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diff --git a/chapitres/chapter2.tex b/chapitres/chapter2.tex
index efbaafc..324b470 100644
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 \caption{Le bois du petit château.\\\url{https://umap.openstreetmap.fr/fr/map/boit-du-ptit\_1069005\#19/47.10574/6.82227}}
 \end{sidewaysfigure}
 
-%\newpage
+\newpage
 
-%%%%% Prénoms %%%%
-%\begin{sidewaysfigure}
-%% Le texte
-%\section{titre}
-%\subsection*{Prénoms et noms}
-%\begin{multicols}{3}
-%\og \fg
-%
-%\medskip
-%\og \fg{}
-%
-%\rule{0.32\textwidth}{0.1mm}
-%
-%\medskip
-%
-%\og \fg{}
-%
-%
-%\end{multicols}
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-%\newpage
-%\begin{sidewaysfigure}
-%% La carte
-%    \includegraphics[width=\textwidth]{image}
-%\caption{Légende}
-%\end{sidewaysfigure}
+%%%%% Lenny et Léo %%%%
+\begin{sidewaysfigure}
+% Le texte
+\section{Carte thermique sur le prix des loyers parisiens}
+\subsection*{Lenny et Léo}
+\begin{multicols}{3}
+\og Dans ce projet, nous avons voulu illustrer les différences de prix des loyers des arrondissements de Paris par
+mètre carré. Nous avons choisi Paris, car la ville est construite par arrondissements, il était alors plus facile de
+délimiter. {[}\dots{]} la ville est réputée pour ses loyers coûteux. Mais pourquoi sont-ils parfois si coûteux et
+pourquoi ces écarts de prix ? \fg
+
+\medskip
+\og Nous avons relevé plusieurs facteurs influant des différences de prix. Tout d’abord, nous pouvons remarquer
+que les arrondissements du centre (de 1 à 7) sont globalement coûteux, en raison du grand nombre de monuments
+importants et de l’activité touristique qui ramènent des millions de visiteurs chaque année. Le centre de la ville,
+comprenant la Cathédrale Notre-Dame de Paris, Le Musée du Louvre, la Tour Eiffel et la Seine est réputé pour
+être attractif. Si tout ces monuments sont situés au centre de la ville, c’est simplement parce que la ville s’est
+construite à partir du centre, pour ensuite se développer autour de celui- ci, par couches.
+
+Ensuite, on constate que les arrondissements sont de moins en moins coûteux partant de l’ouest vers l’est. Cette
+fois la raison est purement naturelle, car c’est le vent qui est coupable de cette différence. Le vent Parisien souffle
+principalement de l’ouest vers l’est, Les quartiers ouest étaient alors plus épargnés de la pollution produite par
+les usines et l’industrie durant la construction de la ville. Il est donc logique que ce soit à l’ouest que la
+bourgeoisie se soit installée. Aujourd’hui, même si ce schéma semble évoluer, la différence est toujours
+remarquable. \fg{}
+
+\rule{0.32\textwidth}{0.1mm}
+
+\medskip
+
+\og Pour ce projet nous avons choisi d’utiliser le logiciel QGIS, logiciel que ni l’un ni l’autre n’avions jamais utilisé.
+C’est un logiciel de système d’informations géographique (SIG) libre. Nous avons choisi QGIS car il nous a
+permis d’éditer et composer une carte à imprimer. QGIS fonctionne sous forme de couches, qui donnent un
+thème particulier de données. Nous avons créé une couche qui comporte les arrondissements de Paris, puis dans
+les attributs nous avons rentré une colonne destinée aux prix des logements par arrondissement. Nous avons
+choisi une échelle et classer les arrondissements de moins au plus chère puis nous avons attribuer des couleurs
+plus ou moins foncées en fonction du prix afin qu’on puisse se repérer facilement sur notre carte. Puis pour finir,
+nous avons édité notre carte, mis un titre et les informations importantes comme indiquer le nord et mis les
+légendes. \fg{}
+\og Nous
+avons rapidement terminé notre carte qui rend parfaitement comme on l’imaginait. Nous trouvions également pertinent de mettre des couleurs sur notre carte pour que cela soit facile
+de pouvoir les différencier en regardant notre carte. Mettre ces couleurs permettait aussi d’attirer d’avantage
+l’\oe il, et de la rendre plus gaie. \fg{}
+
+\end{multicols}
+\end{sidewaysfigure}
+\newpage
+\begin{sidewaysfigure}
+% La carte
+    \includegraphics[width=\textwidth]{PrixArrondissements.eps}
+\caption{Prix par arrondissement}
+\end{sidewaysfigure}
 
 \newpage
 
@@ -1205,8 +1231,7 @@ d’OpenStreetMap à un plan 3D en utilisant Blender. \fg
 
 Blender est un logiciel libre et gratuit de modélisation, de rendu, d'animation et de création 3D. Il est largement utilisé dans divers domaines tels que l'animation, le design, l'architecture et les jeux vidéo. \fg{}
 
-\og Le projet n’était pas compliqué à réaliser et c’est plus la partie recherche que nous avons le plus apprécié car nous avons pu modifier les couleurs des différents bâtiments et savoir leurs tailles et comprendre comment la ville était construite. Nous avons trouvé impressionnant le fait de pouvoir tourner la ville dans tous les sens et de pouvoir zoomer où nous le souhaitions, afin de découvrir encore mieux une ville que sur une simple carte en format papier. Cela peut nous faire réfléchir que bientôt il existera des cartes virtuelles où il suffira de prendre son casque de réalité virtuelle et de se promener
-où l’on souhaite, un peu comme l’idée de notre avatar que nous avons abandonnée. Cela permet de se rendre compte encore plus de la grandeur du cartier qu’est Manhattan et de sa complexité avec des bâtiments très hauts et très rapprochés. \fg{}
+\og Nous avons trouvé impressionnant le fait de pouvoir tourner la ville dans tous les sens et de pouvoir zoomer où nous le souhaitions, afin de découvrir encore mieux une ville que sur une simple carte en format papier. Cela peut nous faire réfléchir que bientôt il existera des cartes virtuelles où il suffira de prendre son casque de réalité virtuelle et de se promener où l’on souhaite. \fg{}
 \end{multicols}
 \end{sidewaysfigure}
 \newpage
diff --git a/chapitres/chapter2.tex.bak b/chapitres/chapter2.tex.bak
index 31a2232..be2d12f 100644
--- a/chapitres/chapter2.tex.bak
+++ b/chapitres/chapter2.tex.bak
@@ -1149,34 +1149,59 @@ Chaque enclos est départagé, si l’enclos rouge central est d’une seule cou
 \caption{Le bois du petit château.\\\url{https://umap.openstreetmap.fr/fr/map/boit-du-ptit\_1069005\#19/47.10574/6.82227}}
 \end{sidewaysfigure}
 
-%\newpage
+\newpage
 
-%%%%% Prénoms %%%%
-%\begin{sidewaysfigure}
-%% Le texte
-%\section{titre}
-%\subsection*{Prénoms et noms}
-%\begin{multicols}{3}
-%\og \fg
-%
-%\medskip
-%\og \fg{}
-%
-%\rule{0.32\textwidth}{0.1mm}
-%
-%\medskip
-%
-%\og \fg{}
-%
-%
-%\end{multicols}
-%\end{sidewaysfigure}
-%\newpage
-%\begin{sidewaysfigure}
-%% La carte
-%    \includegraphics[width=\textwidth]{image}
-%\caption{Légende}
-%\end{sidewaysfigure}
+%%%%% Lenny et Léo %%%%
+\begin{sidewaysfigure}
+% Le texte
+\section{Carte thermique sur le prix des loyers par arrondissements parisiens}
+\subsection*{Lenny et Léo}
+\begin{multicols}{3}
+\og Dans ce projet, nous avons voulu illustrer les différences de prix des loyers des arrondissements de Paris par
+mètre carré. Nous avons choisi Paris, car la ville est construite par arrondissements, il était alors plus facile de
+délimiter. Nous savions que la Capitale, partagée entre de forts monuments touristiques, des quartiers côtés et
+d’autres populaires, montrerait des écarts importants, et qu’il serait intéressant de les comprendre et de les
+approfondir. De plus, la ville est réputée pour ses loyers coûteux. Mais pourquoi sont-ils parfois si coûteux et
+pourquoi ces écarts de prix ? \fg
+
+\medskip
+\og Nous avons relevé plusieurs facteurs influant des différences de prix. Tout d’abord, nous pouvons remarquer
+que les arrondissements du centre (de 1 à 7) sont globalement couteux, en raison du grand nombre de monuments
+importants et de l’activité touristique qui ramènent des millions de visiteurs chaque année. Le centre de la ville,
+comprenant la Cathédrale Notre-Dame de Paris, Le Musée du Louvre, la Tour Eiffel et la Seine est réputé pour
+être attractif. Si tout ces monuments sont situés au centre de la ville, c’est simplement parce que la ville s’est
+construite à partir du centre, pour ensuite se développer autour de celui- ci, par couches.
+
+Ensuite, on constate que les arrondissements sont de moins en moins couteux partant de l’ouest vers l’est. Cette
+fois la raison est purement naturelle, car c’est le vent qui est coupable de cette différence. Le vent Parisien souffle
+principalement de l’ouest vers l’est, Les quartiers ouest étaient alors plus épargnés de la pollution produite par
+les usines et l’industrie durant la construction de la ville. Il est donc logique que ce soit à l’ouest que la
+bourgeoisie se soit installée. Aujourd’hui, même si ce schéma semble évoluer, la différence est toujours
+remarquable. \fg{}
+
+\rule{0.32\textwidth}{0.1mm}
+
+\medskip
+
+\og Pour ce projet nous avons choisi d’utiliser le logiciel QGIS, logiciel que ni l’un ni l’autre n’avions jamais utilisé.
+C’est un logiciel de système d’informations géographique (SIG) libre. Nous avons choisi QGIS car il nous a
+permis d’éditer et composer une carte à imprimer. QGIS fonctionne sous forme de couches, qui donnent un
+thème particulier de données. Nous avons créé une couche qui comporte les arrondissements de Paris, puis dans
+les attributs nous avons rentré une colonne destinée aux prix des logements par arrondissement. Nous avons
+choisi une échelle et classer les arrondissements de moins au plus chère puis nous avons attribuer des couleurs
+plus ou moins foncées en fonction du prix afin qu’on puisse se repérer facilement sur notre carte. Puis pour finir,
+nous avons édité notre carte, mis un titre et les informations importantes comme indiquer le nord et mis les
+légendes. \fg{}
+
+
+\end{multicols}
+\end{sidewaysfigure}
+\newpage
+\begin{sidewaysfigure}
+% La carte
+    \includegraphics[width=\textwidth]{PrixArrondissements.eps}
+\caption{Prix par arrondissement}
+\end{sidewaysfigure}
 
 \newpage
 
@@ -1205,7 +1230,7 @@ d’OpenStreetMap à un plan 3D en utilisant Blender. \fg
 
 Blender est un logiciel libre et gratuit de modélisation, de rendu, d'animation et de création 3D. Il est largement utilisé dans divers domaines tels que l'animation, le design, l'architecture et les jeux vidéo. \fg{}
 
-
+\og Nous avons trouvé impressionnant le fait de pouvoir tourner la ville dans tous les sens et de pouvoir zoomer où nous le souhaitions, afin de découvrir encore mieux une ville que sur une simple carte en format papier. Cela peut nous faire réfléchir que bientôt il existera des cartes virtuelles où il suffira de prendre son casque de réalité virtuelle et de se promener où l’on souhaite. \fg{}
 \end{multicols}
 \end{sidewaysfigure}
 \newpage
diff --git a/chapitres/chapter3.aux b/chapitres/chapter3.aux
index 66bf224..774cf30 100644
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diff --git a/main.aux b/main.aux
index 0d98b95..1874533 100644
--- a/main.aux
+++ b/main.aux
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-\abx@aux@backref{12}{Shevek}{0}{81}{81}
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-\abx@aux@backref{20}{Picouet}{0}{96}{96}
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+\abx@aux@backref{20}{Picouet}{0}{98}{98}
 \@input{chapitres/annexe2.aux}
 \abx@aux@cite{0}{crssimple}
 \abx@aux@segm{0}{0}{crssimple}
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+\abx@aux@backref{21}{crssimple}{0}{99}{99}
+\abx@aux@backref{22}{xiafunraiders}{0}{100}{100}
 \abx@aux@cite{0}{xiafunraidersman}
 \abx@aux@segm{0}{0}{xiafunraidersman}
 \abx@aux@category{cited}{xiafunraidersman}
-\abx@aux@backref{23}{xiafunraidersman}{0}{101}{101}
+\abx@aux@backref{23}{xiafunraidersman}{0}{103}{103}
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-\abx@aux@backref{24}{Mapwraper}{0}{102}{102}
+\abx@aux@backref{24}{Mapwraper}{0}{104}{104}
 \@input{chapitres/annexe3.aux}
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 \abx@aux@defaultrefcontext{0}{Picouet}{nty/global//global/global}
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 \abx@aux@defaultrefcontext{0}{xiafunraiders}{nty/global//global/global}
-\gdef \@abspage@last{126}
+\gdef \@abspage@last{128}
diff --git a/main.blg b/main.blg
index f886ad6..69ab544 100644
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 %%Trailer
diff --git a/main.toc b/main.toc
index 6dca971..ffef972 100644
--- a/main.toc
+++ b/main.toc
@@ -40,42 +40,43 @@
 \contentsline {section}{\numberline {2.27}Paris en 6 jours}{64}{section.2.27}%
 \contentsline {section}{\numberline {2.28}ÃŽle}{66}{section.2.28}%
 \contentsline {section}{\numberline {2.29}titre}{68}{section.2.29}%
-\contentsline {section}{\numberline {2.30}Manhattan en 3D}{70}{section.2.30}%
-\contentsline {chapter}{\numberline {3}Développements}{73}{chapter.3}%
-\contentsline {section}{\numberline {3.1}Investissement}{73}{section.3.1}%
-\contentsline {section}{\numberline {3.2}Connaissances}{74}{section.3.2}%
-\contentsline {subsection}{\numberline {3.2.1}Cartographiques}{75}{subsection.3.2.1}%
-\contentsline {subsection}{\numberline {3.2.2}Informatiques}{75}{subsection.3.2.2}%
-\contentsline {chapter}{\numberline {4}Conclusion}{79}{chapter.4}%
-\contentsline {section}{\numberline {4.1}Évolution}{79}{section.4.1}%
-\contentsline {section}{\numberline {4.2}Conclusion}{80}{section.4.2}%
-\contentsline {chapter}{\numberline {A}Leaflet}{81}{appendix.A}%
-\contentsline {section}{\numberline {A.1}Structure}{82}{section.A.1}%
-\contentsline {section}{\numberline {A.2}Marqueurs}{83}{section.A.2}%
-\contentsline {subsection}{\numberline {A.2.1}Lignes}{84}{subsection.A.2.1}%
-\contentsline {subsection}{\numberline {A.2.2}Rectangles}{85}{subsection.A.2.2}%
-\contentsline {subsection}{\numberline {A.2.3}Cercles}{85}{subsection.A.2.3}%
-\contentsline {subsection}{\numberline {A.2.4}Rectangles SVG}{86}{subsection.A.2.4}%
-\contentsline {section}{\numberline {A.3}Pollutions}{86}{section.A.3}%
-\contentsline {subsection}{\numberline {A.3.1}Échelle}{87}{subsection.A.3.1}%
-\contentsline {subsection}{\numberline {A.3.2}Fond de carte}{87}{subsection.A.3.2}%
-\contentsline {subsection}{\numberline {A.3.3}Forme}{87}{subsection.A.3.3}%
-\contentsline {subsection}{\numberline {A.3.4}Mouvement}{91}{subsection.A.3.4}%
-\contentsline {subsection}{\numberline {A.3.5}Informations}{93}{subsection.A.3.5}%
-\contentsline {subsection}{\numberline {A.3.6}Grands cercles}{94}{subsection.A.3.6}%
-\contentsline {section}{\numberline {A.4}Conclusion}{95}{section.A.4}%
-\contentsline {chapter}{\numberline {B}Xia et Map Wraper}{97}{appendix.B}%
-\contentsline {section}{\numberline {B.1}Xia}{97}{section.B.1}%
-\contentsline {subsection}{\numberline {B.1.1}Installation}{98}{subsection.B.1.1}%
-\contentsline {subsection}{\numberline {B.1.2}Utilisation}{98}{subsection.B.1.2}%
-\contentsline {subsection}{\numberline {B.1.3}Techniquement}{99}{subsection.B.1.3}%
-\contentsline {section}{\numberline {B.2}Map Wraper}{102}{section.B.2}%
-\contentsline {chapter}{\numberline {C}La projection de Mercator}{105}{appendix.C}%
-\contentsline {section}{\numberline {C.1}Équirectangulaire}{105}{section.C.1}%
-\contentsline {section}{\numberline {C.2}Mercator}{106}{section.C.2}%
-\contentsline {subsection}{\numberline {C.2.1}Loxodromie}{106}{subsection.C.2.1}%
-\contentsline {subsection}{\numberline {C.2.2}Mathématiquement}{107}{subsection.C.2.2}%
-\contentsline {section}{\numberline {C.3}Indicatrice}{109}{section.C.3}%
-\contentsline {chapter}{Bibliographie}{111}{appendix*.138}%
-\contentsline {section}{Livres}{111}{section*.139}%
-\contentsline {section}{Ressources en ligne}{111}{section*.140}%
+\contentsline {section}{\numberline {2.30}Carte thermique sur le prix des loyers parisiens}{70}{section.2.30}%
+\contentsline {section}{\numberline {2.31}Manhattan en 3D}{72}{section.2.31}%
+\contentsline {chapter}{\numberline {3}Développements}{75}{chapter.3}%
+\contentsline {section}{\numberline {3.1}Investissement}{75}{section.3.1}%
+\contentsline {section}{\numberline {3.2}Connaissances}{76}{section.3.2}%
+\contentsline {subsection}{\numberline {3.2.1}Cartographiques}{77}{subsection.3.2.1}%
+\contentsline {subsection}{\numberline {3.2.2}Informatiques}{77}{subsection.3.2.2}%
+\contentsline {chapter}{\numberline {4}Conclusion}{81}{chapter.4}%
+\contentsline {section}{\numberline {4.1}Évolution}{81}{section.4.1}%
+\contentsline {section}{\numberline {4.2}Conclusion}{82}{section.4.2}%
+\contentsline {chapter}{\numberline {A}Leaflet}{83}{appendix.A}%
+\contentsline {section}{\numberline {A.1}Structure}{84}{section.A.1}%
+\contentsline {section}{\numberline {A.2}Marqueurs}{85}{section.A.2}%
+\contentsline {subsection}{\numberline {A.2.1}Lignes}{86}{subsection.A.2.1}%
+\contentsline {subsection}{\numberline {A.2.2}Rectangles}{87}{subsection.A.2.2}%
+\contentsline {subsection}{\numberline {A.2.3}Cercles}{87}{subsection.A.2.3}%
+\contentsline {subsection}{\numberline {A.2.4}Rectangles SVG}{88}{subsection.A.2.4}%
+\contentsline {section}{\numberline {A.3}Pollutions}{88}{section.A.3}%
+\contentsline {subsection}{\numberline {A.3.1}Échelle}{89}{subsection.A.3.1}%
+\contentsline {subsection}{\numberline {A.3.2}Fond de carte}{89}{subsection.A.3.2}%
+\contentsline {subsection}{\numberline {A.3.3}Forme}{89}{subsection.A.3.3}%
+\contentsline {subsection}{\numberline {A.3.4}Mouvement}{93}{subsection.A.3.4}%
+\contentsline {subsection}{\numberline {A.3.5}Informations}{95}{subsection.A.3.5}%
+\contentsline {subsection}{\numberline {A.3.6}Grands cercles}{96}{subsection.A.3.6}%
+\contentsline {section}{\numberline {A.4}Conclusion}{97}{section.A.4}%
+\contentsline {chapter}{\numberline {B}Xia et Map Wraper}{99}{appendix.B}%
+\contentsline {section}{\numberline {B.1}Xia}{99}{section.B.1}%
+\contentsline {subsection}{\numberline {B.1.1}Installation}{100}{subsection.B.1.1}%
+\contentsline {subsection}{\numberline {B.1.2}Utilisation}{100}{subsection.B.1.2}%
+\contentsline {subsection}{\numberline {B.1.3}Techniquement}{101}{subsection.B.1.3}%
+\contentsline {section}{\numberline {B.2}Map Wraper}{104}{section.B.2}%
+\contentsline {chapter}{\numberline {C}La projection de Mercator}{107}{appendix.C}%
+\contentsline {section}{\numberline {C.1}Équirectangulaire}{107}{section.C.1}%
+\contentsline {section}{\numberline {C.2}Mercator}{108}{section.C.2}%
+\contentsline {subsection}{\numberline {C.2.1}Loxodromie}{108}{subsection.C.2.1}%
+\contentsline {subsection}{\numberline {C.2.2}Mathématiquement}{109}{subsection.C.2.2}%
+\contentsline {section}{\numberline {C.3}Indicatrice}{111}{section.C.3}%
+\contentsline {chapter}{Bibliographie}{113}{appendix*.141}%
+\contentsline {section}{Livres}{113}{section*.142}%
+\contentsline {section}{Ressources en ligne}{113}{section*.143}%