,Italic",#378,263,276,637,646,28213,14,P,H1 +O,I-Alinea,paysages,29,612,1008,"BCDPEE+Lato,Italic",#378,278,312,637,646,28213,14,P,H1 +O,I-Alinea,requièrent,29,612,1008,"BCDPEE+Lato,Italic",#378,314,353,637,646,28213,14,P,H1 +O,I-Alinea,une,29,612,1008,"BCDPEE+Lato,Italic",#378,355,369,637,646,28213,14,P,H1 +O,I-Alinea,mobilisation,29,612,1008,"BCDPEE+Lato,Italic",#378,371,416,637,646,28213,14,P,H1 +O,I-Alinea,sociétale,29,612,1008,"BCDPEE+Lato,Italic",#378,419,451,637,646,28213,14,P,H1 +O,I-Alinea,qui,29,612,1008,"BCDPEE+Lato,Italic",#378,454,465,637,646,28213,14,P,H1 +O,I-Alinea,doit,29,612,1008,"BCDPEE+Lato,Italic",#378,467,482,637,646,28213,14,P,H1 +O,I-Alinea,être,29,612,1008,"BCDPEE+Lato,Italic",#378,484,499,637,646,28213,14,P,H1 +O,I-Alinea,canalisée,29,612,1008,"BCDOEE+Lato,Italic",#378,149,183,649,658,28225,14,P,H1 +O,I-Alinea,dans,29,612,1008,"BCDOEE+Lato,Italic",#378,185,203,649,658,28225,14,P,H1 +O,I-Alinea,l’action,29,612,1008,"BCDOEE+Lato,Italic",#378,205,232,649,658,28225,14,P,H1 +O,I-Alinea,par,29,612,1008,"BCDOEE+Lato,Italic",#378,234,247,649,658,28225,14,P,H1 +O,I-Alinea,un,29,612,1008,"BCDOEE+Lato,Italic",#378,248,258,649,658,28225,14,P,H1 +O,I-Alinea,mécanisme,29,612,1008,"BCDOEE+Lato,Italic",#378,260,302,649,658,28225,14,P,H1 +O,I-Alinea,de,29,612,1008,"BCDOEE+Lato,Italic",#378,304,313,649,658,28225,14,P,H1 +O,I-Alinea,concertation,29,612,1008,"BCDOEE+Lato,Italic",#378,315,362,649,658,28225,14,P,H1 +O,I-Alinea,régionale.,29,612,1008,"BCDOEE+Lato,Italic",#378,364,400,649,658,28225,14,P,H1 +O,I-Alinea,Ce,29,612,1008,"BCDOEE+Lato,Italic",#378,403,412,649,658,28225,14,P,H1 +O,I-Alinea,mécanisme,29,612,1008,"BCDOEE+Lato,Italic",#378,414,456,649,658,28225,14,P,H1 +O,I-Alinea,assurera,29,612,1008,"BCDOEE+Lato,Italic",#378,458,490,649,658,28225,14,P,H1 +O,I-Alinea,la,29,612,1008,"BCDOEE+Lato,Italic",#378,492,498,649,658,28225,14,P,H1 +O,I-Alinea,"pérennité,",29,612,1008,"BCDOEE+Lato,Italic",#378,149,186,662,671,28238,14,P,H1 +O,I-Alinea,l’efficacité,29,612,1008,"BCDOEE+Lato,Italic",#378,189,227,662,671,28238,14,P,H1 +O,I-Alinea,et,29,612,1008,"BCDOEE+Lato,Italic",#378,229,236,662,671,28238,14,P,H1 +O,I-Alinea,l’harmonisation,29,612,1008,"BCDOEE+Lato,Italic",#378,239,296,662,671,28238,14,P,H1 +O,I-Alinea,de,29,612,1008,"BCDOEE+Lato,Italic",#378,298,308,662,671,28238,14,P,H1 +O,I-Alinea,l’action.,29,612,1008,"BCDOEE+Lato,Italic",#378,310,339,662,671,28238,14,P,H1 +O,B-Alinea,"Élaborer,",29,612,1008,"BCDPEE+Lato,Italic",#378,149,182,684,693,28260,15,P,H1 +O,I-Alinea,chacun,29,612,1008,"BCDPEE+Lato,Italic",#378,187,214,684,693,28260,15,P,H1 +O,I-Alinea,dans,29,612,1008,"BCDPEE+Lato,Italic",#378,218,236,684,693,28260,15,P,H1 +O,I-Alinea,sa,29,612,1008,"BCDPEE+Lato,Italic",#378,240,248,684,693,28260,15,P,H1 +O,I-Alinea,juridiction,29,612,1008,"BCDPEE+Lato,Italic",#378,253,290,684,693,28260,15,P,H1 +O,I-Alinea,et,29,612,1008,"BCDOEE+Lato,Italic",#378,295,303,684,693,28260,15,P,H1 +O,I-Alinea,à,29,612,1008,"BCDOEE+Lato,Italic",#378,307,312,684,693,28260,15,P,H1 +O,I-Alinea,son,29,612,1008,"BCDOEE+Lato,Italic",#378,316,329,684,693,28260,15,P,H1 +O,I-Alinea,"rythme,",29,612,1008,"BCDOEE+Lato,Italic",#378,333,362,684,693,28260,15,P,H1 +O,I-Alinea,un,29,612,1008,"BCDOEE+Lato,Italic",#378,366,376,684,693,28260,15,P,H1 +O,I-Alinea,mécanisme,29,612,1008,"BCDOEE+Lato,Italic",#378,380,422,684,693,28260,15,P,H1 +O,I-Alinea,de,29,612,1008,"BCDOEE+Lato,Italic",#378,427,436,684,693,28260,15,P,H1 +O,I-Alinea,mise,29,612,1008,"BCDOEE+Lato,Italic",#378,440,457,684,693,28260,15,P,H1 +O,I-Alinea,en,29,612,1008,"BCDOEE+Lato,Italic",#378,462,470,684,693,28260,15,P,H1 +O,I-Alinea,œuvre,29,612,1008,"BCDOEE+Lato,Italic",#378,475,499,684,693,28260,15,P,H1 +O,I-Alinea,"permanent,",29,612,1008,"BCDOEE+Lato,Italic",#378,149,192,697,706,28273,15,P,H1 +O,I-Alinea,dédié,29,612,1008,"BCDOEE+Lato,Italic",#378,195,215,697,706,28273,15,P,H1 +O,I-Alinea,à,29,612,1008,"BCDOEE+Lato,Italic",#378,218,222,697,706,28273,15,P,H1 +O,I-Alinea,l’émergence,29,612,1008,"BCDOEE+Lato,Italic",#378,225,270,697,706,28273,15,P,H1 +O,I-Alinea,des,29,612,1008,"BCDOEE+Lato,Italic",#378,272,285,697,706,28273,15,P,H1 +O,I-Alinea,paramètres,29,612,1008,"BCDOEE+Lato,Italic",#378,288,330,697,706,28273,15,P,H1 +O,I-Alinea,de,29,612,1008,"BCDOEE+Lato,Italic",#378,333,342,697,706,28273,15,P,H1 +O,I-Alinea,plus,29,612,1008,"BCDOEE+Lato,Italic",#378,345,360,697,706,28273,15,P,H1 +O,I-Alinea,en,29,612,1008,"BCDOEE+Lato,Italic",#378,363,372,697,706,28273,15,P,H1 +O,I-Alinea,plus,29,612,1008,"BCDOEE+Lato,Italic",#378,375,390,697,706,28273,15,P,H1 +O,I-Alinea,précis,29,612,1008,"BCDOEE+Lato,Italic",#378,393,415,697,706,28273,15,P,H1 +O,I-Alinea,propres,29,612,1008,"BCDOEE+Lato,Italic",#378,418,446,697,706,28273,15,P,H1 +O,I-Alinea,à,29,612,1008,"BCDOEE+Lato,Italic",#378,449,453,697,706,28273,15,P,H1 +O,I-Alinea,protéger,29,612,1008,"BCDOEE+Lato,Italic",#378,456,488,697,706,28273,15,P,H1 +O,I-Alinea,et,29,612,1008,"BCDOEE+Lato,Italic",#378,491,498,697,706,28273,15,P,H1 +O,I-Alinea,mettre,29,612,1008,"BCDPEE+Lato,Italic",#378,149,174,709,718,28285,15,P,H1 +O,I-Alinea,en,29,612,1008,"BCDPEE+Lato,Italic",#378,176,185,709,718,28285,15,P,H1 +O,I-Alinea,valeur,29,612,1008,"BCDPEE+Lato,Italic",#378,187,210,709,718,28285,15,P,H1 +O,I-Alinea,de,29,612,1008,"BCDPEE+Lato,Italic",#378,212,222,709,718,28285,15,P,H1 +O,I-Alinea,façon,29,612,1008,"BCDPEE+Lato,Italic",#378,224,245,709,718,28285,15,P,H1 +O,I-Alinea,durable,29,612,1008,"BCDPEE+Lato,Italic",#378,247,275,709,718,28285,15,P,H1 +O,I-Alinea,les,29,612,1008,"BCDPEE+Lato,Italic",#378,277,287,709,718,28285,15,P,H1 +O,I-Alinea,paysages.,29,612,1008,"BCDPEE+Lato,Italic",#378,289,325,709,718,28285,15,P,H1 +O,B-Pied,9.,29,612,1008,BCDLEE+Lato,#444,366,372,954,961,28530,,Artifact, +O,I-Pied,Paysages,29,612,1008,BCDLEE+Lato,#444,374,402,954,961,28530,,Artifact, +O,I-Pied,et,29,612,1008,BCDLEE+Lato,#444,404,410,954,961,28530,,Artifact, +O,I-Pied,sommets,29,612,1008,BCDLEE+Lato,#444,412,439,954,961,28530,,Artifact, +O,I-Pied,de,29,612,1008,BCDLEE+Lato,#444,441,449,954,961,28530,,Artifact, +O,I-Pied,montagne,29,612,1008,BCDLEE+Lato,#444,451,481,954,961,28530,,Artifact, +O,I-Pied,|,29,612,1008,BCDLEE+Lato,#444,485,487,954,961,28530,,Artifact, +O,I-Pied,29,29,612,1008,BCDLEE+Lato,#444,491,499,954,961,28530,,Artifact, +O,B-Titre,Plan,41,1224,792,BCDLEE+Lato,#555,2,19,618,627,39858,3,P,Sect;H1 +O,I-Titre,5,41,1224,792,BCDLEE+Lato,#555,21,26,618,627,39858,3,P,Sect;H1 +O,I-Titre,:,41,1224,792,BCDLEE+Lato,#555,28,31,618,627,39858,3,P,Sect;H1 +O,I-Titre,Réseaux,41,1224,792,BCDLEE+Lato,#555,33,66,618,627,39858,3,P,Sect;H1 +O,I-Titre,de,41,1224,792,BCDLEE+Lato,#555,68,78,618,627,39858,3,P,Sect;H1 +O,I-Titre,transport,41,1224,792,BCDLEE+Lato,#555,80,117,618,627,39858,3,P,Sect;H1 +O,B-Pied,13.,41,1224,792,BCDLEE+Lato,#444,932,941,738,745,39978,,Artifact, +O,I-Pied,Axes,41,1224,792,BCDLEE+Lato,#444,943,958,738,745,39978,,Artifact, +O,I-Pied,de,41,1224,792,BCDLEE+Lato,#444,960,968,738,745,39978,,Artifact, +O,I-Pied,transport,41,1224,792,BCDLEE+Lato,#444,969,998,738,745,39978,,Artifact, +O,I-Pied,projetés,41,1224,792,BCDLEE+Lato,#444,1000,1025,738,745,39978,,Artifact, +O,I-Pied,et,41,1224,792,BCDLEE+Lato,#444,1026,1033,738,745,39978,,Artifact, +O,I-Pied,voies,41,1224,792,BCDLEE+Lato,#444,1034,1050,738,745,39978,,Artifact, +O,I-Pied,de,41,1224,792,BCDLEE+Lato,#444,1052,1060,738,745,39978,,Artifact, +O,I-Pied,circulation,41,1224,792,BCDLEE+Lato,#444,1062,1094,738,745,39978,,Artifact, +O,I-Pied,|,41,1224,792,BCDLEE+Lato,#444,1097,1099,738,745,39978,,Artifact, +O,I-Pied,41,41,1224,792,BCDLEE+Lato,#444,1103,1111,738,745,39978,,Artifact, diff --git a/pyproject.toml b/pyproject.toml index 92a975c..2069c10 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -37,6 +37,10 @@ dev = [ "pytest-cov", "poutyne", ] +yolo = [ + "huggingface-hub", + "ultralytics", +] [project.scripts] alexi = "alexi:main" diff --git a/results/rnnscores-yolo.csv b/results/rnnscores-yolo.csv new file mode 100644 index 0000000..597c4d6 --- /dev/null +++ b/results/rnnscores-yolo.csv @@ -0,0 +1,12 @@ +Label,Average,1,2,3,4 +ALL,0.9715595140089285,0.9789614046067261,0.9642866417933877,0.9887755464821298,0.95421446315347 +B-Alinea,0.9249260006098668,0.927246790299572,0.9172413793103448,0.9597523219814241,0.8954635108481263 +B-Article,0.9648204938802272,0.9580838323353293,0.9505882352941176,0.9967637540453075,0.9538461538461539 +B-Chapitre,0.9772727272727273,1.0,1.0,1.0,0.9090909090909091 +B-Liste,0.9651907040291021,0.9673758865248226,0.9580838323353293,0.9838709677419355,0.9514321295143213 +B-Pied,0.9982014388489209,1.0,1.0,1.0,0.9928057553956835 +B-Section,0.9952830188679245,1.0,0.9811320754716981,1.0,1.0 +B-SousSection,1.0,1.0,1.0,1.0,1.0 +B-TOC,1.0,1.0,1.0,1.0,1.0 +B-Tete,0.9978632478632479,0.9914529914529915,1.0,1.0,1.0 +B-Titre,0.8920375087172678,0.9454545454545454,0.835820895522388,0.9473684210526315,0.8395061728395061 diff --git a/results/yolo-tl-x4.csv b/results/yolo-tl-x4.csv new file mode 100644 index 0000000..3d0cbaf --- /dev/null +++ b/results/yolo-tl-x4.csv @@ -0,0 +1,12 @@ +Label,Average,1,2,3,4 +ALL,0.9728621721437589,0.9752062936265107,0.9608286256727212,0.9949039744160194,0.9605097948597843 +B-Alinea,0.9214139272032424,0.9219219219219219,0.8947976878612717,0.9795918367346939,0.889344262295082 +B-Article,0.957293705968484,0.9329446064139941,0.9463414634146341,0.9967637540453075,0.953125 +B-Chapitre,0.9880952380952381,1.0,1.0,1.0,0.9523809523809523 +B-Liste,0.9653850876133857,0.9827089337175793,0.9469790382244143,0.990228013029316,0.9416243654822335 +B-Pied,0.9962014388489209,0.992,1.0,1.0,0.9928057553956835 +B-Section,1.0,1.0,1.0,1.0,1.0 +B-SousSection,1.0,1.0,1.0,1.0,1.0 +B-TOC,1.0,1.0,1.0,1.0,1.0 +B-Tete,0.9939375900088653,0.9914529914529915,0.9915966386554622,1.0,0.9927007299270073 +B-Titre,0.9062947336994523,0.9310344827586207,0.8285714285714286,0.9824561403508771,0.8831168831168831 diff --git a/results/yolo-tls-x4.csv b/results/yolo-tls-x4.csv new file mode 100644 index 0000000..d863814 --- /dev/null +++ b/results/yolo-tls-x4.csv @@ -0,0 +1,12 @@ +Label,Average,1,2,3,4 +ALL,0.972260740745719,0.9748225786195382,0.9530002051045365,0.9963381293118925,0.9648820499469085 +B-Alinea,0.9233681891384323,0.9041916167664671,0.9002320185614849,0.9747634069400631,0.9142857142857143 +B-Article,0.9608629603673102,0.9367816091954023,0.9535452322738386,1.0,0.953125 +B-Chapitre,0.9880952380952381,1.0,1.0,1.0,0.9523809523809523 +B-Liste,0.9664643461085001,0.9842180774748924,0.947109471094711,0.9886178861788618,0.9459119496855346 +B-Pied,0.998,0.992,1.0,1.0,1.0 +B-Section,1.0,1.0,1.0,1.0,1.0 +B-SousSection,1.0,1.0,1.0,1.0,1.0 +B-TOC,0.9772727272727273,1.0,0.9090909090909091,1.0,1.0 +B-Tete,0.9978632478632479,1.0,0.9914529914529915,1.0,1.0 +B-Titre,0.9106806986117331,0.9310344827586207,0.8285714285714286,1.0,0.8831168831168831 diff --git a/scripts/convert_to_doclaynet.py b/scripts/convert_to_doclaynet.py new file mode 100644 index 0000000..568357c --- /dev/null +++ b/scripts/convert_to_doclaynet.py @@ -0,0 +1,52 @@ +""" +Convertir les annotations ALEXI en annotations DocLayNet pour évaluation. +""" + +import argparse +import csv + +EQUIVS = { + "Pied": "Page-footer", + "Tete": "Page-header", + "Liste": "List-item", + "Chapitre": "Section-header", + "Section": "Section-header", + "SousSection": "Section-header", + "Chapitre": "Section-header", + "Annexe": "Section-header", + "Article": "Section-header", + "Alinea": "Text", +} +IGNORES = { + "Footnote", + "Formula", + "Title", + "Caption", + "Table", + "Picture", +} + + +def main(): + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument( + "infile", type=argparse.FileType("rt"), help="Fichier CSV input" + ) + parser.add_argument( + "outfile", type=argparse.FileType("wt"), help="Fichier CSV output" + ) + args = parser.parse_args() + reader = csv.DictReader(args.infile) + writer = csv.DictWriter(args.outfile, fieldnames=["yolo", *reader.fieldnames]) + writer.writeheader() + for word in reader: + iob, sep, tag = word["segment"].partition("-") + if sep and tag in EQUIVS: + word["yolo"] = f"{iob}-{EQUIVS[tag]}" + else: # nothing else is YOLO + word["yolo"] = "O" + writer.writerow(word) + + +if __name__ == "__main__": + main() diff --git a/scripts/eval_on_doclaynet.py b/scripts/eval_on_doclaynet.py new file mode 100644 index 0000000..2c13ffc --- /dev/null +++ b/scripts/eval_on_doclaynet.py @@ -0,0 +1,38 @@ +""" +Évaluer la pré-segmentation avec les annotations DocLayNet. +""" + +import argparse +import itertools +from pathlib import Path + +from sklearn_crfsuite import metrics + +from alexi.segment import split_pages, filter_tab, load + + +def main(): + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument("--field", default="yolo", help="Champ pour evaluation") + parser.add_argument("refdir", type=Path, help="repertoire de references") + parser.add_argument("hypdir", type=Path, help="repertoire de predictions ") + args = parser.parse_args() + csvs = sorted(args.refdir.glob("*.csv")) + pred_csvs = [args.hypdir / path.name for path in csvs] + y_true = [ + [w[args.field] for w in page] for page in split_pages(filter_tab(load(csvs))) + ] + y_pred = [ + [w[args.field] for w in page] + for page in split_pages(filter_tab(load(pred_csvs))) + ] + labels = set(c for c in itertools.chain.from_iterable(y_true) if c.startswith("B-")) + sorted_labels = sorted(labels, key=lambda name: (name[1:], name[0])) + report = metrics.flat_classification_report( + y_true, y_pred, labels=sorted_labels, zero_division=0.0 + ) + print(report) + + +if __name__ == "__main__": + main() diff --git a/test/test_analyse.py b/test/test_analyse.py index 7e3e5b7..f40a0bc 100644 --- a/test/test_analyse.py +++ b/test/test_analyse.py @@ -2,7 +2,7 @@ from pathlib import Path from alexi.analyse import Analyseur, extract_zonage, group_iob -from alexi.convert import Converteur +from alexi.recognize import Objets DATADIR = Path(__file__).parent / "data" TRAINDIR = Path(__file__).parent.parent / "data" @@ -47,11 +47,11 @@ def test_analyse(): def test_analyse_tableaux_figures(): - conv = Converteur(DATADIR / "pdf_figures.pdf") + obj = Objets() with open(DATADIR / "pdf_figures.csv", "rt") as infh: reader = csv.DictReader(infh) analyseur = Analyseur("pdf_figures", reader) - analyseur.add_images(conv.extract_images()) + analyseur.add_images(obj(DATADIR / "pdf_figures.pdf")) doc = analyseur() assert "Figure" in (bloc.type for bloc in doc.contenu) assert "Tableau" in (bloc.type for bloc in doc.contenu) diff --git a/test/test_convert.py b/test/test_convert.py index 1c96e5b..6bded4e 100644 --- a/test/test_convert.py +++ b/test/test_convert.py @@ -1,9 +1,7 @@ import csv from pathlib import Path -from pdfplumber.utils.geometry import obj_to_bbox - -from alexi.convert import Converteur, bbox_contains +from alexi.convert import Converteur DATADIR = Path(__file__).parent / "data" @@ -19,20 +17,5 @@ def test_convert() -> None: assert len(words) == len(ref_words) -def test_extract_tables_and_figures() -> None: - with open(DATADIR / "pdf_figures.pdf", "rb") as infh: - conv = Converteur(infh) - words = list(conv.extract_words()) - images = list(conv.extract_images()) - assert len(images) == 2 - table = next(img for img in images if img.type == "Tableau") - figure = next(img for img in images if img.type == "Figure") - for w in words: - if bbox_contains(table.bbox, obj_to_bbox(w)): - assert "Table" in w["tagstack"] - if bbox_contains(figure.bbox, obj_to_bbox(w)): - assert "Figure" in w["tagstack"] - - if __name__ == "__main__": - test_extract_tables_and_figures() + test_convert() diff --git a/test/test_extract.py b/test/test_extract.py new file mode 100644 index 0000000..dec848a --- /dev/null +++ b/test/test_extract.py @@ -0,0 +1,30 @@ +from pathlib import Path + +from alexi.extract import Extracteur + +DATADIR = Path(__file__).parent / "data" +TRAINDIR = Path(__file__).parent.parent / "data" + + +def test_extracteur(tmp_path: Path): + extracteur = Extracteur(tmp_path) + doc = extracteur(DATADIR / "zonage_zones.pdf") + docdir = tmp_path / "zonage_zones" + assert (docdir / "img").is_dir() + extracteur.output_doctree([doc]) + assert (tmp_path / "index.html").exists() + extracteur.output_html(doc) + assert (docdir / "index.html").exists() + assert (docdir / "Article" / "index.html").exists() + for article in (431, 432, 444, 454, 464, 465, 474): + assert (docdir / "Article" / str(article) / "index.html").exists() + assert (docdir / "Chapitre" / "index.html").exists() + assert (docdir / "Chapitre" / "7" / "index.html").exists() + for sec in range(1, 4): + assert ( + docdir / "Chapitre" / "7" / "Section" / str(sec) / "index.html" + ).exists() + subsec = list( + (docdir / "Chapitre" / "7" / "Section" / str(sec) / "SousSection").iterdir() + ) + assert len(subsec) == 2 diff --git a/test/test_recognize.py b/test/test_recognize.py new file mode 100644 index 0000000..e19bbf4 --- /dev/null +++ b/test/test_recognize.py @@ -0,0 +1,51 @@ +from pathlib import Path + +import pytest +from pdfplumber.utils.geometry import obj_to_bbox + +from alexi.convert import Converteur +from alexi.recognize import Objets, bbox_contains + +try: + from alexi.recognize.yolo import ObjetsYOLO +except ImportError: + ObjetsYOLO = None + +DATADIR = Path(__file__).parent / "data" + + +def test_extract_tables_and_figures() -> None: + conv = Converteur(DATADIR / "pdf_figures.pdf") + obj = Objets() + words = list(conv.extract_words()) + images = list(obj(DATADIR / "pdf_figures.pdf")) + assert len(images) == 2 + table = next(img for img in images if img.type == "Tableau") + figure = next(img for img in images if img.type == "Figure") + for w in words: + if bbox_contains(table.bbox, obj_to_bbox(w)): + assert "Table" in w["tagstack"] + if bbox_contains(figure.bbox, obj_to_bbox(w)): + assert "Figure" in w["tagstack"] + + +def test_extract_tables_and_figures_yolo() -> None: + if ObjetsYOLO is None: + pytest.skip("No YOLO, won't go") + conv = Converteur(DATADIR / "pdf_figures.pdf") + obj = ObjetsYOLO() + words = list(conv.extract_words()) + # There will be 3 as YOLO "sees" the chart twice (with and without the legend) + images = list(obj(DATADIR / "pdf_figures.pdf")) + table = next(img for img in images if img.type == "Tableau") + figure = next(img for img in images if img.type == "Figure") + for w in words: + if bbox_contains(table.bbox, obj_to_bbox(w)): + assert "Table" in w["tagstack"] + if bbox_contains(figure.bbox, obj_to_bbox(w)): + assert "Figure" in w["tagstack"] + + +if __name__ == "__main__": + test_extract_tables_and_figures() + test_extract_tables_and_figures_yolo()