{"id":1587,"date":"2026-08-13T11:37:29","date_gmt":"2026-08-13T15:37:29","guid":{"rendered":"https:\/\/cioosatlantic.enconstruction.website\/?post_type=ressource&p=1587"},"modified":"2026-08-13T11:40:30","modified_gmt":"2026-08-13T15:40:30","slug":"module-3-introduction-to-data-management","status":"publish","type":"ressource","link":"https:\/\/cioosatlantic.enconstruction.website\/fr\/ressource\/module-3-introduction-to-data-management\/","title":{"rendered":"Module 3: Introduction to Data Management"},"content":{"rendered":"[vc_row type=\u201dfull_width_background\u201d full_screen_row_position=\u201dmiddle\u201d column_margin=\u201ddefault\u201d column_direction=\u201ddefault\u201d column_direction_tablet=\u201ddefault\u201d column_direction_phone=\u201ddefault\u201d bg_color=\u201d#152F37\u2033 scene_position=\u201dcenter\u201d top_padding=\u201d100\u2033 bottom_padding=\u201d50\u2033 left_padding_desktop=\u201d5%\u201d constrain_group_2=\u201dyes\u201d right_padding_desktop=\u201d5%\u201d text_color=\u201dlight\u201d text_align=\u201dleft\u201d row_border_radius=\u201dnone\u201d row_border_radius_applies=\u201dbg\u201d overflow=\u201dvisible\u201d overlay_strength=\u201d0.3\u2033 gradient_direction=\u201dleft_to_right\u201d shape_divider_position=\u201dbottom\u201d bg_image_animation=\u201dnone\u201d gradient_type=\u201ddefault\u201d shape_type=\u201d\u201d][vc_column column_padding=\u201dno-extra-padding\u201d column_padding_tablet=\u201dinherit\u201d column_padding_phone=\u201dinherit\u201d column_padding_position=\u201dall\u201d column_element_direction_desktop=\u201ddefault\u201d column_element_spacing=\u201ddefault\u201d desktop_text_alignment=\u201ddefault\u201d tablet_text_alignment=\u201ddefault\u201d phone_text_alignment=\u201ddefault\u201d background_color_opacity=\u201d1\u2033 background_hover_color_opacity=\u201d1\u2033 column_backdrop_filter=\u201dnone\u201d column_shadow=\u201dnone\u201d column_border_radius=\u201dnone\u201d column_link_target=\u201d_self\u201d column_position=\u201ddefault\u201d gradient_direction=\u201dleft_to_right\u201d overlay_strength=\u201d0.3\u2033 width=\u201d1\/1\u2033 tablet_width_inherit=\u201ddefault\u201d animation_type=\u201ddefault\u201d bg_image_animation=\u201dnone\u201d border_type=\u201dsimple\u201d column_border_width=\u201dnone\u201d column_border_style=\u201dsolid\u201d][vc_row_inner column_margin=\u201ddefault\u201d column_direction=\u201ddefault\u201d column_direction_tablet=\u201ddefault\u201d column_direction_phone=\u201ddefault\u201d text_align=\u201dleft\u201d row_position=\u201ddefault\u201d row_position_tablet=\u201dinherit\u201d row_position_phone=\u201dinherit\u201d overflow=\u201dvisible\u201d pointer_events=\u201dall\u201d][vc_column_inner column_padding=\u201dno-extra-padding\u201d column_padding_tablet=\u201dinherit\u201d column_padding_phone=\u201dinherit\u201d column_padding_position=\u201dall\u201d column_element_direction_desktop=\u201ddefault\u201d column_element_spacing=\u201ddefault\u201d desktop_text_alignment=\u201ddefault\u201d tablet_text_alignment=\u201ddefault\u201d phone_text_alignment=\u201ddefault\u201d background_color_opacity=\u201d1\u2033 background_hover_color_opacity=\u201d1\u2033 column_backdrop_filter=\u201dnone\u201d column_shadow=\u201dnone\u201d column_border_radius=\u201dnone\u201d column_link_target=\u201d_self\u201d overflow=\u201dvisible\u201d gradient_direction=\u201dleft_to_right\u201d overlay_strength=\u201d0.3\u2033 width=\u201d5\/6\u2033 tablet_width_inherit=\u201ddefault\u201d animation_type=\u201ddefault\u201d bg_image_animation=\u201dnone\u201d border_type=\u201dsimple\u201d column_border_width=\u201dnone\u201d column_border_style=\u201dsolid\u201d][vc_column_text css=\u201d\u201d text_direction=\u201ddefault\u201d]

Module 3 \u2013 Introduction \u00e0 la gestion des donn\u00e9es<\/h1>\n

This module is an introduction to data management, building on the previous two modules with brief introductions to a few data principles and giving examples of data management pitfalls and how they can be avoided.[\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=\u201dno-extra-padding\u201d column_padding_tablet=\u201dinherit\u201d column_padding_phone=\u201dinherit\u201d column_padding_position=\u201dall\u201d column_element_direction_desktop=\u201ddefault\u201d column_element_spacing=\u201ddefault\u201d desktop_text_alignment=\u201ddefault\u201d tablet_text_alignment=\u201ddefault\u201d phone_text_alignment=\u201ddefault\u201d background_color_opacity=\u201d1\u2033 background_hover_color_opacity=\u201d1\u2033 column_backdrop_filter=\u201dnone\u201d column_shadow=\u201dnone\u201d column_border_radius=\u201dnone\u201d column_link_target=\u201d_self\u201d overflow=\u201dvisible\u201d gradient_direction=\u201dleft_to_right\u201d overlay_strength=\u201d0.3\u2033 width=\u201d1\/6\u2033 tablet_width_inherit=\u201ddefault\u201d animation_type=\u201ddefault\u201d bg_image_animation=\u201dnone\u201d border_type=\u201dsimple\u201d column_border_width=\u201dnone\u201d column_border_style=\u201dsolid\u201d][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row type=\u201din_container\u201d full_screen_row_position=\u201dmiddle\u201d column_margin=\u201ddefault\u201d column_direction=\u201ddefault\u201d column_direction_tablet=\u201ddefault\u201d column_direction_phone=\u201ddefault\u201d scene_position=\u201dcenter\u201d top_padding=\u201d100\u2033 constrain_group_1=\u201dyes\u201d bottom_padding=\u201d100\u2033 left_padding_desktop=\u201d5%\u201d constrain_group_2=\u201dyes\u201d right_padding_desktop=\u201d5%\u201d top_padding_tablet=\u201d75\u2033 constrain_group_3=\u201dyes\u201d bottom_padding_tablet=\u201d75\u2033 top_padding_phone=\u201d50\u2033 constrain_group_5=\u201dyes\u201d bottom_padding_phone=\u201d50\u2033 text_color=\u201ddark\u201d text_align=\u201dleft\u201d row_border_radius=\u201dnone\u201d row_border_radius_applies=\u201dbg\u201d overflow=\u201dvisible\u201d overlay_strength=\u201d0.3\u2033 gradient_direction=\u201dleft_to_right\u201d shape_divider_position=\u201dbottom\u201d bg_image_animation=\u201dnone\u201d gradient_type=\u201ddefault\u201d shape_type=\u201d\u201d][vc_column column_padding=\u201dno-extra-padding\u201d column_padding_tablet=\u201dinherit\u201d column_padding_phone=\u201dinherit\u201d column_padding_position=\u201dall\u201d column_element_direction_desktop=\u201ddefault\u201d column_element_spacing=\u201ddefault\u201d desktop_text_alignment=\u201ddefault\u201d tablet_text_alignment=\u201ddefault\u201d phone_text_alignment=\u201ddefault\u201d background_color_opacity=\u201d1\u2033 background_hover_color_opacity=\u201d1\u2033 column_backdrop_filter=\u201dnone\u201d column_shadow=\u201dnone\u201d column_border_radius=\u201dnone\u201d column_link_target=\u201d_self\u201d column_position=\u201ddefault\u201d gradient_direction=\u201dleft_to_right\u201d overlay_strength=\u201d0.3\u2033 width=\u201d1\/1\u2033 tablet_width_inherit=\u201ddefault\u201d animation_type=\u201ddefault\u201d bg_image_animation=\u201dnone\u201d border_type=\u201dsimple\u201d column_border_width=\u201dnone\u201d column_border_style=\u201dsolid\u201d][vc_column_text css=\u201d\u201d text_direction=\u201ddefault\u201d]<\/p>

Dans notre module pr\u00e9c\u00e9dent<\/h2>[\/vc_column_text][vc_row_inner column_margin=\u201ddefault\u201d column_direction=\u201ddefault\u201d column_direction_tablet=\u201ddefault\u201d column_direction_phone=\u201ddefault\u201d text_align=\u201dleft\u201d row_position=\u201ddefault\u201d row_position_tablet=\u201dinherit\u201d row_position_phone=\u201dinherit\u201d overflow=\u201dvisible\u201d pointer_events=\u201dall\u201d][vc_column_inner column_padding=\u201dpadding-3-percent\u201d column_padding_tablet=\u201dinherit\u201d column_padding_phone=\u201dinherit\u201d column_padding_position=\u201dall\u201d column_element_direction_desktop=\u201ddefault\u201d column_element_spacing=\u201ddefault\u201d desktop_text_alignment=\u201ddefault\u201d tablet_text_alignment=\u201ddefault\u201d phone_text_alignment=\u201ddefault\u201d background_color=\u201d#F3F0EC\u201d background_color_opacity=\u201d1\u2033 background_hover_color_opacity=\u201d1\u2033 column_backdrop_filter=\u201dnone\u201d column_shadow=\u201dnone\u201d column_border_radius=\u201d10px\u201d column_link_target=\u201d_self\u201d overflow=\u201dvisible\u201d gradient_direction=\u201dleft_to_right\u201d overlay_strength=\u201d0.3\u2033 width=\u201d5\/12\u2033 tablet_width_inherit=\u201ddefault\u201d animation_type=\u201ddefault\u201d bg_image_animation=\u201dnone\u201d border_type=\u201dsimple\u201d column_border_width=\u201dnone\u201d column_border_style=\u201dsolid\u201d column_padding_type=\u201ddefault\u201d gradient_type=\u201ddefault\u201d][vc_column_text css=\u201d\u201d text_direction=\u201ddefault\u201d]Dans notre module pr\u00e9c\u00e9dent, nous avons pos\u00e9 la question suivante :<\/strong>
Why it was important to think about other uses for your data and what you could do with it?[\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=\u201dno-extra-padding\u201d column_padding_tablet=\u201dinherit\u201d column_padding_phone=\u201dinherit\u201d column_padding_position=\u201dall\u201d column_element_direction_desktop=\u201ddefault\u201d column_element_spacing=\u201ddefault\u201d desktop_text_alignment=\u201ddefault\u201d tablet_text_alignment=\u201ddefault\u201d phone_text_alignment=\u201ddefault\u201d background_color_opacity=\u201d1\u2033 background_hover_color_opacity=\u201d1\u2033 column_backdrop_filter=\u201dnone\u201d column_shadow=\u201dnone\u201d column_border_radius=\u201d10px\u201d column_link_target=\u201d_self\u201d overflow=\u201dvisible\u201d gradient_direction=\u201dleft_to_right\u201d overlay_strength=\u201d0.3\u2033 width=\u201d7\/12\u2033 tablet_width_inherit=\u201ddefault\u201d animation_type=\u201ddefault\u201d bg_image_animation=\u201dnone\u201d border_type=\u201dsimple\u201d column_border_width=\u201dnone\u201d column_border_style=\u201dsolid\u201d column_padding_type=\u201ddefault\u201d gradient_type=\u201ddefault\u201d][vc_column_text css=\u201d\u201d text_direction=\u201ddefault\u201d]Knowing these answers to questions will improve not only your communication with other researchers, especially if you want to share your data, but it will improve your ability to replicate and build on your previous research going forward. Asking yourself to remember everything about a previous project is unrealistic and unfair to yourself, so thinking about communication between your past and future self when it comes to data is incredibly important![\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u201ddefault\u201d column_direction=\u201ddefault\u201d column_direction_tablet=\u201ddefault\u201d column_direction_phone=\u201ddefault\u201d top_padding=\u201d75\u2033 top_padding_tablet=\u201d50\u2033 top_padding_phone=\u201d25\u2033 text_align=\u201dleft\u201d row_position=\u201ddefault\u201d row_position_tablet=\u201dinherit\u201d row_position_phone=\u201dinherit\u201d overflow=\u201dvisible\u201d pointer_events=\u201dall\u201d][vc_column_inner column_padding=\u201dno-extra-padding\u201d column_padding_tablet=\u201dinherit\u201d column_padding_phone=\u201dinherit\u201d column_padding_position=\u201dall\u201d column_element_direction_desktop=\u201ddefault\u201d column_element_spacing=\u201ddefault\u201d desktop_text_alignment=\u201ddefault\u201d tablet_text_alignment=\u201ddefault\u201d phone_text_alignment=\u201ddefault\u201d background_color_opacity=\u201d1\u2033 background_hover_color_opacity=\u201d1\u2033 column_backdrop_filter=\u201dnone\u201d column_shadow=\u201dnone\u201d column_border_radius=\u201dnone\u201d column_link_target=\u201d_self\u201d overflow=\u201dvisible\u201d gradient_direction=\u201dleft_to_right\u201d overlay_strength=\u201d0.3\u2033 width=\u201d5\/6\u2033 tablet_width_inherit=\u201ddefault\u201d animation_type=\u201ddefault\u201d bg_image_animation=\u201dnone\u201d border_type=\u201dsimple\u201d column_border_width=\u201dnone\u201d column_border_style=\u201dsolid\u201d][vc_column_text css=\u201d\u201d text_direction=\u201ddefault\u201d]

Pourquoi la gestion des donn\u00e9es est-elle importante ?<\/h2>\n

D'une certaine mani\u00e8re, la gestion des donn\u00e9es correspond au langage et au processus que nous utilisons pour garantir que nos recherches soient correctement replac\u00e9es dans leur contexte, comprises et consign\u00e9es. Ce processus permet de partager, de r\u00e9utiliser et de reproduire efficacement les donn\u00e9es, ce qui contribue \u00e0 assurer la pertinence de vos projets li\u00e9s aux donn\u00e9es pour les ann\u00e9es \u00e0 venir !<\/p>\n

Nous vous invitons \u00e0 visionner cette courte vid\u00e9o consacr\u00e9e aux id\u00e9es re\u00e7ues sur les donn\u00e9es, qui explique pourquoi il est si important de se pencher sur la gestion des donn\u00e9es.<\/h3>[\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=\u201dno-extra-padding\u201d column_padding_tablet=\u201dinherit\u201d column_padding_phone=\u201dinherit\u201d column_padding_position=\u201dall\u201d column_element_direction_desktop=\u201ddefault\u201d column_element_spacing=\u201ddefault\u201d desktop_text_alignment=\u201ddefault\u201d tablet_text_alignment=\u201ddefault\u201d phone_text_alignment=\u201ddefault\u201d background_color_opacity=\u201d1\u2033 background_hover_color_opacity=\u201d1\u2033 column_backdrop_filter=\u201dnone\u201d column_shadow=\u201dnone\u201d column_border_radius=\u201dnone\u201d column_link_target=\u201d_self\u201d overflow=\u201dvisible\u201d gradient_direction=\u201dleft_to_right\u201d overlay_strength=\u201d0.3\u2033 width=\u201d1\/6\u2033 tablet_width_inherit=\u201ddefault\u201d animation_type=\u201ddefault\u201d bg_image_animation=\u201dnone\u201d border_type=\u201dsimple\u201d column_border_width=\u201dnone\u201d column_border_style=\u201dsolid\u201d][\/vc_column_inner][\/vc_row_inner][vc_row_inner equal_height=\u201dyes\u201d content_placement=\u201dtop\u201d column_margin=\u201ddefault\u201d column_direction=\u201ddefault\u201d column_direction_tablet=\u201ddefault\u201d column_direction_phone=\u201ddefault\u201d text_align=\u201dleft\u201d row_position=\u201ddefault\u201d row_position_tablet=\u201dinherit\u201d row_position_phone=\u201dinherit\u201d overflow=\u201dvisible\u201d pointer_events=\u201dall\u201d][vc_column_inner column_padding=\u201dno-extra-padding\u201d column_padding_tablet=\u201dinherit\u201d column_padding_phone=\u201dinherit\u201d column_padding_position=\u201dall\u201d column_element_direction_desktop=\u201ddefault\u201d column_element_spacing=\u201ddefault\u201d desktop_text_alignment=\u201ddefault\u201d tablet_text_alignment=\u201ddefault\u201d phone_text_alignment=\u201ddefault\u201d background_color_opacity=\u201d1\u2033 background_hover_color_opacity=\u201d1\u2033 column_backdrop_filter=\u201dnone\u201d column_shadow=\u201dnone\u201d column_border_radius=\u201dnone\u201d column_link_target=\u201d_self\u201d overflow=\u201dvisible\u201d gradient_direction=\u201dleft_to_right\u201d overlay_strength=\u201d0.3\u2033 width=\u201d1\/1\u2033 tablet_width_inherit=\u201ddefault\u201d animation_type=\u201ddefault\u201d bg_image_animation=\u201dnone\u201d border_type=\u201dsimple\u201d column_border_width=\u201dnone\u201d column_border_style=\u201dsolid\u201d][nectar_video_lightbox link_style=\u201dplay_button_mouse_follow\u201d image_url=\u201d1522\u2033 mouse_indicator_style=\u201dsolid_color\u201d mouse_indicator_color=\u201d#E55162\u2033 video_url=\u201dhttps:\/\/www.youtube.com\/watch?v=66oNv_DJuPc\u201d][\/vc_column_inner][\/vc_row_inner][vc_row_inner equal_height=\u201dyes\u201d content_placement=\u201dtop\u201d column_margin=\u201ddefault\u201d column_direction=\u201ddefault\u201d column_direction_tablet=\u201ddefault\u201d column_direction_phone=\u201ddefault\u201d text_align=\u201dleft\u201d row_position=\u201ddefault\u201d row_position_tablet=\u201dinherit\u201d row_position_phone=\u201dinherit\u201d overflow=\u201dvisible\u201d pointer_events=\u201dall\u201d][vc_column_inner column_padding=\u201dno-extra-padding\u201d column_padding_tablet=\u201dinherit\u201d column_padding_phone=\u201dinherit\u201d column_padding_position=\u201dall\u201d column_element_direction_desktop=\u201ddefault\u201d column_element_spacing=\u201ddefault\u201d desktop_text_alignment=\u201ddefault\u201d tablet_text_alignment=\u201ddefault\u201d phone_text_alignment=\u201ddefault\u201d background_color_opacity=\u201d1\u2033 background_hover_color_opacity=\u201d1\u2033 column_backdrop_filter=\u201dnone\u201d column_shadow=\u201dnone\u201d column_border_radius=\u201dnone\u201d column_link_target=\u201d_self\u201d overflow=\u201dvisible\u201d gradient_direction=\u201dleft_to_right\u201d overlay_strength=\u201d0.3\u2033 width=\u201d5\/6\u2033 tablet_width_inherit=\u201ddefault\u201d animation_type=\u201ddefault\u201d bg_image_animation=\u201dnone\u201d border_type=\u201dsimple\u201d column_border_width=\u201dnone\u201d column_border_style=\u201dsolid\u201d][vc_column_text css=\u201d\u201d text_direction=\u201ddefault\u201d]Watching this video, it\u2019s easier to understand what we mean when we say that data management is almost a language. It was very easy to see that the two researchers were not on the same page, and one was talking in circles around the other. Creating a good research environment will help you feel more confident with your own research and make it easier for future researchers to understand, share or build upon your work.

As mentioned before, thinking about how you communicate about data can help you with your own research. Avoiding the pitfalls in the video you just watched, means you will be able to go back to your previous research more easily, you will be able to use parts of the data in other ways, or more easily be able to replicate or compare experiments.[\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=\u201dno-extra-padding\u201d column_padding_tablet=\u201dinherit\u201d column_padding_phone=\u201dinherit\u201d column_padding_position=\u201dall\u201d column_element_direction_desktop=\u201ddefault\u201d column_element_spacing=\u201ddefault\u201d desktop_text_alignment=\u201ddefault\u201d tablet_text_alignment=\u201ddefault\u201d phone_text_alignment=\u201ddefault\u201d background_color_opacity=\u201d1\u2033 background_hover_color_opacity=\u201d1\u2033 column_backdrop_filter=\u201dnone\u201d column_shadow=\u201dnone\u201d column_border_radius=\u201dnone\u201d column_link_target=\u201d_self\u201d overflow=\u201dvisible\u201d gradient_direction=\u201dleft_to_right\u201d overlay_strength=\u201d0.3\u2033 width=\u201d1\/6\u2033 tablet_width_inherit=\u201ddefault\u201d animation_type=\u201ddefault\u201d bg_image_animation=\u201dnone\u201d border_type=\u201dsimple\u201d column_border_width=\u201dnone\u201d column_border_style=\u201dsolid\u201d][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row type=\u201din_container\u201d full_screen_row_position=\u201dmiddle\u201d column_margin=\u201ddefault\u201d column_direction=\u201ddefault\u201d column_direction_tablet=\u201ddefault\u201d column_direction_phone=\u201ddefault\u201d scene_position=\u201dcenter\u201d bottom_padding=\u201d100\u2033 left_padding_desktop=\u201d5%\u201d constrain_group_2=\u201dyes\u201d right_padding_desktop=\u201d5%\u201d bottom_padding_tablet=\u201d75\u2033 bottom_padding_phone=\u201d50\u2033 text_color=\u201ddark\u201d text_align=\u201dleft\u201d row_border_radius=\u201dnone\u201d row_border_radius_applies=\u201dbg\u201d overflow=\u201dvisible\u201d overlay_strength=\u201d0.3\u2033 gradient_direction=\u201dleft_to_right\u201d shape_divider_position=\u201dbottom\u201d bg_image_animation=\u201dnone\u201d gradient_type=\u201ddefault\u201d shape_type=\u201d\u201d][vc_column column_padding=\u201dno-extra-padding\u201d column_padding_tablet=\u201dinherit\u201d column_padding_phone=\u201dinherit\u201d column_padding_position=\u201dall\u201d column_element_direction_desktop=\u201ddefault\u201d column_element_spacing=\u201ddefault\u201d desktop_text_alignment=\u201ddefault\u201d tablet_text_alignment=\u201ddefault\u201d phone_text_alignment=\u201ddefault\u201d background_color_opacity=\u201d1\u2033 background_hover_color_opacity=\u201d1\u2033 column_backdrop_filter=\u201dnone\u201d column_shadow=\u201dnone\u201d column_border_radius=\u201dnone\u201d column_link_target=\u201d_self\u201d column_position=\u201ddefault\u201d gradient_direction=\u201dleft_to_right\u201d overlay_strength=\u201d0.3\u2033 width=\u201d1\/1\u2033 tablet_width_inherit=\u201ddefault\u201d animation_type=\u201ddefault\u201d bg_image_animation=\u201dnone\u201d border_type=\u201dsimple\u201d column_border_width=\u201dnone\u201d column_border_style=\u201dsolid\u201d][vc_column_text css=\u201d\u201d text_direction=\u201ddefault\u201d]<\/p>

Meilleures pratiques en mati\u00e8re de gestion des donn\u00e9es<\/h2>\n

Suivez ces bonnes pratiques en mati\u00e8re de donn\u00e9es, et vous surmonterez la plupart des \u00e9cueils haut la main !<\/h3>[\/vc_column_text][divider line_type=\u201dFull Width Line\u201d line_thickness=\u201d1\u2033 divider_color=\u201daccent-color\u201d][vc_row_inner column_margin=\u201ddefault\u201d column_direction=\u201ddefault\u201d column_direction_tablet=\u201ddefault\u201d column_direction_phone=\u201ddefault\u201d top_padding=\u201d25\u2033 text_align=\u201dleft\u201d row_position=\u201ddefault\u201d row_position_tablet=\u201dinherit\u201d row_position_phone=\u201dinherit\u201d overflow=\u201dvisible\u201d pointer_events=\u201dall\u201d][vc_column_inner column_padding=\u201dno-extra-padding\u201d column_padding_tablet=\u201dinherit\u201d column_padding_phone=\u201dinherit\u201d column_padding_position=\u201dall\u201d column_element_direction_desktop=\u201ddefault\u201d column_element_spacing=\u201ddefault\u201d desktop_text_alignment=\u201ddefault\u201d tablet_text_alignment=\u201ddefault\u201d phone_text_alignment=\u201ddefault\u201d background_color_opacity=\u201d1\u2033 background_hover_color_opacity=\u201d1\u2033 column_backdrop_filter=\u201dnone\u201d column_shadow=\u201dnone\u201d column_border_radius=\u201dnone\u201d column_link_target=\u201d_self\u201d overflow=\u201dvisible\u201d gradient_direction=\u201dleft_to_right\u201d overlay_strength=\u201d0.3\u2033 width=\u201d1\/1\u2033 tablet_width_inherit=\u201ddefault\u201d animation_type=\u201ddefault\u201d bg_image_animation=\u201dnone\u201d border_type=\u201dsimple\u201d column_border_width=\u201dnone\u201d column_border_style=\u201dsolid\u201d][vc_column_text css=\u201d\u201d text_direction=\u201ddefault\u201d]I. Solutions de stockage de donn\u00e9es multiples<\/strong>\n

Il est important de stocker les donn\u00e9es \u00e0 plusieurs endroits. M\u00eame s\u2019il peut sembler plus simple et tentant de conserver vos donn\u00e9es uniquement sur votre ordinateur portable pendant la dur\u00e9e du projet, il est recommand\u00e9 de proc\u00e9der \u00e0 une sauvegarde. \u00c9laborer d\u00e8s le d\u00e9but du projet un plan visant \u00e0 g\u00e9rer et \u00e0 poursuivre les sauvegardes une fois le projet termin\u00e9 garantira la p\u00e9rennit\u00e9 des donn\u00e9es apr\u00e8s sa fin. Il est important, lors de la phase de planification du projet ou de la recherche, de d\u00e9terminer si et comment les donn\u00e9es du projet pourraient \u00eatre utilis\u00e9es \u00e0 l\u2019avenir, et si elles seront partag\u00e9es dans un d\u00e9p\u00f4t public.<\/p>\n

Consider potential long-term data storage solutions. Where, how and when will your data be stored? Some questions\/considerations for your data storage: if you live in a rental and know you might move in less than 5 years, that could change the storage options you choose for your long-term data storage, compared to if you own a house. Or if you\u2019re graduating soon and all the data will need to go back to the school, that will change how you decide to store your data for the future. What online\/ cloud storage options are available and approved by your institution? And what public repositories may be a good fit for your data if you are required to provide or would like to provide open access to the data?[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u201ddefault\u201d column_direction=\u201ddefault\u201d column_direction_tablet=\u201ddefault\u201d column_direction_phone=\u201ddefault\u201d top_padding=\u201d25\u2033 text_align=\u201dleft\u201d row_position=\u201ddefault\u201d row_position_tablet=\u201dinherit\u201d row_position_phone=\u201dinherit\u201d overflow=\u201dvisible\u201d pointer_events=\u201dall\u201d][vc_column_inner column_padding=\u201dno-extra-padding\u201d column_padding_tablet=\u201dinherit\u201d column_padding_phone=\u201dinherit\u201d column_padding_position=\u201dall\u201d column_element_direction_desktop=\u201ddefault\u201d column_element_spacing=\u201ddefault\u201d desktop_text_alignment=\u201ddefault\u201d tablet_text_alignment=\u201ddefault\u201d phone_text_alignment=\u201ddefault\u201d background_color_opacity=\u201d1\u2033 background_hover_color_opacity=\u201d1\u2033 column_backdrop_filter=\u201dnone\u201d column_shadow=\u201dnone\u201d column_border_radius=\u201dnone\u201d column_link_target=\u201d_self\u201d overflow=\u201dvisible\u201d gradient_direction=\u201dleft_to_right\u201d overlay_strength=\u201d0.3\u2033 width=\u201d1\/1\u2033 tablet_width_inherit=\u201ddefault\u201d animation_type=\u201ddefault\u201d bg_image_animation=\u201dnone\u201d border_type=\u201dsimple\u201d column_border_width=\u201dnone\u201d column_border_style=\u201dsolid\u201d][vc_column_text css=\u201d\u201d text_direction=\u201ddefault\u201d]II. Utilisez des \u00e9tiquettes standardis\u00e9es ou cr\u00e9ez des \u00e9tiquettes descriptives<\/strong><\/p>\n

Dans un module ult\u00e9rieur, nous aborderons en d\u00e9tail les vocabulaires contr\u00f4l\u00e9s et les sch\u00e9mas d'\u00e9tiquetage. L'utilisation d'\u00e9tiquettes standardis\u00e9es favorisera l'interop\u00e9rabilit\u00e9 de vos donn\u00e9es, ce qui facilitera leur utilisation et leur r\u00e9utilisation dans d'autres applications futures. Cela s'av\u00e8re particuli\u00e8rement utile pour les ensembles de donn\u00e9es. Si vous souhaitez comparer votre ensemble de donn\u00e9es \u00e0 un autre, le processus sera plus rapide et plus simple si vous avez utilis\u00e9 un nom normalis\u00e9 pour vos variables, y compris un format normalis\u00e9 \u2013 tel que surface_temp_avg_degree_C pour d\u00e9signer la temp\u00e9rature moyenne de la surface de l\u2019oc\u00e9an en degr\u00e9s Celsius. Si vos deux ensembles de donn\u00e9es poss\u00e8dent les m\u00eames noms de variables, il est beaucoup plus facile d\u2019utiliser divers logiciels pour les comparer et les repr\u00e9senter graphiquement.<\/p>\n

Cependant, si vous ne connaissez pas les libell\u00e9s normalis\u00e9s ou si ceux-ci ne sont pas disponibles, alors : mieux vaut \u00eatre trop d\u00e9taill\u00e9, mais clair d\u2019un point de vue contextuel, que pas assez d\u00e9taill\u00e9. Id\u00e9alement, les donn\u00e9es devraient pouvoir \u00eatre interpr\u00e9t\u00e9es \u00e0 premi\u00e8re vue par une personne disposant des connaissances n\u00e9cessaires, sans qu\u2019elle ait besoin de vous consulter pour obtenir des pr\u00e9cisions. Il vaut donc de loin mieux donner \u00e0 une colonne de donn\u00e9es un titre long tel que \u00ab vitesse du vent \u00e0 3h00 \u00e0 North End, Halifax \u00bb plut\u00f4t que de l'intituler \u00ab vent 3 \u00bb simplement pour que ce soit plus court. Il vaut \u00e9galement mieux \u00eatre trop d\u00e9taill\u00e9 si cela permet d\u2019assurer la clart\u00e9 contextuelle et d\u2019\u00e9viter tout malentendu sur la nature des donn\u00e9es. Ce niveau de d\u00e9tail facilitera la normalisation ult\u00e9rieure.<\/p>\n

Standardized and detailed labels will also help you in the future, if you come back to research that you did! Especially if you wanted to show the research to someone else, or had to explain it to a potential employer or post-secondary application.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u201ddefault\u201d column_direction=\u201ddefault\u201d column_direction_tablet=\u201ddefault\u201d column_direction_phone=\u201ddefault\u201d top_padding=\u201d25\u2033 text_align=\u201dleft\u201d row_position=\u201ddefault\u201d row_position_tablet=\u201dinherit\u201d row_position_phone=\u201dinherit\u201d overflow=\u201dvisible\u201d pointer_events=\u201dall\u201d][vc_column_inner column_padding=\u201dno-extra-padding\u201d column_padding_tablet=\u201dinherit\u201d column_padding_phone=\u201dinherit\u201d column_padding_position=\u201dall\u201d column_element_direction_desktop=\u201ddefault\u201d column_element_spacing=\u201ddefault\u201d desktop_text_alignment=\u201ddefault\u201d tablet_text_alignment=\u201ddefault\u201d phone_text_alignment=\u201ddefault\u201d background_color_opacity=\u201d1\u2033 background_hover_color_opacity=\u201d1\u2033 column_backdrop_filter=\u201dnone\u201d column_shadow=\u201dnone\u201d column_border_radius=\u201dnone\u201d column_link_target=\u201d_self\u201d overflow=\u201dvisible\u201d gradient_direction=\u201dleft_to_right\u201d overlay_strength=\u201d0.3\u2033 width=\u201d1\/1\u2033 tablet_width_inherit=\u201ddefault\u201d animation_type=\u201ddefault\u201d bg_image_animation=\u201dnone\u201d border_type=\u201dsimple\u201d column_border_width=\u201dnone\u201d column_border_style=\u201dsolid\u201d][vc_column_text css=\u201d\u201d text_direction=\u201ddefault\u201d]III. Conserver plusieurs copies des donn\u00e9es brutes<\/strong><\/p>\n

With an excellent research report or paper other researchers may want to reuse your original raw research data. Thus, it is important to retain copies of your raw data and not only processed data. It may be necessary to publish the raw data when submitting to a scientific journal or for the raw data made available in an open data repository based on requirements made by your funding agency.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u201ddefault\u201d column_direction=\u201ddefault\u201d column_direction_tablet=\u201ddefault\u201d column_direction_phone=\u201ddefault\u201d top_padding=\u201d25\u2033 text_align=\u201dleft\u201d row_position=\u201ddefault\u201d row_position_tablet=\u201dinherit\u201d row_position_phone=\u201dinherit\u201d overflow=\u201dvisible\u201d pointer_events=\u201dall\u201d][vc_column_inner column_padding=\u201dno-extra-padding\u201d column_padding_tablet=\u201dinherit\u201d column_padding_phone=\u201dinherit\u201d column_padding_position=\u201dall\u201d column_element_direction_desktop=\u201ddefault\u201d column_element_spacing=\u201ddefault\u201d desktop_text_alignment=\u201ddefault\u201d tablet_text_alignment=\u201ddefault\u201d phone_text_alignment=\u201ddefault\u201d background_color_opacity=\u201d1\u2033 background_hover_color_opacity=\u201d1\u2033 column_backdrop_filter=\u201dnone\u201d column_shadow=\u201dnone\u201d column_border_radius=\u201dnone\u201d column_link_target=\u201d_self\u201d overflow=\u201dvisible\u201d gradient_direction=\u201dleft_to_right\u201d overlay_strength=\u201d0.3\u2033 width=\u201d1\/1\u2033 tablet_width_inherit=\u201ddefault\u201d animation_type=\u201ddefault\u201d bg_image_animation=\u201dnone\u201d border_type=\u201dsimple\u201d column_border_width=\u201dnone\u201d column_border_style=\u201dsolid\u201d][vc_column_text css=\u201d\u201d text_direction=\u201ddefault\u201d]IV. Utilisez FAIR et CARE<\/strong><\/p>\n

Following the FAIR and CARE principles will help you implement the best practices for others to find and build on your data. FAIR principles focus on increasing sharing between researchers, by making sure your data is able to be found by machines on the web, while CARE principles are focused on increasing and affirming Indigenous data sovereignty and making sure that their data is used ethically.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u201ddefault\u201d column_direction=\u201ddefault\u201d column_direction_tablet=\u201ddefault\u201d column_direction_phone=\u201ddefault\u201d top_padding=\u201d25\u2033 text_align=\u201dleft\u201d row_position=\u201ddefault\u201d row_position_tablet=\u201dinherit\u201d row_position_phone=\u201dinherit\u201d overflow=\u201dvisible\u201d pointer_events=\u201dall\u201d][vc_column_inner column_padding=\u201dno-extra-padding\u201d column_padding_tablet=\u201dinherit\u201d column_padding_phone=\u201dinherit\u201d column_padding_position=\u201dall\u201d column_element_direction_desktop=\u201ddefault\u201d column_element_spacing=\u201ddefault\u201d desktop_text_alignment=\u201ddefault\u201d tablet_text_alignment=\u201ddefault\u201d phone_text_alignment=\u201ddefault\u201d background_color_opacity=\u201d1\u2033 background_hover_color_opacity=\u201d1\u2033 column_backdrop_filter=\u201dnone\u201d column_shadow=\u201dnone\u201d column_border_radius=\u201dnone\u201d column_link_target=\u201d_self\u201d overflow=\u201dvisible\u201d gradient_direction=\u201dleft_to_right\u201d overlay_strength=\u201d0.3\u2033 width=\u201d1\/1\u2033 tablet_width_inherit=\u201ddefault\u201d animation_type=\u201ddefault\u201d bg_image_animation=\u201dnone\u201d border_type=\u201dsimple\u201d column_border_width=\u201dnone\u201d column_border_style=\u201dsolid\u201d][vc_column_text css=\u201d\u201d text_direction=\u201ddefault\u201d]V. Envoyez vos donn\u00e9es vers un r\u00e9f\u00e9rentiel<\/strong><\/p>\n

Repositories contain datasets from one or many databases to be stored, managed, and shared. A repository is by far the best way to share and preserve your data long term. CIOOS is the ocean organization behind this tutorial, but it is also in fact a repository, and uses industry standard conventions! We\u2019re a great host for your data. Another repository to consider is OBIS, who have over 4500 datasets, and one of the world\u2019s largest knowledge bases of ocean bio data![\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u201ddefault\u201d column_direction=\u201ddefault\u201d column_direction_tablet=\u201ddefault\u201d column_direction_phone=\u201ddefault\u201d top_padding=\u201d25\u2033 text_align=\u201dleft\u201d row_position=\u201ddefault\u201d row_position_tablet=\u201dinherit\u201d row_position_phone=\u201dinherit\u201d overflow=\u201dvisible\u201d pointer_events=\u201dall\u201d][vc_column_inner column_padding=\u201dno-extra-padding\u201d column_padding_tablet=\u201dinherit\u201d column_padding_phone=\u201dinherit\u201d column_padding_position=\u201dall\u201d column_element_direction_desktop=\u201ddefault\u201d column_element_spacing=\u201ddefault\u201d desktop_text_alignment=\u201ddefault\u201d tablet_text_alignment=\u201ddefault\u201d phone_text_alignment=\u201ddefault\u201d background_color_opacity=\u201d1\u2033 background_hover_color_opacity=\u201d1\u2033 column_backdrop_filter=\u201dnone\u201d column_shadow=\u201dnone\u201d column_border_radius=\u201dnone\u201d column_link_target=\u201d_self\u201d overflow=\u201dvisible\u201d gradient_direction=\u201dleft_to_right\u201d overlay_strength=\u201d0.3\u2033 width=\u201d1\/1\u2033 tablet_width_inherit=\u201ddefault\u201d animation_type=\u201ddefault\u201d bg_image_animation=\u201dnone\u201d border_type=\u201dsimple\u201d column_border_width=\u201dnone\u201d column_border_style=\u201dsolid\u201d][vc_column_text css=\u201d\u201d text_direction=\u201ddefault\u201d]VI. Mise en \u0153uvre des m\u00e9tadonn\u00e9es<\/strong><\/p>\n

Metadata will be covered in more detail in modules 16, 17, and 18 in Thing 6: Managing your metadata. For now, what is important to know is that metadata is data about data. Following a relevant metadata schema will help you organize your data and aid in making it findable by machines on the web once it is shared on the web. One particular ocean metadate schema is Darwin Core which is based around biological taxa. Another incredibly important ocean metadata schema is the Climate and Forecast (CF) conventions, which provide the ability to describe the temporal and spatial properties of the data.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row type=\u201dfull_width_background\u201d full_screen_row_position=\u201dmiddle\u201d column_margin=\u201ddefault\u201d column_direction=\u201ddefault\u201d column_direction_tablet=\u201ddefault\u201d column_direction_phone=\u201ddefault\u201d bg_color=\u201d#F3F0EC\u201d scene_position=\u201dcenter\u201d top_padding=\u201d100\u2033 constrain_group_1=\u201dyes\u201d bottom_padding=\u201d100\u2033 left_padding_desktop=\u201d5%\u201d constrain_group_2=\u201dyes\u201d right_padding_desktop=\u201d5%\u201d top_padding_tablet=\u201d75\u2033 constrain_group_3=\u201dyes\u201d bottom_padding_tablet=\u201d75\u2033 top_padding_phone=\u201d50\u2033 constrain_group_5=\u201dyes\u201d bottom_padding_phone=\u201d50\u2033 text_color=\u201ddark\u201d text_align=\u201dleft\u201d row_border_radius=\u201dnone\u201d row_border_radius_applies=\u201dbg\u201d overflow=\u201dvisible\u201d overlay_strength=\u201d0.3\u2033 gradient_direction=\u201dleft_to_right\u201d shape_divider_position=\u201dbottom\u201d bg_image_animation=\u201dnone\u201d gradient_type=\u201ddefault\u201d shape_type=\u201d\u201d][vc_column column_padding=\u201dno-extra-padding\u201d column_padding_tablet=\u201dinherit\u201d column_padding_phone=\u201dinherit\u201d column_padding_position=\u201dall\u201d column_element_direction_desktop=\u201ddefault\u201d column_element_spacing=\u201ddefault\u201d desktop_text_alignment=\u201ddefault\u201d tablet_text_alignment=\u201ddefault\u201d phone_text_alignment=\u201ddefault\u201d background_color_opacity=\u201d1\u2033 background_hover_color_opacity=\u201d1\u2033 column_backdrop_filter=\u201dnone\u201d column_shadow=\u201dnone\u201d column_border_radius=\u201dnone\u201d column_link_target=\u201d_self\u201d column_position=\u201ddefault\u201d gradient_direction=\u201dleft_to_right\u201d overlay_strength=\u201d0.3\u2033 width=\u201d1\/1\u2033 tablet_width_inherit=\u201ddefault\u201d animation_type=\u201ddefault\u201d bg_image_animation=\u201dnone\u201d border_type=\u201dsimple\u201d column_border_width=\u201dnone\u201d column_border_style=\u201dsolid\u201d][vc_column_text css=\u201d\u201d text_direction=\u201ddefault\u201d]<\/p>

R\u00e9sum\u00e9<\/h2>[\/vc_column_text][vc_row_inner column_margin=\u201ddefault\u201d column_direction=\u201ddefault\u201d column_direction_tablet=\u201ddefault\u201d column_direction_phone=\u201ddefault\u201d text_align=\u201dleft\u201d row_position=\u201ddefault\u201d row_position_tablet=\u201dinherit\u201d row_position_phone=\u201dinherit\u201d overflow=\u201dvisible\u201d pointer_events=\u201dall\u201d][vc_column_inner column_padding=\u201dno-extra-padding\u201d column_padding_tablet=\u201dinherit\u201d column_padding_phone=\u201dinherit\u201d column_padding_position=\u201dall\u201d column_element_direction_desktop=\u201ddefault\u201d column_element_spacing=\u201ddefault\u201d desktop_text_alignment=\u201ddefault\u201d tablet_text_alignment=\u201ddefault\u201d phone_text_alignment=\u201ddefault\u201d background_color_opacity=\u201d1\u2033 background_hover_color_opacity=\u201d1\u2033 column_backdrop_filter=\u201dnone\u201d column_shadow=\u201dnone\u201d column_border_radius=\u201dnone\u201d column_link_target=\u201d_self\u201d overflow=\u201dvisible\u201d gradient_direction=\u201dleft_to_right\u201d overlay_strength=\u201d0.3\u2033 width=\u201d5\/6\u2033 tablet_width_inherit=\u201ddefault\u201d animation_type=\u201ddefault\u201d bg_image_animation=\u201dnone\u201d border_type=\u201dsimple\u201d column_border_width=\u201dnone\u201d column_border_style=\u201dsolid\u201d][vc_column_text css=\u201d\u201d text_direction=\u201ddefault\u201d]Implementing these best practices is a great beginning to manage any data you might work with, whether it\u2019s data for a personal project or one that you do for an institution.

Ces \u00e9cueils peuvent \u00eatre \u00e9vit\u00e9s gr\u00e2ce \u00e0 un plan, un plan de gestion des donn\u00e9es pour \u00eatre pr\u00e9cis. Ce ne sont l\u00e0 que quelques \u00e9l\u00e9ments \u00e0 prendre en compte lorsque vous planifiez l'utilisation de vos donn\u00e9es dans le cadre d'un projet.<\/p>\n

In our next module we will learn more about data management plans (DMPs) and how each future module relates to the different parts of a DMP. If you had to guess, what do you suspect is the most important element of a data management plan?[\/vc_column_text][vc_column_text css=\u201d\u201d text_direction=\u201ddefault\u201d]<\/p>

Avant de partir ! N'oubliez pas de r\u00e9fl\u00e9chir aux points suivants pour le prochain module :<\/h3>\n

Can you recognize any other data pitfalls from the example video shown here? How would you combat them?[\/vc_column_text][nectar_cta btn_style=\u201dbasic\u201d heading_tag=\u201dh5\u2033 button_color=\u201dextra-color-1\u2033 button_color_hover=\u201d#B44350\u2033 text_color=\u201d#F9F8F6\u2033 text_color_hover=\u201d#F9F8F6\u2033 button_border_thickness=\u201d0px\u201d link_type=\u201dregular\u201d alignment=\u201dleft\u201d alignment_tablet=\u201ddefault\u201d alignment_phone=\u201ddefault\u201d constrain_group_3=\u201dyes\u201d constrain_group_4=\u201dyes\u201d display=\u201dinline\u201d display_tablet=\u201dinherit\u201d display_phone=\u201dinherit\u201d icon_family=\u201dnone\u201d link_text=\u201dSee module 4\u2033 padding_top=\u201d22\u2033 padding_bottom=\u201d22\u2033 padding_left=\u201d32\u2033 padding_right=\u201d32\u2033 margin_top=\u201d15\u2033 url=\u201d\/ressource\/module-4-data-management-plans\/\u201d margin_right=\u201d15\u2033][nectar_cta btn_style=\u201dbasic\u201d heading_tag=\u201dh5\u2033 button_color=\u201dextra-color-1\u2033 button_color_hover=\u201d#B44350\u2033 text_color=\u201d#F9F8F6\u2033 text_color_hover=\u201d#F9F8F6\u2033 button_border_thickness=\u201d0px\u201d link_type=\u201dregular\u201d alignment=\u201dleft\u201d alignment_tablet=\u201ddefault\u201d alignment_phone=\u201ddefault\u201d constrain_group_3=\u201dyes\u201d constrain_group_4=\u201dyes\u201d display=\u201dinline\u201d display_tablet=\u201dinherit\u201d display_phone=\u201dinherit\u201d icon_family=\u201dnone\u201d link_text=\u201dSee all modules\u201d padding_top=\u201d22\u2033 padding_bottom=\u201d22\u2033 padding_left=\u201d32\u2033 padding_right=\u201d32\u2033 margin_top=\u201d15\u2033 url=\u201d\/7-ocean-data-things-course\/#modules\/\u201d][\/vc_column_inner][vc_column_inner column_padding=\u201dno-extra-padding\u201d column_padding_tablet=\u201dinherit\u201d column_padding_phone=\u201dinherit\u201d column_padding_position=\u201dall\u201d column_element_direction_desktop=\u201ddefault\u201d column_element_spacing=\u201ddefault\u201d desktop_text_alignment=\u201ddefault\u201d tablet_text_alignment=\u201ddefault\u201d phone_text_alignment=\u201ddefault\u201d background_color_opacity=\u201d1\u2033 background_hover_color_opacity=\u201d1\u2033 column_backdrop_filter=\u201dnone\u201d column_shadow=\u201dnone\u201d column_border_radius=\u201dnone\u201d column_link_target=\u201d_self\u201d overflow=\u201dvisible\u201d gradient_direction=\u201dleft_to_right\u201d overlay_strength=\u201d0.3\u2033 width=\u201d1\/6\u2033 tablet_width_inherit=\u201ddefault\u201d animation_type=\u201ddefault\u201d bg_image_animation=\u201dnone\u201d border_type=\u201dsimple\u201d column_border_width=\u201dnone\u201d column_border_style=\u201dsolid\u201d][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row]<\/p>","protected":false},"featured_media":1590,"template":"","meta":{"_acf_changed":false,"inline_featured_image":false},"resource-type":[55],"class_list":["post-1587","ressource","type-ressource","status-publish","has-post-thumbnail","resource-type-7-ocean-data-things"],"acf":[],"_links":{"self":[{"href":"https:\/\/cioosatlantic.enconstruction.website\/fr\/wp-json\/wp\/v2\/ressource\/1587","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cioosatlantic.enconstruction.website\/fr\/wp-json\/wp\/v2\/ressource"}],"about":[{"href":"https:\/\/cioosatlantic.enconstruction.website\/fr\/wp-json\/wp\/v2\/types\/ressource"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cioosatlantic.enconstruction.website\/fr\/wp-json\/wp\/v2\/media\/1590"}],"wp:attachment":[{"href":"https:\/\/cioosatlantic.enconstruction.website\/fr\/wp-json\/wp\/v2\/media?parent=1587"}],"wp:term":[{"taxonomy":"resource-type","embeddable":true,"href":"https:\/\/cioosatlantic.enconstruction.website\/fr\/wp-json\/wp\/v2\/resource-type?post=1587"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}