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https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Flogo%252FYfZqmwvESv7dmIVF3JSe%252FDARK.png%3Falt%3Dmedia%26token%3Dc2f19cd9-56c0-4b25-a33b-4d3266eeb6b7&width=192&dpr=4&quality=100&sign=4cee419f&sv=1 768w" sizes="(max-width: 1024px) 128px, 192px" width="761" height="214"/></a></div><div class="z-20"></div><div class="headerLinks_containerHeaderlinks__GUgiv flex justify-end items-center gap-x-2.5 mr-2.5 lg:gap-x-5 lg:mr-2.5 *:max-w-56 z-20"><a class="overflow-hidden text-sm lg:text-base flex flex-row items-center whitespace-nowrap hover:text-header-link-400 dark:hover:text-light text-dark/8 dark:text-light/8" href="https://support.data.gouv.fr/"><span class="truncate">✉️ Nous écrire</span></a><div class="headerLinks_linkEllipsis__Z01IN items-center z-20"><div class="group/dropdown relative flex"><button class="px-1 text-dark/8 dark:text-light/8 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justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/creer-un-compte-utilisateur-et-rejoindre-une-organisation">Créer un compte utilisateur et rejoindre une organisation</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/organisation">Organisation<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/organisation/creer-une-organisation">Créer une organisation</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/organisation/suivre-lactivite-et-modifier-son-organisation">Suivre l'activité et modifier son organisation</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/organisation/gerer-les-membres-de-son-organisation">Gérer les membres de son organisation</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/organisation/certifier-une-organisation">Certifier une organisation</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/organisation/supprimer-une-organisation">Supprimer une organisation</a></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/jeux-de-donnees">Jeux de données<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/jeux-de-donnees/publier-un-jeu-de-donnees">Publier un jeu de données<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/jeux-de-donnees/publier-un-jeu-de-donnees/publier-une-base-adresse-locale">Publier une Base Adresse Locale</a></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/jeux-de-donnees/gerer-un-jeu-de-donnees">Gérer un jeu de données</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/jeux-de-donnees/explorer-un-jeu-de-donnee">Explorer un jeu de donnée</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/jeux-de-donnees/telecharger-le-catalogue-de-donnees-de-data.gouv.fr">Télécharger le catalogue de données de data.gouv.fr</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/jeux-de-donnees/acceder-au-catalogue-via-sparql">Accéder au catalogue via SPARQL</a></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api">API<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api/publier-une-api">Publier une API</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api/gerer-une-api">Gérer une API</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api/outils-pour-les-administrations">Outils pour les administrations<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api/outils-pour-les-administrations/doctrine-des-api">Doctrine des API</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api/outils-pour-les-administrations/accompagnement-humain">Accompagnement humain</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api/outils-pour-les-administrations/datapass-outil-dhabilitations">Datapass : Outil d'habilitations</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api/outils-pour-les-administrations/bouquets-api-entreprise-et-api-particulier">Bouquets API Entreprise et API Particulier</a></div></li></ul></div></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/reutilisations">Réutilisations<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/reutilisations/publier-une-reutilisation">Publier une réutilisation</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/reutilisations/gerer-une-reutilisation">Gérer une réutilisation</a></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/statistiques">Statistiques</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/ressource-communautaire">Ressource communautaire</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/moissonnage">Moissonnage<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/moissonnage/comprendre-les-limites-du-moissonnage">Comprendre les limites du moissonnage</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/moissonnage/les-differents-types-de-moissonneurs">Les différents types de moissonneurs</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/moissonnage/mettre-en-place-un-moissonneur">Mettre en place un moissonneur</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/moissonnage/analyser-le-rapport-de-moissonnage">Analyser le rapport de moissonnage</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/moissonnage/moissonnage-des-plateformes-geographiques">Moissonnage des plateformes géographiques</a></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api-1">API de data.gouv.fr<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api-1/prise-en-main-de-lapi">Prise en main de l'API</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api-1/tutoriel-dutilisation">Tutoriel d'utilisation</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api-1/gerer-un-jeu-de-donnees-par-lapi">Gérer un jeu de données par l'API</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api-1/reference">Référence<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api-1/reference/site">site</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api-1/reference/datasets">datasets</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api-1/reference/reuses">reuses</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api-1/reference/discussions">discussions</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api-1/reference/organizations">organizations</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api-1/reference/spatial">spatial</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api-1/reference/users">users</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api-1/reference/me">me</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api-1/reference/contacts">contacts</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api-1/reference/workers">workers</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api-1/reference/tags">tags</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api-1/reference/topics">topics</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api-1/reference/posts">posts</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api-1/reference/transfer">transfer</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api-1/reference/notifications">notifications</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api-1/reference/avatars">avatars</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guide-data.gouv.fr/api-1/reference/harvest">harvest</a></div></li></ul></div></div></li></ul></div></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data">Guides open data<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-juridique">Guide juridique<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-juridique/producteurs-de-donnees">Producteurs de données<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-juridique/producteurs-de-donnees/comprendre-la-notion-dopen-data">Comprendre la notion d'open data</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-juridique/producteurs-de-donnees/qui-est-concerne">Qui est concerné ?</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-juridique/producteurs-de-donnees/quelles-sont-les-obligations">Quelles sont les obligations ?</a></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-juridique/reutilisateurs-de-donnees">Réutilisateurs de données<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-juridique/reutilisateurs-de-donnees/respecter-les-conditions-de-reutilisation">Respecter les conditions de réutilisation</a></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-juridique/chronologie-de-lopen-data">Chronologie de l'open data</a></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite">Guide qualité<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite/evaluer-le-niveau-de-qualite-dun-jeu-de-donnees">Evaluer le niveau de qualité d'un jeu de données</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite/preparer-un-jeu-de-donnees-de-qualite">Préparer un jeu de données de qualité<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite/preparer-un-jeu-de-donnees-de-qualite/extraire-un-jeu-de-donnees-dun-systeme-dinformation">Extraire un jeu de données d'un système d'information</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite/preparer-un-jeu-de-donnees-de-qualite/structurer-un-jeu-de-donnees">Structurer un jeu de données<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite/preparer-un-jeu-de-donnees-de-qualite/structurer-un-jeu-de-donnees/structurer-une-base-adresse-locale">Structurer une Base Adresse Locale</a></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite/preparer-un-jeu-de-donnees-de-qualite/lier-des-donnees-a-un-referentiel">Lier des données à un référentiel</a></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite/documenter-des-donnees">Documenter des données<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite/documenter-des-donnees/bien-documenter-un-jeu-de-donnees">Bien documenter un jeu de données</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite/documenter-des-donnees/diffuser-la-documentation-dun-jeu-de-donnees">Diffuser la documentation d'un jeu de données</a></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite/ameliorer-la-qualite-dun-jeu-de-donnees-en-continu">Améliorer la qualité d'un jeu de données en continu<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite/ameliorer-la-qualite-dun-jeu-de-donnees-en-continu/ameliorer-le-score-de-qualite-des-metadonnees">Améliorer le score de qualité des métadonnées</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite/ameliorer-la-qualite-dun-jeu-de-donnees-en-continu/connaitre-et-suivre-les-usages-dun-jeu-de-donnees">Connaître et suivre les usages d'un jeu de données</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite/ameliorer-la-qualite-dun-jeu-de-donnees-en-continu/mettre-en-place-une-strategie-organisationnelle">Mettre en place une stratégie organisationnelle</a></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite/maitriser-les-schemas-de-donnees">Maîtriser les schémas de données<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite/maitriser-les-schemas-de-donnees/comprendre-les-benefices-dutiliser-un-schema-de-donnees">Comprendre les bénéfices d'utiliser un schéma de données</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite/maitriser-les-schemas-de-donnees/creer-un-schema-de-donnees">Créer un schéma de données<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite/maitriser-les-schemas-de-donnees/creer-un-schema-de-donnees/etape-1-phase-dinvestigation">Etape 1 : Phase d'investigation</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite/maitriser-les-schemas-de-donnees/creer-un-schema-de-donnees/etape-2-phase-de-concertation">Etape 2 : Phase de concertation</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite/maitriser-les-schemas-de-donnees/creer-un-schema-de-donnees/etape-3-phase-de-construction">Etape 3 : Phase de construction</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite/maitriser-les-schemas-de-donnees/creer-un-schema-de-donnees/etape-4-phase-de-promotion-et-de-maintien">Etape 4 : Phase de promotion et de maintien</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite/maitriser-les-schemas-de-donnees/creer-un-schema-de-donnees/focus-construire-un-schema-tableschema">Focus : Construire un schéma TableSchema</a></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite/maitriser-les-schemas-de-donnees/integrer-un-schema-de-donnees-a-schema.data.gouv.fr">Intégrer un schéma de données à schema.data.gouv.fr</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite/maitriser-les-schemas-de-donnees/produire-des-donnees-en-conformite-avec-un-schema">Produire des données en conformité avec un schéma</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/guides-open-data/guide-qualite/maitriser-les-schemas-de-donnees/indiquer-et-verifier-quune-ressource-respecte-un-schema-de-donnees">Indiquer et vérifier qu'une ressource respecte un schéma de données</a></div></li></ul></div></div></li></ul></div></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees">Guides sur l'utilisation des données<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-90"></svg></span></a><div class="" style="opacity:1;height:auto;display:block"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/introduction-a-lopen-data">Introduction à l'open data<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/introduction-a-lopen-data/comprendre-la-notion-dopen-data">Comprendre la notion d'open data</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/introduction-a-lopen-data/comprendre-lecosysteme-de-lopen-data">Comprendre l'écosystème de l'open data</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/introduction-a-lopen-data/comprendre-les-conditions-dutilisation-des-donnees-en-open-data">Comprendre les conditions d'utilisation des données en open data</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/introduction-a-lopen-data/decouvrir-et-utiliser-data.gouv.fr">Découvrir et utiliser data.gouv.fr</a></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/guide-traitement-et-analyse-de-donnees">Guide traitement et analyse de données<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-90"></svg></span></a><div class="" style="opacity:1;height:auto;display:block"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/guide-traitement-et-analyse-de-donnees/trouver-des-donnees">Trouver des données</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/guide-traitement-et-analyse-de-donnees/prendre-connaissance-et-evaluer-la-qualite-de-donnees">Prendre connaissance et évaluer la qualité de données</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/guide-traitement-et-analyse-de-donnees/explorer-des-donnees">Explorer des données</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/guide-traitement-et-analyse-de-donnees/recuperer-des-donnees">Récupérer des données</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/guide-traitement-et-analyse-de-donnees/manipuler-des-donnees">Manipuler des données<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/guide-traitement-et-analyse-de-donnees/manipuler-des-donnees/ouvrir-des-donnees">Ouvrir des données</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/guide-traitement-et-analyse-de-donnees/manipuler-des-donnees/filtrer-des-donnees">Filtrer des données</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/guide-traitement-et-analyse-de-donnees/manipuler-des-donnees/nettoyer-des-donnees">Nettoyer des données</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/guide-traitement-et-analyse-de-donnees/manipuler-des-donnees/croiser-des-donnees">Croiser des données</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/guide-traitement-et-analyse-de-donnees/manipuler-des-donnees/geocoder-des-adresses">Géocoder des adresses</a></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/guide-traitement-et-analyse-de-donnees/analyser-des-donnees">Analyser des données<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-90"></svg></span></a><div class="" style="opacity:1;height:auto;display:block"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/guide-traitement-et-analyse-de-donnees/analyser-des-donnees/analyser-des-donnees-avec-le-tableur-libreoffice-calc">Analyser des données avec le tableur LibreOffice Calc</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/guide-traitement-et-analyse-de-donnees/analyser-des-donnees/analyser-des-donnees-avec-python">Analyser des données avec Python</a></div></li><li class="flex flex-col"><div><a aria-current="page" class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-primary-500 font-semibold text-primary hover:bg-primary/3 dark:before:border-primary-400 dark:text-primary-400 hover:before:border-primary dark:hover:bg-primary-500/3 dark:hover:before:border-primary" href="/reutiliser-des-donnees/guide-traitement-et-analyse-de-donnees/analyser-des-donnees/analyser-des-donnees-avec-r">Analyser des données avec R</a></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/guide-traitement-et-analyse-de-donnees/visualiser-des-donnees">Visualiser des données</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/guide-traitement-et-analyse-de-donnees/cartographier-des-donnees">Cartographier des données</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/guide-traitement-et-analyse-de-donnees/realiser-des-projets-utiles-et-sinspirer">Réaliser des projets utiles et s'inspirer</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/guide-traitement-et-analyse-de-donnees/poser-des-questions-aux-producteurs-de-donnees">Poser des questions aux producteurs de données</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/guide-traitement-et-analyse-de-donnees/valoriser-ses-travaux">Valoriser ses travaux</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/guide-traitement-et-analyse-de-donnees/autres-ressources-pedagogiques">Autres ressources pédagogiques</a></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/utiliser-les-api-geographiques">Guide API géographiques<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/utiliser-les-api-geographiques/utiliser-lapi-adresse">Utiliser l'API Adresse<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/utiliser-les-api-geographiques/utiliser-lapi-adresse/rappel-donnees-adresses">Rappel sur les données adresses</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/utiliser-les-api-geographiques/utiliser-lapi-adresse/geocoder-des-adresses-theorie">Géocoder des adresses - théorie</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/utiliser-les-api-geographiques/utiliser-lapi-adresse/geocoder-des-adresses-pratique">Géocoder des adresses - cas pratiques</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/utiliser-les-api-geographiques/utiliser-lapi-adresse/faq-adresse">FAQ Adresse</a></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/utiliser-les-api-geographiques/utiliser-lapi-decoupage-administratif">Utiliser l'API Découpage administratif</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/utiliser-les-api-geographiques/utiliser-les-tuiles-vectorielles">Utiliser les tuiles vectorielles</a></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/autour-du-cadastre">Guide données du cadastre<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/autour-du-cadastre/comprendre-les-donnees-ouvertes-du-cadastre-et-leurs-usages">Comprendre les données du cadastre et leurs usages</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/autour-du-cadastre/manipuler-les-donnees-du-cadastre">Manipuler les données du cadastre</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/autour-du-cadastre/faq-cadastre">Foire aux questions sur le cadastre</a></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/prise-en-main-des-donnees-meteorologiques">Guide données météorologiques</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/reutiliser-des-donnees/prendre-en-main-lapi-adresse-portee-par-lign">Guide API "Adresse" de l'IGN</a></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/autres-ressources-utiles">Autres ressources utiles<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/autres-ressources-utiles/lexique-de-lopen-data">Lexique de l'open data</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/autres-ressources-utiles/donnees-de-la-commande-publique">Données de la commande publique<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/autres-ressources-utiles/donnees-de-la-commande-publique/publier-les-donnees-essentielles-dattribution-des-marches">Publier les données essentielles d’attribution des marchés</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/autres-ressources-utiles/donnees-de-la-commande-publique/declaration-dun-profil-dacheteur">Déclaration d’un profil d’acheteur</a></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/autres-ressources-utiles/donnees-de-forte-valeur-modalites-de-rapportage">Données de forte valeur : métadonnées obligatoires et modalités de rapportage</a></div></li><li class="flex flex-col"><a class="flex justify-start items-center gap-3 pl-5 pr-1.5 py-1.5 text-sm transition-colors duration-100 text-dark/8 rounded-md straight-corners:rounded-none dark:text-light/7 font-normal hover:bg-dark/1 dark:hover:bg-light/2" href="https://opendatafrance.gitbook.io/kit-de-ressources-odf/">Ressources OpenDataFrance<svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/arrow-up-right-from-square.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-3 mr-1 mt-1 place-self-start shrink-0 text-current transition-colors [&>path]:transition-[opacity] [&>path]:[opacity:0.40] group-hover:[&>path]:[opacity:1]"></svg></a></li><li class="flex flex-col"><a class="flex justify-start items-center gap-3 pl-5 pr-1.5 py-1.5 text-sm transition-colors duration-100 text-dark/8 rounded-md straight-corners:rounded-none dark:text-light/7 font-normal hover:bg-dark/1 dark:hover:bg-light/2" href="https://doc.transport.data.gouv.fr/">Documentation de transport.data.gouv.fr<svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/arrow-up-right-from-square.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-3 mr-1 mt-1 place-self-start shrink-0 text-current transition-colors [&>path]:transition-[opacity] [&>path]:[opacity:0.40] group-hover:[&>path]:[opacity:1]"></svg></a></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/autres-ressources-utiles/les-algorithmes-publics-pourquoi-et-comment-les-expliquer">Les algorithmes publics : pourquoi et comment les expliquer ?<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/autres-ressources-utiles/les-algorithmes-publics-pourquoi-et-comment-les-expliquer/les-algorithmes-publics-enjeux-et-obligations">Les algorithmes publics : enjeux et obligations</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/autres-ressources-utiles/les-algorithmes-publics-pourquoi-et-comment-les-expliquer/fiche-pratique-lobligation-de-mention-explicite">Fiche pratique : l'obligation de mention explicite</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/autres-ressources-utiles/les-algorithmes-publics-pourquoi-et-comment-les-expliquer/fiche-pratique-linventaire-des-principaux-traitements-algorithmiques">Fiche pratique : l'inventaire des principaux traitements algorithmiques</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/autres-ressources-utiles/les-algorithmes-publics-pourquoi-et-comment-les-expliquer/liste-de-ressources">Liste de ressources</a></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/autres-ressources-utiles/codes-sources-du-secteur-public-lesquels-ouvrir-pourquoi-et-comment">Codes sources du secteur public : lesquels ouvrir, pourquoi et comment ?<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-dark/2 hover:text-current dark:hover:bg-light/2 dark:hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform [opacity:0.40] group-hover:[opacity:1] rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-1 flex-col gap-y-0.5 ms-5 my-2 border-l border-dark/3 dark:border-light/2"><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/autres-ressources-utiles/codes-sources-du-secteur-public-lesquels-ouvrir-pourquoi-et-comment/ce-document-nest-pas...">Ce document n'est pas...</a></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/autres-ressources-utiles/codes-sources-du-secteur-public-lesquels-ouvrir-pourquoi-et-comment/cadre-juridique">Cadre juridique</a></div></li></ul></div></div></li><li class="flex flex-col"><div><a class="group/toclink flex flex-row justify-between pl-5 pr-1.5 py-1.5 text-sm transition-colors relative text-balance before:border-l before:absolute before:left-[-1px] before:top-0 before:h-full rounded-md straight-corners:rounded-none [&+div_a]:rounded-l-none before:border-transparent font-normal text-dark/8 hover:bg-dark/1 hover:text-dark/9 hover:before:border-dark/3 dark:text-light/8 dark:hover:bg-light/2 dark:hover:before:border-light/3 dark:hover:text-light/9" href="/autres-ressources-utiles/catalogage-de-donnees-grist">Catalogage de données - GRIST</a></div></li></ul></div></div></li></ul><div class="relative z-[2] lg:absolute bottom-0 right-0 left-0 flex flex-col pointer-events-none lg:-left-5"><div class="text-sm text-dark/8 pr-0 pt-2 pb-2 mt-4 mb-4 bg-[size:250%_125%] 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animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6 delay-0"></div></div></div><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md aspect-[1/1.2] w-full"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_24px_24px]"><div class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6 [animation-delay:_200ms]"></div></div></div><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md aspect-[1/1.2] w-full"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_24px_24px]"><div class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6 [animation-delay:_400ms]"></div></div></div></div><div id="pour-aller-plus-loin" role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md h-[47px] [max-width:calc(48rem-1px)]"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6"></div></div></div></div><div role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md h-[35px] [max-width:calc(48rem-1px)]"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div 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animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6 delay-0"></div></div></div><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md aspect-[1/1.2] w-full"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_24px_24px]"><div class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6 [animation-delay:_200ms]"></div></div></div><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md aspect-[1/1.2] w-full"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_24px_24px]"><div class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6 [animation-delay:_400ms]"></div></div></div></div><div id="autres-ressources-pedagogiques" role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md h-[47px] [max-width:calc(48rem-1px)]"><div class="w-full bg-dark-4/4 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class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6"></div></div></div></div><div id="niveau-debutant" role="status" aria-busy="true" class="w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md h-[47px] [max-width:calc(48rem-1px)]"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6"></div></div></div></div><div id="formation-initiation-a-r-par-linsee-martin-chevalier" role="status" aria-busy="true" class="flex gap-[25px] w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md aspect-[1/1.2] w-full"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_24px_24px]"><div class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6 delay-0"></div></div></div><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md aspect-[1/1.2] w-full"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_24px_24px]"><div class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6 [animation-delay:_200ms]"></div></div></div><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md aspect-[1/1.2] w-full"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_24px_24px]"><div class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6 [animation-delay:_400ms]"></div></div></div></div><div id="guide-introduction-au-langage-de-programmation-r-par-datactivist-diane-thierry" role="status" aria-busy="true" class="flex gap-[25px] w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md aspect-[1/1.2] w-full"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_24px_24px]"><div class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6 delay-0"></div></div></div><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md aspect-[1/1.2] w-full"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_24px_24px]"><div class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6 [animation-delay:_200ms]"></div></div></div><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md aspect-[1/1.2] w-full"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_24px_24px]"><div class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6 [animation-delay:_400ms]"></div></div></div></div><div id="guide-introduction-a-r-et-au-tidyverse-par-julien-barnier" role="status" aria-busy="true" class="flex gap-[25px] w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md aspect-[1/1.2] w-full"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_24px_24px]"><div class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6 delay-0"></div></div></div><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md aspect-[1/1.2] w-full"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_24px_24px]"><div class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6 [animation-delay:_200ms]"></div></div></div><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md aspect-[1/1.2] w-full"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_24px_24px]"><div class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6 [animation-delay:_400ms]"></div></div></div></div><div id="inventaire-de-ressources-frrrenchies-par-frrrenchies" role="status" aria-busy="true" class="flex gap-[25px] w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md aspect-[1/1.2] w-full"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_24px_24px]"><div class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6 delay-0"></div></div></div><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md aspect-[1/1.2] w-full"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_24px_24px]"><div class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6 [animation-delay:_200ms]"></div></div></div><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md aspect-[1/1.2] w-full"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_24px_24px]"><div class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6 [animation-delay:_400ms]"></div></div></div></div><div id="forum-forum-des-utilisateurs-de-r-en-francais" role="status" aria-busy="true" class="flex gap-[25px] w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md aspect-[1/1.2] w-full"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_24px_24px]"><div class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6 delay-0"></div></div></div><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md aspect-[1/1.2] w-full"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_24px_24px]"><div class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] 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If you are the owner of this site, please refer to <a href="https://docs.gitbook.com/published-documentation/custom-domain/configure-dns#are-you-using-cloudflare" class="underline">GitBook's documentation</a> for steps to fix the problem. `; document.body.prepend(alert); } });</script><script src="/_next/static/chunks/webpack-21fb00c223e55731.js" nonce="ZThiMjAwODgtOTA2YS00OTVjLTkxYTAtMmNmMDNiNDUzNzQz" async=""></script><div hidden id="S:0"><div class="[&>*+*]:mt-5 grid whitespace-pre-wrap"><div class="px-4 py-4 transition-colors rounded-md straight-corners:rounded-none bg-gradient-to-b from-periwinkle/6 to-periwinkle/5 ring-1 ring-inset ring-dark/1 dark:ring-periwinkle/1 dark:from-periwinkle/2 dark:to-periwinkle/[0.1] w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="flex flex-row"><div class="flex items-start justify-center pr-3 mt-0.5 leading-normal text-periwinkle-700 dark:text-periwinkle-400"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/circle-info.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-4"></svg></div><div class="flex-1 space-y-4 [&>p]:text-sm [&>p]:leading-relaxed"><p class="w-full mx-auto max-w-3xl [&>a]:text-periwinkle-700 [&>a:hover]:text-periwinkle-800 [&>code]:bg-periwinkle-700/4 [&>code]:text-inherit [&>code]:shadow-none text-periwinkle-900 dark:text-periwinkle-200 dark:[&>a]:text-periwinkle dark:[&>a:hover]:text-periwinkle-600 dark:[&>code]:bg-periwinkle-200/2 dark:[&>code]:text-inherit decoration-periwinkle-700/6 dark:decoration-periwinkle/6 flip-heading-hash">R est un langage de programmation <strong class="font-bold">orienté vers le traitement et l’analyse quantitative de données</strong>. Il s’agit d’un logiciel libre, développé par ses utilisateurs et utilisatrices.</p><p class="w-full mx-auto max-w-3xl [&>a]:text-periwinkle-700 [&>a:hover]:text-periwinkle-800 [&>code]:bg-periwinkle-700/4 [&>code]:text-inherit [&>code]:shadow-none text-periwinkle-900 dark:text-periwinkle-200 dark:[&>a]:text-periwinkle dark:[&>a:hover]:text-periwinkle-600 dark:[&>code]:bg-periwinkle-200/2 dark:[&>code]:text-inherit decoration-periwinkle-700/6 dark:decoration-periwinkle/6 flip-heading-hash">R permet, entre autres, de :</p><ul class="space-y-2 w-full mx-auto max-w-3xl [&>a]:text-periwinkle-700 [&>a:hover]:text-periwinkle-800 [&>code]:bg-periwinkle-700/4 [&>code]:text-inherit [&>code]:shadow-none text-periwinkle-900 dark:text-periwinkle-200 dark:[&>a]:text-periwinkle dark:[&>a:hover]:text-periwinkle-600 dark:[&>code]:bg-periwinkle-200/2 dark:[&>code]:text-inherit decoration-periwinkle-700/6 dark:decoration-periwinkle/6 flip-heading-hash"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">lire et manipuler des données aux formats divers, les convertir ;</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">les enrichir à partir de données externes ;</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">les analyser, les modéliser ;</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">présenter les résultats (tableaux, graphiques, cartes).</p></div></li></ul><p class="w-full mx-auto max-w-3xl [&>a]:text-periwinkle-700 [&>a:hover]:text-periwinkle-800 [&>code]:bg-periwinkle-700/4 [&>code]:text-inherit [&>code]:shadow-none text-periwinkle-900 dark:text-periwinkle-200 dark:[&>a]:text-periwinkle dark:[&>a:hover]:text-periwinkle-600 dark:[&>code]:bg-periwinkle-200/2 dark:[&>code]:text-inherit decoration-periwinkle-700/6 dark:decoration-periwinkle/6 flip-heading-hash"> <i class="font-italic">Source : Ministère de la transition écologique </i></p></div></div></div><h2 id="apprendre-a-utiliser-r" class="text-3xl font-semibold group relative grid w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#apprendre-a-utiliser-r" aria-label="Direct link to heading" class="inline-flex h-full items-start dark:text-light/3 dark:shadow-none dark:ring-0 leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1lh] transition-colors text-transparent group-hover:text-dark/6 dark:group-hover:text-light/5 lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] mt-[1em]">Apprendre à utiliser R</div></h2><div class="w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0 inline-grid gap-4 grid-cols-1 min-[432px]:grid-cols-2 md:grid-cols-2"><template id="P:1"></template><template id="P:2"></template></div><h2 id="pour-aller-plus-loin" class="text-3xl font-semibold group relative grid w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#pour-aller-plus-loin" aria-label="Direct link to heading" class="inline-flex h-full items-start dark:text-light/3 dark:shadow-none dark:ring-0 leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1lh] transition-colors text-transparent group-hover:text-dark/6 dark:group-hover:text-light/5 lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] mt-[1em]">Pour aller plus loin</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0">Après avoir réalisé le socle d'initiation.</p><div class="w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0 inline-grid gap-4 grid-cols-1 min-[432px]:grid-cols-2 md:grid-cols-2"><template id="P:3"></template><template id="P:4"></template><template id="P:5"></template><template id="P:6"></template></div><h2 id="autres-ressources-pedagogiques" class="text-3xl font-semibold group relative grid w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[1em]"><a href="#autres-ressources-pedagogiques" aria-label="Direct link to heading" class="inline-flex h-full items-start dark:text-light/3 dark:shadow-none dark:ring-0 leading-tight"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1lh] transition-colors text-transparent group-hover:text-dark/6 dark:group-hover:text-light/5 lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] mt-[1em]">Autres ressources pédagogiques</div></h2><p class="w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0">Voici un catalogue (non exhaustif) d'autres ressources pédagogiques pour apprendre à utiliser R.</p><h3 id="niveau-debutant" class="text-2xl font-semibold group relative grid w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#niveau-debutant" aria-label="Direct link to heading" class="inline-flex h-full items-start dark:text-light/3 dark:shadow-none dark:ring-0 leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1lh] transition-colors text-transparent group-hover:text-dark/6 dark:group-hover:text-light/5 lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] mt-[0.75em]">Niveau débutant</div></h3><details id="formation-initiation-a-r-par-linsee-martin-chevalier" class="w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0 group/expandable shadow-dark/1 bg-gradient-to-t from-light-1 to-light-1 border border-b-0 border-dark-3/3 [&]:mt-[0px] [&:first-child]:mt-5 [&:first-child]:rounded-t-lg [:not(&)_+&]:mt-5 [:not(&)_+&]:rounded-t-lg [&:not(:has(+_&))]:mb-5 [&:not(:has(+_&))]:rounded-b-lg [&:not(:has(+_&))]:border-b dark:border-light-2/[0.06] dark:from-dark-2 dark:to-dark-2 dark:shadow-none group open:dark:to-dark-2/8 group open:to-light-1/6"><summary class="cursor-pointer px-4 pr-10 py-4 relative list-none select-none transition-colors group-hover/expandable:text-dark-4/7 group-open:text-dark-3/7 dark:group-open:text-light-3/7 dark:group-hover/expandable:text-light-3/7 [&::-webkit-details-marker]:hidden"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon inline-block size-3 mr-2 mb-1 transition-transform shrink-0 group-open:rotate-90"></svg><strong class="font-bold">[Formation] </strong>Initiation à R par l'Insee (Martin Chevalier) <a href="#formation-initiation-a-r-par-linsee-martin-chevalier" aria-label="Direct link to heading" class="absolute top-2 bottom-2 right-4 flex items-center dark:text-light/3 dark:shadow-none dark:ring-0"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon inline-block size-3 transition-colors text-transparent group-hover:text-dark/6 dark:group-hover:text-light/5"></svg></a></summary><div class="px-10 pb-5 space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl"><a class="underline underline-offset-2 text-primary hover:text-primary-700 transition-colors " href="https://teaching.slmc.fr/r/"><strong class="font-bold">Accéder à la formation</strong></a></p><p class="w-full mx-auto decoration-primary/6 max-w-3xl"><strong class="font-bold">Programme</strong> : </p><ol class="space-y-2 w-full mx-auto decoration-primary/6 max-w-3xl"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'1.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Prise en main du logiciel</p></div></li></ol><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-3xl"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Découverte de l’interface</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Charger et explorer des données</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Importer des données à l’aide de packages</p></div></li></ul><ol class="space-y-2 w-full mx-auto decoration-primary/6 max-w-3xl"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'2.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Manipuler les éléments fondamentaux du langage</p></div></li></ol><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-3xl"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Les vecteurs</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Les matrices</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Les listes</p></div></li></ul><ol class="space-y-2 w-full mx-auto decoration-primary/6 max-w-3xl"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'3.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Travailler avec des données statistiques</p></div></li></ol><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-3xl"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Manipuler les data.frame</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Calculer des statistiques descriptives</p></div></li></ul></div></details><details id="guide-introduction-au-langage-de-programmation-r-par-datactivist-diane-thierry" class="w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0 group/expandable shadow-dark/1 bg-gradient-to-t from-light-1 to-light-1 border border-b-0 border-dark-3/3 [&]:mt-[0px] [&:first-child]:mt-5 [&:first-child]:rounded-t-lg [:not(&)_+&]:mt-5 [:not(&)_+&]:rounded-t-lg [&:not(:has(+_&))]:mb-5 [&:not(:has(+_&))]:rounded-b-lg [&:not(:has(+_&))]:border-b dark:border-light-2/[0.06] dark:from-dark-2 dark:to-dark-2 dark:shadow-none group open:dark:to-dark-2/8 group open:to-light-1/6"><summary class="cursor-pointer px-4 pr-10 py-4 relative list-none select-none transition-colors group-hover/expandable:text-dark-4/7 group-open:text-dark-3/7 dark:group-open:text-light-3/7 dark:group-hover/expandable:text-light-3/7 [&::-webkit-details-marker]:hidden"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon inline-block size-3 mr-2 mb-1 transition-transform shrink-0 group-open:rotate-90"></svg><strong class="font-bold">[Guide]</strong> Introduction au langage de programmation R par Datactivist (Diane Thierry) <a href="#guide-introduction-au-langage-de-programmation-r-par-datactivist-diane-thierry" aria-label="Direct link to heading" class="absolute top-2 bottom-2 right-4 flex items-center dark:text-light/3 dark:shadow-none dark:ring-0"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon inline-block size-3 transition-colors text-transparent group-hover:text-dark/6 dark:group-hover:text-light/5"></svg></a></summary><div class="px-10 pb-5 space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl"><a class="underline underline-offset-2 text-primary hover:text-primary-700 transition-colors " href="https://dianethy.github.io/cours_R/Introduction_R.html"><strong class="font-bold">Accéder au guide</strong></a></p><p class="w-full mx-auto decoration-primary/6 max-w-3xl"><strong class="font-bold">Programme</strong> : </p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-3xl"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Importer les données</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Nettoyer les données</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Transformer les données</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Visualiser les données</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Communiquer</p></div></li></ul></div></details><details id="guide-introduction-a-r-et-au-tidyverse-par-julien-barnier" class="w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0 group/expandable shadow-dark/1 bg-gradient-to-t from-light-1 to-light-1 border border-b-0 border-dark-3/3 [&]:mt-[0px] [&:first-child]:mt-5 [&:first-child]:rounded-t-lg [:not(&)_+&]:mt-5 [:not(&)_+&]:rounded-t-lg [&:not(:has(+_&))]:mb-5 [&:not(:has(+_&))]:rounded-b-lg [&:not(:has(+_&))]:border-b dark:border-light-2/[0.06] dark:from-dark-2 dark:to-dark-2 dark:shadow-none group open:dark:to-dark-2/8 group open:to-light-1/6"><summary class="cursor-pointer px-4 pr-10 py-4 relative list-none select-none transition-colors group-hover/expandable:text-dark-4/7 group-open:text-dark-3/7 dark:group-open:text-light-3/7 dark:group-hover/expandable:text-light-3/7 [&::-webkit-details-marker]:hidden"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon inline-block size-3 mr-2 mb-1 transition-transform shrink-0 group-open:rotate-90"></svg><strong class="font-bold">[Guide]</strong> Introduction à R et au tidyverse par Julien Barnier <a href="#guide-introduction-a-r-et-au-tidyverse-par-julien-barnier" aria-label="Direct link to heading" class="absolute top-2 bottom-2 right-4 flex items-center dark:text-light/3 dark:shadow-none dark:ring-0"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon inline-block size-3 transition-colors text-transparent group-hover:text-dark/6 dark:group-hover:text-light/5"></svg></a></summary><div class="px-10 pb-5 space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl"><a class="underline underline-offset-2 text-primary hover:text-primary-700 transition-colors " href="https://juba.github.io/tidyverse/"><strong class="font-bold">Accéder au guide</strong></a></p><p class="w-full mx-auto decoration-primary/6 max-w-3xl"><strong class="font-bold">Programme</strong> : </p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-3xl"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Une introduction à R, qui présente les bases du langage R et de l’interface RStudio</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Une introduction au tidyverse, qui présente cet ensemble d’extensions pour la visualisation, la manipulation des données et l’export de résultats</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Une partie Aller plus loin qui présente comment créer ses propres fonctions et introduit des notions de programmation plus avancées</p></div></li></ul></div></details><details id="inventaire-de-ressources-frrrenchies-par-frrrenchies" class="w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0 group/expandable shadow-dark/1 bg-gradient-to-t from-light-1 to-light-1 border border-b-0 border-dark-3/3 [&]:mt-[0px] [&:first-child]:mt-5 [&:first-child]:rounded-t-lg [:not(&)_+&]:mt-5 [:not(&)_+&]:rounded-t-lg [&:not(:has(+_&))]:mb-5 [&:not(:has(+_&))]:rounded-b-lg [&:not(:has(+_&))]:border-b dark:border-light-2/[0.06] dark:from-dark-2 dark:to-dark-2 dark:shadow-none group open:dark:to-dark-2/8 group open:to-light-1/6"><summary class="cursor-pointer px-4 pr-10 py-4 relative list-none select-none transition-colors group-hover/expandable:text-dark-4/7 group-open:text-dark-3/7 dark:group-open:text-light-3/7 dark:group-hover/expandable:text-light-3/7 [&::-webkit-details-marker]:hidden"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon inline-block size-3 mr-2 mb-1 transition-transform shrink-0 group-open:rotate-90"></svg><strong class="font-bold">[Inventaire de ressources]</strong> frrrenchies par frrrenchies <a href="#inventaire-de-ressources-frrrenchies-par-frrrenchies" aria-label="Direct link to heading" class="absolute top-2 bottom-2 right-4 flex items-center dark:text-light/3 dark:shadow-none dark:ring-0"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon inline-block size-3 transition-colors text-transparent group-hover:text-dark/6 dark:group-hover:text-light/5"></svg></a></summary><div class="px-10 pb-5 space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl"><a class="underline underline-offset-2 text-primary hover:text-primary-700 transition-colors " href="https://github.com/frrrenchies/frrrenchies"><strong class="font-bold">Accéder à frrrenchies</strong></a></p><p class="w-full mx-auto decoration-primary/6 max-w-3xl"><strong class="font-bold">Description</strong> : Répertoire collaboratif des packages R qui permettent de travailler avec des données concernant la France et des ressources pédagogiques ou d’entraide francophones.</p></div></details><details id="forum-forum-des-utilisateurs-de-r-en-francais" class="w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0 group/expandable shadow-dark/1 bg-gradient-to-t from-light-1 to-light-1 border border-b-0 border-dark-3/3 [&]:mt-[0px] [&:first-child]:mt-5 [&:first-child]:rounded-t-lg [:not(&)_+&]:mt-5 [:not(&)_+&]:rounded-t-lg [&:not(:has(+_&))]:mb-5 [&:not(:has(+_&))]:rounded-b-lg [&:not(:has(+_&))]:border-b dark:border-light-2/[0.06] dark:from-dark-2 dark:to-dark-2 dark:shadow-none group open:dark:to-dark-2/8 group open:to-light-1/6"><summary class="cursor-pointer px-4 pr-10 py-4 relative list-none select-none transition-colors group-hover/expandable:text-dark-4/7 group-open:text-dark-3/7 dark:group-open:text-light-3/7 dark:group-hover/expandable:text-light-3/7 [&::-webkit-details-marker]:hidden"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon inline-block size-3 mr-2 mb-1 transition-transform shrink-0 group-open:rotate-90"></svg><strong class="font-bold">[Forum]</strong> Forum des utilisateurs de R en français <a href="#forum-forum-des-utilisateurs-de-r-en-francais" aria-label="Direct link to heading" class="absolute top-2 bottom-2 right-4 flex items-center dark:text-light/3 dark:shadow-none dark:ring-0"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon inline-block size-3 transition-colors text-transparent group-hover:text-dark/6 dark:group-hover:text-light/5"></svg></a></summary><div class="px-10 pb-5 space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl"><a class="underline underline-offset-2 text-primary hover:text-primary-700 transition-colors " href="https://forums.cirad.fr/logiciel-R/"><span class="text-purple-500"><strong class="font-bold">Accéder au forum</strong></span></a><strong class="font-bold"> </strong></p><p class="w-full mx-auto decoration-primary/6 max-w-3xl"><strong class="font-bold">Description</strong> : </p><p class="w-full mx-auto decoration-primary/6 max-w-3xl">Forum francophone d'échange autour du logiciel de calcul statistique R</p></div></details><details id="forum-slack-des-utilisateurs-francais-de-r" class="w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0 group/expandable shadow-dark/1 bg-gradient-to-t from-light-1 to-light-1 border border-b-0 border-dark-3/3 [&]:mt-[0px] [&:first-child]:mt-5 [&:first-child]:rounded-t-lg [:not(&)_+&]:mt-5 [:not(&)_+&]:rounded-t-lg [&:not(:has(+_&))]:mb-5 [&:not(:has(+_&))]:rounded-b-lg [&:not(:has(+_&))]:border-b dark:border-light-2/[0.06] dark:from-dark-2 dark:to-dark-2 dark:shadow-none group open:dark:to-dark-2/8 group open:to-light-1/6"><summary class="cursor-pointer px-4 pr-10 py-4 relative list-none select-none transition-colors group-hover/expandable:text-dark-4/7 group-open:text-dark-3/7 dark:group-open:text-light-3/7 dark:group-hover/expandable:text-light-3/7 [&::-webkit-details-marker]:hidden"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon inline-block size-3 mr-2 mb-1 transition-transform shrink-0 group-open:rotate-90"></svg><strong class="font-bold">[Forum]</strong> Slack des utilisateurs français de R <a href="#forum-slack-des-utilisateurs-francais-de-r" aria-label="Direct link to heading" class="absolute top-2 bottom-2 right-4 flex items-center dark:text-light/3 dark:shadow-none dark:ring-0"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon inline-block size-3 transition-colors text-transparent group-hover:text-dark/6 dark:group-hover:text-light/5"></svg></a></summary><div class="px-10 pb-5 space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl"><a class="underline underline-offset-2 text-primary hover:text-primary-700 transition-colors " href="https://r-grrr.slack.com/"><strong class="font-bold">Accéder au slack</strong></a></p></div></details><details id="blog-icem7-r-statistiques-par-icem7" class="w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0 group/expandable shadow-dark/1 bg-gradient-to-t from-light-1 to-light-1 border border-b-0 border-dark-3/3 [&]:mt-[0px] [&:first-child]:mt-5 [&:first-child]:rounded-t-lg [:not(&)_+&]:mt-5 [:not(&)_+&]:rounded-t-lg [&:not(:has(+_&))]:mb-5 [&:not(:has(+_&))]:rounded-b-lg [&:not(:has(+_&))]:border-b dark:border-light-2/[0.06] dark:from-dark-2 dark:to-dark-2 dark:shadow-none group open:dark:to-dark-2/8 group open:to-light-1/6"><summary class="cursor-pointer px-4 pr-10 py-4 relative list-none select-none transition-colors group-hover/expandable:text-dark-4/7 group-open:text-dark-3/7 dark:group-open:text-light-3/7 dark:group-hover/expandable:text-light-3/7 [&::-webkit-details-marker]:hidden"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon inline-block size-3 mr-2 mb-1 transition-transform shrink-0 group-open:rotate-90"></svg><strong class="font-bold">[Blog]</strong> icem7 - R, statistiques par icem7 <a href="#blog-icem7-r-statistiques-par-icem7" aria-label="Direct link to heading" class="absolute top-2 bottom-2 right-4 flex items-center dark:text-light/3 dark:shadow-none dark:ring-0"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon inline-block size-3 transition-colors text-transparent group-hover:text-dark/6 dark:group-hover:text-light/5"></svg></a></summary><div class="px-10 pb-5 space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl"><a class="underline underline-offset-2 text-primary hover:text-primary-700 transition-colors " href="https://www.icem7.fr/blog-r-statistiques/"><strong class="font-bold">Accéder au blog</strong></a></p><p class="w-full mx-auto decoration-primary/6 max-w-3xl"><strong class="font-bold">Description</strong> : Exemples concrets et pédagogiques d’utilisation de R présentés dans des articles de blog</p></div></details><details id="guide-r-guide-par-kaggle" class="w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0 group/expandable shadow-dark/1 bg-gradient-to-t from-light-1 to-light-1 border border-b-0 border-dark-3/3 [&]:mt-[0px] [&:first-child]:mt-5 [&:first-child]:rounded-t-lg [:not(&)_+&]:mt-5 [:not(&)_+&]:rounded-t-lg [&:not(:has(+_&))]:mb-5 [&:not(:has(+_&))]:rounded-b-lg [&:not(:has(+_&))]:border-b dark:border-light-2/[0.06] dark:from-dark-2 dark:to-dark-2 dark:shadow-none group open:dark:to-dark-2/8 group open:to-light-1/6"><summary class="cursor-pointer px-4 pr-10 py-4 relative list-none select-none transition-colors group-hover/expandable:text-dark-4/7 group-open:text-dark-3/7 dark:group-open:text-light-3/7 dark:group-hover/expandable:text-light-3/7 [&::-webkit-details-marker]:hidden"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon inline-block size-3 mr-2 mb-1 transition-transform shrink-0 group-open:rotate-90"></svg><strong class="font-bold">[Guide]</strong> R Guide par Kaggle 🇬🇧<a href="#guide-r-guide-par-kaggle" aria-label="Direct link to heading" class="absolute top-2 bottom-2 right-4 flex items-center dark:text-light/3 dark:shadow-none dark:ring-0"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon inline-block size-3 transition-colors text-transparent group-hover:text-dark/6 dark:group-hover:text-light/5"></svg></a></summary><div class="px-10 pb-5 space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl"><a class="underline underline-offset-2 text-primary hover:text-primary-700 transition-colors " href="https://www.kaggle.com/learn-guide/r"><strong class="font-bold">Accéder au guide</strong></a></p><p class="w-full mx-auto decoration-primary/6 max-w-3xl"><strong class="font-bold">Description</strong> : Ressources en anglais pour apprendre à utiliser le langage R, rédigées par la communauté de Kaggle</p></div></details><h3 id="niveau-intermediaire" class="text-2xl font-semibold group relative grid w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#niveau-intermediaire" aria-label="Direct link to heading" class="inline-flex h-full items-start dark:text-light/3 dark:shadow-none dark:ring-0 leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1lh] transition-colors text-transparent group-hover:text-dark/6 dark:group-hover:text-light/5 lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] mt-[0.75em]">Niveau intermédiaire</div></h3><details id="formation-perfectionnement-a-r-par-linsee-martin-chevalier" class="w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0 group/expandable shadow-dark/1 bg-gradient-to-t from-light-1 to-light-1 border border-b-0 border-dark-3/3 [&]:mt-[0px] [&:first-child]:mt-5 [&:first-child]:rounded-t-lg [:not(&)_+&]:mt-5 [:not(&)_+&]:rounded-t-lg [&:not(:has(+_&))]:mb-5 [&:not(:has(+_&))]:rounded-b-lg [&:not(:has(+_&))]:border-b dark:border-light-2/[0.06] dark:from-dark-2 dark:to-dark-2 dark:shadow-none group open:dark:to-dark-2/8 group open:to-light-1/6"><summary class="cursor-pointer px-4 pr-10 py-4 relative list-none select-none transition-colors group-hover/expandable:text-dark-4/7 group-open:text-dark-3/7 dark:group-open:text-light-3/7 dark:group-hover/expandable:text-light-3/7 [&::-webkit-details-marker]:hidden"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon inline-block size-3 mr-2 mb-1 transition-transform shrink-0 group-open:rotate-90"></svg><strong class="font-bold">[Formation]</strong> Perfectionnement à R par l'Insee (Martin Chevalier) <a href="#formation-perfectionnement-a-r-par-linsee-martin-chevalier" aria-label="Direct link to heading" class="absolute top-2 bottom-2 right-4 flex items-center dark:text-light/3 dark:shadow-none dark:ring-0"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon inline-block size-3 transition-colors text-transparent group-hover:text-dark/6 dark:group-hover:text-light/5"></svg></a></summary><div class="px-10 pb-5 space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl"><a class="underline underline-offset-2 text-primary hover:text-primary-700 transition-colors " href="https://teaching.slmc.fr/perf/index.html"><strong class="font-bold">Accéder à la formation</strong></a></p><p class="w-full mx-auto decoration-primary/6 max-w-3xl"><strong class="font-bold">Programme</strong> : </p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-3xl"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Savoir utiliser les fonctions *apply(), do.call() et Reduce()</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Travailler efficacement sur des données avec base R</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Travailler efficacement sur des données avec dplyr</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Travailler efficacement sur des données avec data.table</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Réaliser des graphiques avec R</p></div></li></ul></div></details><details id="documentation-utilitr-par-linsee" class="w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0 group/expandable shadow-dark/1 bg-gradient-to-t from-light-1 to-light-1 border border-b-0 border-dark-3/3 [&]:mt-[0px] [&:first-child]:mt-5 [&:first-child]:rounded-t-lg [:not(&)_+&]:mt-5 [:not(&)_+&]:rounded-t-lg [&:not(:has(+_&))]:mb-5 [&:not(:has(+_&))]:rounded-b-lg [&:not(:has(+_&))]:border-b dark:border-light-2/[0.06] dark:from-dark-2 dark:to-dark-2 dark:shadow-none group open:dark:to-dark-2/8 group open:to-light-1/6"><summary class="cursor-pointer px-4 pr-10 py-4 relative list-none select-none transition-colors group-hover/expandable:text-dark-4/7 group-open:text-dark-3/7 dark:group-open:text-light-3/7 dark:group-hover/expandable:text-light-3/7 [&::-webkit-details-marker]:hidden"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon inline-block size-3 mr-2 mb-1 transition-transform shrink-0 group-open:rotate-90"></svg><strong class="font-bold">[Documentation]</strong> utilitR par l'Insee <a href="#documentation-utilitr-par-linsee" aria-label="Direct link to heading" class="absolute top-2 bottom-2 right-4 flex items-center dark:text-light/3 dark:shadow-none dark:ring-0"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon inline-block size-3 transition-colors text-transparent group-hover:text-dark/6 dark:group-hover:text-light/5"></svg></a></summary><div class="px-10 pb-5 space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl"><a class="underline underline-offset-2 text-primary hover:text-primary-700 transition-colors " href="https://utilitr.org/"><strong class="font-bold">Accéder à utilitR</strong></a></p><p class="w-full mx-auto decoration-primary/6 max-w-3xl"><strong class="font-bold">Description</strong> : </p><p class="w-full mx-auto decoration-primary/6 max-w-3xl">Documentation qui aide à réaliser des traitements statistiques usuels avec R et à produire des sorties (graphiques, cartes, documents).</p><p class="w-full mx-auto decoration-primary/6 max-w-3xl">Présente succinctement les outils les plus adaptés aux différentes tâches, et oriente vers les ressources pertinentes :</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-3xl"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Mener un projet statistique avec R</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Importer des données avec R</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Choisir son paradigme d’analyse de données avec R</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Manipuler des données avec R</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Produire des sorties avec R</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Bonnes pratiques</p></div></li></ul></div></details><details id="guide-externe-introduction-a-lanalyse-denquetes-avec-r-et-rstudio" class="w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0 group/expandable shadow-dark/1 bg-gradient-to-t from-light-1 to-light-1 border border-b-0 border-dark-3/3 [&]:mt-[0px] [&:first-child]:mt-5 [&:first-child]:rounded-t-lg [:not(&)_+&]:mt-5 [:not(&)_+&]:rounded-t-lg [&:not(:has(+_&))]:mb-5 [&:not(:has(+_&))]:rounded-b-lg [&:not(:has(+_&))]:border-b dark:border-light-2/[0.06] dark:from-dark-2 dark:to-dark-2 dark:shadow-none group open:dark:to-dark-2/8 group open:to-light-1/6"><summary class="cursor-pointer px-4 pr-10 py-4 relative list-none select-none transition-colors group-hover/expandable:text-dark-4/7 group-open:text-dark-3/7 dark:group-open:text-light-3/7 dark:group-hover/expandable:text-light-3/7 [&::-webkit-details-marker]:hidden"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon inline-block size-3 mr-2 mb-1 transition-transform shrink-0 group-open:rotate-90"></svg><strong class="font-bold">[Guide externe]</strong> Introduction à l’analyse d’enquêtes avec R et RStudio <a href="#guide-externe-introduction-a-lanalyse-denquetes-avec-r-et-rstudio" aria-label="Direct link to heading" class="absolute top-2 bottom-2 right-4 flex items-center dark:text-light/3 dark:shadow-none dark:ring-0"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon inline-block size-3 transition-colors text-transparent group-hover:text-dark/6 dark:group-hover:text-light/5"></svg></a></summary><div class="px-10 pb-5 space-y-4"><p class="w-full mx-auto decoration-primary/6 max-w-3xl"><a class="underline underline-offset-2 text-primary hover:text-primary-700 transition-colors " href="https://larmarange.github.io/analyse-R/"><strong class="font-bold">Accéder au guide</strong></a></p><p class="w-full mx-auto decoration-primary/6 max-w-3xl"><strong class="font-bold">Auteurs</strong> : Julien Barnier, Julien Biaudet, François Briatte, Milan Bouchet-Valat, Ewen Gallic, Frédérique Giraud, Joël Gombin, Mayeul Kauffmann, Christophe Lalanne, Joseph Larmarange, Nicolas Robette</p><p class="w-full mx-auto decoration-primary/6 max-w-3xl"><strong class="font-bold">Description</strong> : </p><p class="w-full mx-auto decoration-primary/6 max-w-3xl">Présente comment réaliser des analyses statistiques et diverses opérations courantes avec R.</p><p class="w-full mx-auto decoration-primary/6 max-w-3xl">Manipuler</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-3xl"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Prise en main</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Manipulation de données</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Exporter</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-3xl">Analyser</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-3xl"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Statistiques introductives</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Statistiques intermédiaires</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Statistiques avancées</p></div></li></ul><p class="w-full mx-auto decoration-primary/6 max-w-3xl">Approfondir</p><ul class="space-y-2 w-full mx-auto decoration-primary/6 max-w-3xl"><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Graphiques</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Programmation</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal flex items-center justify-center mr-1 min-h-[1lh] min-w-6 text-dark/6 dark:text-light/5"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="space-y-2 flex flex-col flex-1"><p class="w-full mx-auto decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0">Divers</p></div></li></ul></div></details><div class="px-4 py-4 transition-colors rounded-md straight-corners:rounded-none bg-gradient-to-b from-teal/4 to-teal/3 ring-1 ring-inset ring-dark/1 dark:ring-teal/1 dark:from-teal/2 dark:to-teal/3 w-full mx-auto decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="flex flex-row"><div class="flex items-start justify-center pr-3 mt-0.5 leading-normal text-teal-700 dark:text-teal-400"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/circle-check.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-4"></svg></div><div class="flex-1 space-y-4 [&>p]:text-sm [&>p]:leading-relaxed"><p class="w-full mx-auto max-w-3xl [&>a]:text-teal-600 [&>a:hover]:text-teal-800 [&>code]:bg-teal-600/4 [&>code]:text-inherit [&>code]:shadow-none text-teal-800 dark:text-teal-100 dark:[&>a]:text-teal-400 dark:[&>a:hover]:text-teal-500 dark:[&>code]:bg-teal-200/2 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https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252FJLv47F86fJIoiBdM9M4K%252FFrame%252025%2520%285%29.png%3Falt%3Dmedia%26token%3D9cd8ca42-78a2-45c9-aef8-5d94d39918ba&width=376&dpr=4&quality=100&sign=9475cbbf&sv=1 1504w" imageSizes="376px"/><div hidden id="S:1"><a href="https://mtes-mct.github.io/parcours_r_socle_introduction/" class="group grid shadow-1xs shadow-dark/[0.02] rounded-md straight-corners:rounded-none dark:shadow-transparent z-0 before:pointer-events-none before:grid-area-1-1 before:transition-shadow before:w-full before:h-full before:rounded-[inherit] before:ring-1 before:ring-dark/2 before:z-10 before:relative before:dark:ring-light/2 hover:before:ring-dark/4 dark:hover:before:ring-light/4"><div class="grid-area-1-1 z-0 relative grid bg-light w-[calc(100%+2px)] h-[calc(100%+2px)] inset-[-1px] rounded-[7px] straight-corners:rounded-none overflow-hidden dark:bg-dark grid-cols-[40%,_1fr] min-[432px]:grid-cols-none min-[432px]:grid-rows-[auto,1fr]"><img alt="Cover" fetchPriority="high" class="min-w-0 w-full h-full object-cover min-[432px]:h-auto min-[432px]:aspect-video block" src="https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252Fhye9RuC84fGTlR0Y2s17%252FFrame%252025.png%3Falt%3Dmedia%26token%3D9887db94-f85b-4312-be7d-a4318c45f601&width=376&dpr=4&quality=100&sign=39f138ac&sv=1" srcSet="https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252Fhye9RuC84fGTlR0Y2s17%252FFrame%252025.png%3Falt%3Dmedia%26token%3D9887db94-f85b-4312-be7d-a4318c45f601&width=376&dpr=1&quality=100&sign=39f138ac&sv=1 376w, https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252Fhye9RuC84fGTlR0Y2s17%252FFrame%252025.png%3Falt%3Dmedia%26token%3D9887db94-f85b-4312-be7d-a4318c45f601&width=376&dpr=2&quality=100&sign=39f138ac&sv=1 752w, https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252Fhye9RuC84fGTlR0Y2s17%252FFrame%252025.png%3Falt%3Dmedia%26token%3D9887db94-f85b-4312-be7d-a4318c45f601&width=376&dpr=3&quality=100&sign=39f138ac&sv=1 1128w, https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252Fhye9RuC84fGTlR0Y2s17%252FFrame%252025.png%3Falt%3Dmedia%26token%3D9887db94-f85b-4312-be7d-a4318c45f601&width=376&dpr=4&quality=100&sign=39f138ac&sv=1 1504w" sizes="376px" width="1273" height="717"/><div class="min-w-0 w-full flex flex-col place-self-start gap-3 p-4 text-sm transition-colors text-dark/8 dark:text-light/8 group-hover:text-dark/10 dark:group-hover:text-light/10"><div class="w-full space-y-2 lg:space-y-3 leading-normal"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Maîtriser les fondamentaux de R pour réaliser des opérations simples de traitement et d’analyse de données (partie 1).</p></div><div class="w-full space-y-2 lg:space-y-3 leading-normal"><template id="B:7"></template><div role="status" aria-busy="true" class="mx-auto decoration-primary/6 w-full 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min-[432px]:grid-rows-[auto,1fr]"><img alt="Cover" fetchPriority="high" class="min-w-0 w-full h-full object-cover min-[432px]:h-auto min-[432px]:aspect-video block" src="https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252FhiDnSHhtEGbmEvqWdZH4%252FFrame%252025%2520%281%29.png%3Falt%3Dmedia%26token%3D9b0184ba-8a27-460e-b330-ef5e27c3f64e&width=376&dpr=4&quality=100&sign=ffaf29ce&sv=1" srcSet="https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252FhiDnSHhtEGbmEvqWdZH4%252FFrame%252025%2520%281%29.png%3Falt%3Dmedia%26token%3D9b0184ba-8a27-460e-b330-ef5e27c3f64e&width=376&dpr=1&quality=100&sign=ffaf29ce&sv=1 376w, https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252FhiDnSHhtEGbmEvqWdZH4%252FFrame%252025%2520%281%29.png%3Falt%3Dmedia%26token%3D9b0184ba-8a27-460e-b330-ef5e27c3f64e&width=376&dpr=2&quality=100&sign=ffaf29ce&sv=1 752w, https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252FhiDnSHhtEGbmEvqWdZH4%252FFrame%252025%2520%281%29.png%3Falt%3Dmedia%26token%3D9b0184ba-8a27-460e-b330-ef5e27c3f64e&width=376&dpr=3&quality=100&sign=ffaf29ce&sv=1 1128w, https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252FhiDnSHhtEGbmEvqWdZH4%252FFrame%252025%2520%281%29.png%3Falt%3Dmedia%26token%3D9b0184ba-8a27-460e-b330-ef5e27c3f64e&width=376&dpr=4&quality=100&sign=ffaf29ce&sv=1 1504w" sizes="376px" width="1273" height="717"/><div class="min-w-0 w-full flex flex-col place-self-start gap-3 p-4 text-sm transition-colors text-dark/8 dark:text-light/8 group-hover:text-dark/10 dark:group-hover:text-light/10"><div class="w-full space-y-2 lg:space-y-3 leading-normal"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Maîtriser les fondamentaux de R pour réaliser des opérations simples de traitement et d’analyse de données (partie 2).</p></div><div class="w-full space-y-2 lg:space-y-3 leading-normal"><template id="B:8"></template><div role="status" aria-busy="true" class="mx-auto decoration-primary/6 w-full max-w-[unset]"><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md h-[35px] [max-width:calc(48rem-1px)]"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6"></div></div></div></div></div><div class="w-full space-y-2 lg:space-y-3 leading-normal"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"></p></div></div></div></a></div><script nonce="ZThiMjAwODgtOTA2YS00OTVjLTkxYTAtMmNmMDNiNDUzNzQz">$RS("S:2","P:2")</script><div hidden id="S:3"><a href="https://mtes-mct.github.io/parcours_r_module_statistiques_descriptives/" class="group grid shadow-1xs shadow-dark/[0.02] rounded-md straight-corners:rounded-none dark:shadow-transparent z-0 before:pointer-events-none before:grid-area-1-1 before:transition-shadow before:w-full before:h-full before:rounded-[inherit] before:ring-1 before:ring-dark/2 before:z-10 before:relative before:dark:ring-light/2 hover:before:ring-dark/4 dark:hover:before:ring-light/4"><div class="grid-area-1-1 z-0 relative grid bg-light w-[calc(100%+2px)] h-[calc(100%+2px)] inset-[-1px] rounded-[7px] straight-corners:rounded-none overflow-hidden dark:bg-dark grid-cols-[40%,_1fr] min-[432px]:grid-cols-none min-[432px]:grid-rows-[auto,1fr]"><img alt="Cover" fetchPriority="high" class="min-w-0 w-full h-full object-cover min-[432px]:h-auto min-[432px]:aspect-video block" src="https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252FULZQg3JLPK6SrEdW61Dm%252FFrame%252025%2520%282%29.png%3Falt%3Dmedia%26token%3D56d28013-b6b2-4809-91b0-3e750537ab9b&width=376&dpr=4&quality=100&sign=4f6fb9a7&sv=1" srcSet="https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252FULZQg3JLPK6SrEdW61Dm%252FFrame%252025%2520%282%29.png%3Falt%3Dmedia%26token%3D56d28013-b6b2-4809-91b0-3e750537ab9b&width=376&dpr=1&quality=100&sign=4f6fb9a7&sv=1 376w, https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252FULZQg3JLPK6SrEdW61Dm%252FFrame%252025%2520%282%29.png%3Falt%3Dmedia%26token%3D56d28013-b6b2-4809-91b0-3e750537ab9b&width=376&dpr=2&quality=100&sign=4f6fb9a7&sv=1 752w, https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252FULZQg3JLPK6SrEdW61Dm%252FFrame%252025%2520%282%29.png%3Falt%3Dmedia%26token%3D56d28013-b6b2-4809-91b0-3e750537ab9b&width=376&dpr=3&quality=100&sign=4f6fb9a7&sv=1 1128w, https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252FULZQg3JLPK6SrEdW61Dm%252FFrame%252025%2520%282%29.png%3Falt%3Dmedia%26token%3D56d28013-b6b2-4809-91b0-3e750537ab9b&width=376&dpr=4&quality=100&sign=4f6fb9a7&sv=1 1504w" sizes="376px" width="1273" height="717"/><div class="min-w-0 w-full flex flex-col place-self-start gap-3 p-4 text-sm transition-colors text-dark/8 dark:text-light/8 group-hover:text-dark/10 dark:group-hover:text-light/10"><div class="w-full space-y-2 lg:space-y-3 leading-normal"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Être autonome en matière de statistiques de base avec R.</p></div><div class="w-full space-y-2 lg:space-y-3 leading-normal"><template id="B:9"></template><div role="status" aria-busy="true" class="mx-auto decoration-primary/6 w-full max-w-[unset]"><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md h-[35px] [max-width:calc(48rem-1px)]"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6"></div></div></div></div></div><div class="w-full space-y-2 lg:space-y-3 leading-normal"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"></p></div></div></div></a></div><script nonce="ZThiMjAwODgtOTA2YS00OTVjLTkxYTAtMmNmMDNiNDUzNzQz">$RS("S:3","P:3")</script><div hidden id="S:4"><a href="https://mtes-mct.github.io/parcours_r_module_analyse_multi_dimensionnelles/" class="group grid shadow-1xs shadow-dark/[0.02] rounded-md straight-corners:rounded-none dark:shadow-transparent z-0 before:pointer-events-none before:grid-area-1-1 before:transition-shadow before:w-full before:h-full before:rounded-[inherit] before:ring-1 before:ring-dark/2 before:z-10 before:relative before:dark:ring-light/2 hover:before:ring-dark/4 dark:hover:before:ring-light/4"><div class="grid-area-1-1 z-0 relative grid bg-light w-[calc(100%+2px)] h-[calc(100%+2px)] inset-[-1px] rounded-[7px] straight-corners:rounded-none overflow-hidden dark:bg-dark grid-cols-[40%,_1fr] min-[432px]:grid-cols-none min-[432px]:grid-rows-[auto,1fr]"><img alt="Cover" fetchPriority="high" class="min-w-0 w-full h-full object-cover min-[432px]:h-auto min-[432px]:aspect-video block" src="https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252FgNiDJzwn1nAimmLz76uC%252FFrame%252025%2520%283%29.png%3Falt%3Dmedia%26token%3D6e36dcbd-220b-4f26-959b-c329fcbba066&width=376&dpr=4&quality=100&sign=17f19d6f&sv=1" srcSet="https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252FgNiDJzwn1nAimmLz76uC%252FFrame%252025%2520%283%29.png%3Falt%3Dmedia%26token%3D6e36dcbd-220b-4f26-959b-c329fcbba066&width=376&dpr=1&quality=100&sign=17f19d6f&sv=1 376w, https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252FgNiDJzwn1nAimmLz76uC%252FFrame%252025%2520%283%29.png%3Falt%3Dmedia%26token%3D6e36dcbd-220b-4f26-959b-c329fcbba066&width=376&dpr=2&quality=100&sign=17f19d6f&sv=1 752w, https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252FgNiDJzwn1nAimmLz76uC%252FFrame%252025%2520%283%29.png%3Falt%3Dmedia%26token%3D6e36dcbd-220b-4f26-959b-c329fcbba066&width=376&dpr=3&quality=100&sign=17f19d6f&sv=1 1128w, https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252FgNiDJzwn1nAimmLz76uC%252FFrame%252025%2520%283%29.png%3Falt%3Dmedia%26token%3D6e36dcbd-220b-4f26-959b-c329fcbba066&width=376&dpr=4&quality=100&sign=17f19d6f&sv=1 1504w" sizes="376px" width="1273" height="717"/><div class="min-w-0 w-full flex flex-col place-self-start gap-3 p-4 text-sm transition-colors text-dark/8 dark:text-light/8 group-hover:text-dark/10 dark:group-hover:text-light/10"><div class="w-full space-y-2 lg:space-y-3 leading-normal"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Connaître certains outils R d’analyse des données multivariées et mettre en oeuvre des méthodes usuelles.</p></div><div class="w-full space-y-2 lg:space-y-3 leading-normal"><template id="B:a"></template><div role="status" aria-busy="true" class="mx-auto decoration-primary/6 w-full max-w-[unset]"><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md h-[35px] [max-width:calc(48rem-1px)]"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6"></div></div></div></div></div><div class="w-full space-y-2 lg:space-y-3 leading-normal"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"></p></div></div></div></a></div><script nonce="ZThiMjAwODgtOTA2YS00OTVjLTkxYTAtMmNmMDNiNDUzNzQz">$RS("S:4","P:4")</script><div hidden id="S:5"><a href="https://mtes-mct.github.io/parcours_r_module_datavisualisation/" class="group grid shadow-1xs shadow-dark/[0.02] rounded-md straight-corners:rounded-none dark:shadow-transparent z-0 before:pointer-events-none before:grid-area-1-1 before:transition-shadow before:w-full before:h-full before:rounded-[inherit] before:ring-1 before:ring-dark/2 before:z-10 before:relative before:dark:ring-light/2 hover:before:ring-dark/4 dark:hover:before:ring-light/4"><div class="grid-area-1-1 z-0 relative grid bg-light w-[calc(100%+2px)] h-[calc(100%+2px)] inset-[-1px] rounded-[7px] straight-corners:rounded-none overflow-hidden dark:bg-dark grid-cols-[40%,_1fr] min-[432px]:grid-cols-none min-[432px]:grid-rows-[auto,1fr]"><img alt="Cover" fetchPriority="high" class="min-w-0 w-full h-full object-cover min-[432px]:h-auto min-[432px]:aspect-video block" src="https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252F1vBLr7j3Rswu8Wr0NNKY%252FFrame%252025%2520%284%29.png%3Falt%3Dmedia%26token%3Dda0ca253-7c69-441b-9fbf-b23abfb1d01f&width=376&dpr=4&quality=100&sign=b96580bf&sv=1" srcSet="https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252F1vBLr7j3Rswu8Wr0NNKY%252FFrame%252025%2520%284%29.png%3Falt%3Dmedia%26token%3Dda0ca253-7c69-441b-9fbf-b23abfb1d01f&width=376&dpr=1&quality=100&sign=b96580bf&sv=1 376w, https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252F1vBLr7j3Rswu8Wr0NNKY%252FFrame%252025%2520%284%29.png%3Falt%3Dmedia%26token%3Dda0ca253-7c69-441b-9fbf-b23abfb1d01f&width=376&dpr=2&quality=100&sign=b96580bf&sv=1 752w, https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252F1vBLr7j3Rswu8Wr0NNKY%252FFrame%252025%2520%284%29.png%3Falt%3Dmedia%26token%3Dda0ca253-7c69-441b-9fbf-b23abfb1d01f&width=376&dpr=3&quality=100&sign=b96580bf&sv=1 1128w, https://guides.data.gouv.fr/~gitbook/image?url=https%3A%2F%2F3786092575-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FnSrS1oz2N9yTlykjBxxZ%252Fuploads%252F1vBLr7j3Rswu8Wr0NNKY%252FFrame%252025%2520%284%29.png%3Falt%3Dmedia%26token%3Dda0ca253-7c69-441b-9fbf-b23abfb1d01f&width=376&dpr=4&quality=100&sign=b96580bf&sv=1 1504w" sizes="376px" width="1273" height="717"/><div class="min-w-0 w-full flex flex-col place-self-start gap-3 p-4 text-sm transition-colors text-dark/8 dark:text-light/8 group-hover:text-dark/10 dark:group-hover:text-light/10"><div class="w-full space-y-2 lg:space-y-3 leading-normal"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">Produire des tableaux, des graphiques et des cartes avec R.</p></div><div class="w-full space-y-2 lg:space-y-3 leading-normal"><template id="B:b"></template><div role="status" aria-busy="true" class="mx-auto decoration-primary/6 w-full max-w-[unset]"><div class="ring-1 ring-dark/2 overflow-hidden relative grid dark:ring-light/1 rounded-md h-[35px] [max-width:calc(48rem-1px)]"><div class="w-full bg-dark-4/4 dark:bg-light-3/1 grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-dark-4 to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)] dark:from-light-4/6"></div></div></div></div></div><div class="w-full space-y-2 lg:space-y-3 leading-normal"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"></p></div></div></div></a></div><script nonce="ZThiMjAwODgtOTA2YS00OTVjLTkxYTAtMmNmMDNiNDUzNzQz">$RS("S:5","P:5")</script><div hidden id="S:6"><a href="https://mtes-mct.github.io/parcours_r_module_analyse_spatiale/" class="group grid shadow-1xs shadow-dark/[0.02] rounded-md straight-corners:rounded-none dark:shadow-transparent z-0 before:pointer-events-none before:grid-area-1-1 before:transition-shadow before:w-full before:h-full before:rounded-[inherit] before:ring-1 before:ring-dark/2 before:z-10 before:relative before:dark:ring-light/2 hover:before:ring-dark/4 dark:hover:before:ring-light/4"><div class="grid-area-1-1 z-0 relative grid bg-light w-[calc(100%+2px)] h-[calc(100%+2px)] inset-[-1px] rounded-[7px] straight-corners:rounded-none overflow-hidden dark:bg-dark grid-cols-[40%,_1fr] min-[432px]:grid-cols-none min-[432px]:grid-rows-[auto,1fr]"><img alt="Cover" fetchPriority="high" class="min-w-0 w-full h-full object-cover min-[432px]:h-auto min-[432px]:aspect-video block" 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