PerfeCt - Performance of Aquaculture under Climate change

PerfeCt - Performance of Aquaculture under Climate change is an innovative approach to answer the 'What if?' question when establishing and/or adapting aquaculture sites in the light of climate change.
The pilot aims to provide a tool that helps stakeholders ascertain future conditions relevant to aquaculture at a location of interest via a modular geospatial web application that provides a set of expected attributes useful in estimating aquaculture performance on a given location for a desired IPCC climate change scenario.

The team focused  on calculating 'expected time to market size' for a number of species and estimating the extent to which occurrence of Vibrio species, a pathogen responsible for the majority of infections, could affect aquaculture.

The application accesses three groups of data:

  1. Basic data layers (bathymetry, maps of aquaculture sites, marine protected areas) accessed via Blue-Cloud and other relevant data sources, complemented with our own data sets;
  2. IPCC climate change scenarios of most relevant environmental factors impacting aquaculture;
  3. Parameters for bioenergetic Dynamic Energy Budget growth model available via Add-my-Pet portal.

The data feed two models responsible for outputs:

  1. Dynamic Energy Budget model will predict fish growth as a function of expected environmental conditions;
  2. Vibriosis impact model will predict the extent to which Vibriosis disease outbreaks could be a problem in any given year.

Outputs are displayed as graphical representations, colour-coding, and text.

The application is targeted to everyone interested in aquaculture farming, distribution, and decision-making processes, with the main focus on policymakers, aquaculture farmers, and the general public.

Download the final report

 


The Challenge

WILDCARD - Hack the Blue-Cloud! - Challenge 4

 

AqADAPT

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                    "entity_reference_revisions" => true
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                    "facets_summary" => true
                    "feeds" => true
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                    "file" => true
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                    "help" => true
                    "history" => true
                    "httpswww" => true
                    "image" => true
                    "image_captcha" => true
                    "imce" => true
                    "inline_form_errors" => true
                    "jquery_ui" => true
                    "jquery_ui_datepicker" => true
                    "jquery_ui_slider" => true
                    "jquery_ui_touch_punch" => true
                    "layout_builder" => true
                    "layout_builder_base" => true
                    "layout_builder_block" => true
                    "layout_builder_modal" => true
                    "layout_builder_save_and_edit" => true
                    "layout_discovery" => true
                    "link" => true
                    "login_destination" => true
                    "mail_login" => true
                    "mailsystem" => true
                    "masquerade" => true
                    "media" => true
                    "media_library" => true
                    "media_library_form_element" => true
                    "media_library_theme_reset" => true
                    "menu_link_content" => true
                    "menu_ui" => true
                    "metatag" => true
                    "metatag_views" => true
                    "mimemail" => true
                    "multiple_registration" => true
                    "mysql" => true
                    "node" => true
                    "nodeaccess" => true
                    "oidc_mapping" => true
                    "openid_connect" => true
                    "optional_end_date" => true
                    "options" => true
                    "page_cache" => true
                    "path" => true
                    "path_alias" => true
                    "rdf" => true
                    "recaptcha_v3" => true
                    "redirect" => true
                    "rest" => true
                    "schema_metatag" => true
                    "schema_web_page" => true
                    "search_api" => true
                    "search_api_autocomplete" => true
                    "search_api_db" => true
                    "search_api_db_defaults" => true
                    "search_api_sorts" => true
                    "select2" => true
                    "select2_facets" => true
                    "serialization" => true
                    "shortcut" => true
                    "sitemap" => true
                    "smart_trim" => true
                    "smtp" => true
                    "system" => true
                    "tabtamer" => true
                    "tamper" => true
                    "taxonomy" => true
                    "text" => true
                    "token" => true
                    "toolbar" => true
                    "tour" => true
                    "trust_ppgm" => true
                    "twig_tweak" => true
                    "update" => true
                    "user" => true
                    "video_embed_field" => true
                    "views_bulk_operations" => true
                    "views_data_export" => true
                    "views_infinite_scroll" => true
                    "views_show_more" => true
                    "views_ui" => true
                    "webform" => true
                    "webform_access" => true
                    "webform_analysis" => true
                    "webform_attachment" => true
                    "webform_node" => true
                    "webform_node_analysis" => true
                    "webform_ui" => true
                    "webform_views" => true
                    "webform_xlsx_export" => true
                    "weight" => true
                    "workflow" => true
                    "workflow_access" => true
                    "yoast_seo" => true
                    "pathauto" => true
                    "webform_bootstrap" => true
                    "externalauth" => true
                    "views" => true
                    "paragraphs" => true
                    "standard" => true
                  ]
                  #moduleList: array:145 [
                    "addtoany" => Drupal\Core\Extension\Extension {#24 …5}
                    "admin_toolbar" => Drupal\Core\Extension\Extension {#27 …5}
                    "admin_toolbar_tools" => Drupal\Core\Extension\Extension {#26 …5}
                    "automated_cron" => Drupal\Core\Extension\Extension {#31 …5}
                    "better_exposed_filters" => Drupal\Core\Extension\Extension {#34 …5}
                    "big_pipe" => Drupal\Core\Extension\Extension {#33 …5}
                    "block" => Drupal\Core\Extension\Extension {#39 …5}
                    "block_class" => Drupal\Core\Extension\Extension {#38 …5}
                    "block_content" => Drupal\Core\Extension\Extension {#37 …5}
                    "block_inactive_users" => Drupal\Core\Extension\Extension {#36 …5}
                    "bootstrap_layout_builder" => Drupal\Core\Extension\Extension {#44 …5}
                    "bootstrap_styles" => Drupal\Core\Extension\Extension {#46 …5}
                    "breakpoint" => Drupal\Core\Extension\Extension {#57 …5}
                    "captcha" => Drupal\Core\Extension\Extension {#66 …5}
                    "ckeditor" => Drupal\Core\Extension\Extension {#67 …5}
                    "ckeditor_bs_grid" => Drupal\Core\Extension\Extension {#58 …5}
                    "clientside_validation" => Drupal\Core\Extension\Extension {#60 …5}
                    "clientside_validation_jquery" => Drupal\Core\Extension\Extension {#55 …5}
                    "color" => Drupal\Core\Extension\Extension {#77 …5}
                    "comment" => Drupal\Core\Extension\Extension {#78 …5}
                    "config" => Drupal\Core\Extension\Extension {#79 …5}
                    "contact" => Drupal\Core\Extension\Extension {#80 …5}
                    "contextual" => Drupal\Core\Extension\Extension {#81 …5}
                    "csv_serialization" => Drupal\Core\Extension\Extension {#82 …5}
                    "ctools" => Drupal\Core\Extension\Extension {#83 …5}
                    "daterange_compact" => Drupal\Core\Extension\Extension {#84 …5}
                    "datetime" => Drupal\Core\Extension\Extension {#85 …5}
                    "datetime_range" => Drupal\Core\Extension\Extension {#86 …5}
                    "dblog" => Drupal\Core\Extension\Extension {#87 …5}
                    "dynamic_page_cache" => Drupal\Core\Extension\Extension {#88 …5}
                    "editor" => Drupal\Core\Extension\Extension {#89 …5}
                    "editor_advanced_link" => Drupal\Core\Extension\Extension {#90 …5}
                    "enforce_user_fields" => Drupal\Core\Extension\Extension {#91 …5}
                    "entity_clone" => Drupal\Core\Extension\Extension {#92 …5}
                    "entity_reference_revisions" => Drupal\Core\Extension\Extension {#93 …5}
                    "facets" => Drupal\Core\Extension\Extension {#94 …5}
                    "facets_rest" => Drupal\Core\Extension\Extension {#95 …5}
                    "facets_searchbox_widget" => Drupal\Core\Extension\Extension {#96 …5}
                    "facets_summary" => Drupal\Core\Extension\Extension {#97 …5}
                    "feeds" => Drupal\Core\Extension\Extension {#98 …5}
                    "feeds_ex" => Drupal\Core\Extension\Extension {#99 …5}
                    "feeds_tamper" => Drupal\Core\Extension\Extension {#100 …5}
                    "field" => Drupal\Core\Extension\Extension {#101 …5}
                    "field_group" => Drupal\Core\Extension\Extension {#102 …5}
                    "field_ui" => Drupal\Core\Extension\Extension {#103 …5}
                    "file" => Drupal\Core\Extension\Extension {#104 …5}
                    "filter" => Drupal\Core\Extension\Extension {#105 …5}
                    "filter_twig" => Drupal\Core\Extension\Extension {#106 …5}
                    "help" => Drupal\Core\Extension\Extension {#107 …5}
                    "history" => Drupal\Core\Extension\Extension {#108 …5}
                    "httpswww" => Drupal\Core\Extension\Extension {#109 …5}
                    "image" => Drupal\Core\Extension\Extension {#110 …5}
                    "image_captcha" => Drupal\Core\Extension\Extension {#111 …5}
                    "imce" => Drupal\Core\Extension\Extension {#112 …5}
                    "inline_form_errors" => Drupal\Core\Extension\Extension {#113 …5}
                    "jquery_ui" => Drupal\Core\Extension\Extension {#114 …5}
                    "jquery_ui_datepicker" => Drupal\Core\Extension\Extension {#115 …5}
                    "jquery_ui_slider" => Drupal\Core\Extension\Extension {#116 …5}
                    "jquery_ui_touch_punch" => Drupal\Core\Extension\Extension {#117 …5}
                    "layout_builder" => Drupal\Core\Extension\Extension {#118 …5}
                    "layout_builder_base" => Drupal\Core\Extension\Extension {#119 …5}
                    "layout_builder_block" => Drupal\Core\Extension\Extension {#120 …5}
                    "layout_builder_modal" => Drupal\Core\Extension\Extension {#121 …5}
                    "layout_builder_save_and_edit" => Drupal\Core\Extension\Extension {#122 …5}
                    "layout_discovery" => Drupal\Core\Extension\Extension {#123 …5}
                    "link" => Drupal\Core\Extension\Extension {#124 …5}
                    "login_destination" => Drupal\Core\Extension\Extension {#125 …5}
                    "mail_login" => Drupal\Core\Extension\Extension {#126 …5}
                    "mailsystem" => Drupal\Core\Extension\Extension {#127 …5}
                    "masquerade" => Drupal\Core\Extension\Extension {#128 …5}
                    "media" => Drupal\Core\Extension\Extension {#129 …5}
                    "media_library" => Drupal\Core\Extension\Extension {#130 …5}
                    "media_library_form_element" => Drupal\Core\Extension\Extension {#131 …5}
                    "media_library_theme_reset" => Drupal\Core\Extension\Extension {#132 …5}
                    "menu_link_content" => Drupal\Core\Extension\Extension {#133 …5}
                    "menu_ui" => Drupal\Core\Extension\Extension {#134 …5}
                    "metatag" => Drupal\Core\Extension\Extension {#135 …5}
                    "metatag_views" => Drupal\Core\Extension\Extension {#136 …5}
                    "mimemail" => Drupal\Core\Extension\Extension {#137 …5}
                    "multiple_registration" => Drupal\Core\Extension\Extension {#138 …5}
                    "mysql" => Drupal\Core\Extension\Extension {#139 …5}
                    "node" => Drupal\Core\Extension\Extension {#140 …5}
                    "nodeaccess" => Drupal\Core\Extension\Extension {#141 …5}
                    "oidc_mapping" => Drupal\Core\Extension\Extension {#142 …5}
                    "openid_connect" => Drupal\Core\Extension\Extension {#143 …5}
                    "optional_end_date" => Drupal\Core\Extension\Extension {#144 …5}
                    "options" => Drupal\Core\Extension\Extension {#145 …5}
                    "page_cache" => Drupal\Core\Extension\Extension {#146 …5}
                    "path" => Drupal\Core\Extension\Extension {#147 …5}
                    "path_alias" => Drupal\Core\Extension\Extension {#148 …5}
                    "rdf" => Drupal\Core\Extension\Extension {#149 …5}
                    "recaptcha_v3" => Drupal\Core\Extension\Extension {#150 …5}
                    "redirect" => Drupal\Core\Extension\Extension {#151 …5}
                    "rest" => Drupal\Core\Extension\Extension {#152 …5}
                    "schema_metatag" => Drupal\Core\Extension\Extension {#153 …5}
                    "schema_web_page" => Drupal\Core\Extension\Extension {#154 …5}
                    "search_api" => Drupal\Core\Extension\Extension {#155 …5}
                    "search_api_autocomplete" => Drupal\Core\Extension\Extension {#156 …5}
                    "search_api_db" => Drupal\Core\Extension\Extension {#157 …5}
                    "search_api_db_defaults" => Drupal\Core\Extension\Extension {#158 …5}
                    "search_api_sorts" => Drupal\Core\Extension\Extension {#159 …5}
                    "select2" => Drupal\Core\Extension\Extension {#160 …5}
                    "select2_facets" => Drupal\Core\Extension\Extension {#161 …5}
                    "serialization" => Drupal\Core\Extension\Extension {#162 …5}
                    "shortcut" => Drupal\Core\Extension\Extension {#163 …5}
                    "sitemap" => Drupal\Core\Extension\Extension {#164 …5}
                    "smart_trim" => Drupal\Core\Extension\Extension {#165 …5}
                    "smtp" => Drupal\Core\Extension\Extension {#166 …5}
                    "system" => Drupal\Core\Extension\Extension {#167 …5}
                    "tabtamer" => Drupal\Core\Extension\Extension {#168 …5}
                    "tamper" => Drupal\Core\Extension\Extension {#169 …5}
                    "taxonomy" => Drupal\Core\Extension\Extension {#170 …5}
                    "text" => Drupal\Core\Extension\Extension {#171 …5}
                    "token" => Drupal\Core\Extension\Extension {#172 …5}
                    "toolbar" => Drupal\Core\Extension\Extension {#173 …5}
                    "tour" => Drupal\Core\Extension\Extension {#174 …5}
                    "trust_ppgm" => Drupal\Core\Extension\Extension {#175 …5}
                    "twig_tweak" => Drupal\Core\Extension\Extension {#176 …5}
                    "update" => Drupal\Core\Extension\Extension {#177 …5}
                    "user" => Drupal\Core\Extension\Extension {#178 …5}
                    "video_embed_field" => Drupal\Core\Extension\Extension {#179 …5}
                    "views_bulk_operations" => Drupal\Core\Extension\Extension {#180 …5}
                    "views_data_export" => Drupal\Core\Extension\Extension {#181 …5}
                    "views_infinite_scroll" => Drupal\Core\Extension\Extension {#182 …5}
                    "views_show_more" => Drupal\Core\Extension\Extension {#183 …5}
                    "views_ui" => Drupal\Core\Extension\Extension {#184 …5}
                    "webform" => Drupal\Core\Extension\Extension {#185 …5}
                    "webform_access" => Drupal\Core\Extension\Extension {#186 …5}
                    "webform_analysis" => Drupal\Core\Extension\Extension {#187 …5}
                    "webform_attachment" => Drupal\Core\Extension\Extension {#188 …5}
                    "webform_node" => Drupal\Core\Extension\Extension {#189 …5}
                    "webform_node_analysis" => Drupal\Core\Extension\Extension {#190 …5}
                    "webform_ui" => Drupal\Core\Extension\Extension {#191 …5}
                    "webform_views" => Drupal\Core\Extension\Extension {#192 …5}
                    "webform_xlsx_export" => Drupal\Core\Extension\Extension {#193 …5}
                    "weight" => Drupal\Core\Extension\Extension {#194 …5}
                    "workflow" => Drupal\Core\Extension\Extension {#195 …5}
                    "workflow_access" => Drupal\Core\Extension\Extension {#196 …5}
                    "yoast_seo" => Drupal\Core\Extension\Extension {#197 …5}
                    "pathauto" => Drupal\Core\Extension\Extension {#198 …5}
                    "webform_bootstrap" => Drupal\Core\Extension\Extension {#199 …5}
                    "externalauth" => Drupal\Core\Extension\Extension {#200 …5}
                    "views" => Drupal\Core\Extension\Extension {#201 …5}
                    "paragraphs" => Drupal\Core\Extension\Extension {#202 …5}
                    "standard" => Drupal\Core\Extension\Extension {#203 …5}
                  ]
                  #loaded: true
                  #implementations: array:1065 [
                    "module_implements_alter" => array:7 [ …7]
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                    "filter_format_load" => []
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                    "field_views_data_alter" => array:1 [ …1]
                    "views_data_alter" => array:10 [ …10]
                    "views_plugins_row_alter" => array:1 [ …1]
                    "layout_builder_section_storage_alter" => []
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                    "menu_links_discovered_alter" => array:4 [ …4]
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                    "clientside_validation_should_validate" => []
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                    "theme_suggestions_alter" => array:3 [ …3]
                    "theme_suggestions_views_view_field_alter" => []
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                    "theme_suggestions_time_alter" => []
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                    "theme_suggestions_html_alter" => []
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                    "system_breadcrumb_alter" => array:3 [ …3]
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                    "block_view_help_block_alter" => array:1 [ …1]
                    "help" => array:104 [ …104]
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                    "theme_suggestions_off_canvas_page_wrapper" => []
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                    "library_info_build" => array:2 [ …2]
                    "library_info_alter" => array:9 [ …9]
                    "webform_libraries_info" => []
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                    "js_settings_build" => array:1 [ …1]
                    "js_settings_alter" => array:3 [ …3]
                    "query_entity_query_shortcut_alter" => []
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                  "entity:node:hackathon_pilot:body.0:summary_processed" => Drupal\text\TextProcessed {#2252 …8}
                  "entity:node:hackathon_pilot:body" => Drupal\text\Plugin\Field\FieldType\TextWithSummaryItem {#2175 …9}
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                  "entity:node:hackathon_pilot:field_files" => Drupal\file\Plugin\Field\FieldType\FileItem {#2260 …9}
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                  "entity:node:hackathon_pilot::field_prize" => Drupal\Core\Field\FieldItemList {#2348 …9}
                  "entity:node:hackathon_pilot:field_prize" => Drupal\options\Plugin\Field\FieldType\ListStringItem {#2350 …9}
                  "entity:node:hackathon_pilot::field_team_members" => Drupal\Core\Field\EntityReferenceFieldItemList {#2355 …9}
                  "entity:node:hackathon_pilot::field_team_name" => Drupal\Core\Field\FieldItemList {#2357 …9}
                  "entity:node:hackathon_pilot:field_team_name" => Drupal\Core\Field\Plugin\Field\FieldType\StringItem {#2359 …9}
                  "entity:node:hackathon_pilot::field_url" => Drupal\Core\Field\FieldItemList {#2364 …9}
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                  "entity:node:hackathon_pilot:field_video_embed_placeholder" => Drupal\Core\Field\Plugin\Field\FieldType\StringItem {#2379 …9}
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                  "entity:node:hackathon_pilot::title" => Drupal\Core\Field\FieldItemList {#2396 …9}
                  "entity:node:hackathon_pilot:title" => Drupal\Core\Field\Plugin\Field\FieldType\StringItem {#2397 …9}
                  "entity:node:hackathon_pilot::created" => Drupal\Core\Field\FieldItemList {#2402 …9}
                  "entity:node:hackathon_pilot:created" => Drupal\Core\Field\Plugin\Field\FieldType\CreatedItem {#2403 …9}
                  "entity:node:hackathon_pilot:body.0:summary" => Drupal\Core\TypedData\Plugin\DataType\StringData {#2410 …8}
                  "entity:node:hackathon_pilot:body.0:value" => Drupal\Core\TypedData\Plugin\DataType\StringData {#2414 …8}
                  "entity:node:hackathon_pilot:field_team_name.0:value" => Drupal\Core\TypedData\Plugin\DataType\StringData {#2541 …8}
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                  "entity:node:hackathon_pilot:field_video_embed_placeholder.0:value" => Drupal\Core\TypedData\Plugin\DataType\StringData {#2551 …8}
                  "entity:node:hackathon_pilot:title.0:value" => Drupal\Core\TypedData\Plugin\DataType\StringData {#2553 …8}
                  "entity:node:hackathon_pilot::changed" => Drupal\Core\Field\ChangedFieldItemList {#2609 …9}
                  "entity:node:hackathon_pilot:changed" => Drupal\Core\Field\Plugin\Field\FieldType\ChangedItem {#2613 …9}
                  "entity:user::name" => Drupal\Core\Field\FieldItemList {#2943 …9}
                  "entity:user:name" => Drupal\user\UserNameItem {#1922 …9}
                  "entity:node:hackathon_pilot::type" => Drupal\Core\Field\EntityReferenceFieldItemList {#2537 …9}
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                  "entity:node:hackathon_pilot:type" => Drupal\Core\Field\Plugin\Field\FieldType\EntityReferenceItem {#2539 …9}
                ]
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          "feeds_item" => Drupal\field\Entity\FieldConfig {#1911
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              "config" => array:2 [ …2]
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            ]
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            ]
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          "field_files" => Drupal\field\Entity\FieldConfig {#1912
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            #originalId: "node.hackathon_pilot.field_files"
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            -isUninstalling: false
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            #dependencies: array:2 [
              "config" => array:2 [ …2]
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            ]
            #isSyncing: false
            #id: "node.hackathon_pilot.field_files"
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            #field_type: "file"
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            #settings: array:6 [
              "handler" => "default:file"
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              "file_directory" => "[date:custom:Y]-[date:custom:m]"
              "file_extensions" => "txt pdf doc docx png jpg zip tgz 7z ppt pptx"
              "max_filesize" => ""
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              #originalId: "node.field_files"
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              #dependencies: array:1 [ …1]
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              #id: "node.field_files"
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              #type: "file"
              #module: "file"
              #settings: array:4 [ …4]
              #cardinality: -1
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            }
            #itemDefinition: Drupal\Core\Field\TypedData\FieldItemDataDefinition {#2259
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            }
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          "field_image" => Drupal\field\Entity\FieldConfig {#1913
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            #originalId: "node.hackathon_pilot.field_image"
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            #dependencies: array:2 [
              "config" => array:2 [ …2]
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            ]
            #isSyncing: false
            #id: "node.hackathon_pilot.field_image"
            #field_name: "field_image"
            #field_type: "image"
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              "file_directory" => "[date:custom:Y]-[date:custom:m]"
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              "alt_field" => true
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              "default_image" => array:5 [ …5]
            ]
            #required: false
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              #originalId: "node.field_image"
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              #id: "node.field_image"
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              #settings: array:5 [ …5]
              #cardinality: 1
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            }
            #itemDefinition: Drupal\Core\Field\TypedData\FieldItemDataDefinition {#2324
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          "field_prize" => Drupal\field\Entity\FieldConfig {#1914
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            #originalId: "node.hackathon_pilot.field_prize"
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              "config" => array:2 [ …2]
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            ]
            #isSyncing: false
            #id: "node.hackathon_pilot.field_prize"
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            #label: "Prize"
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              #originalId: "node.field_prize"
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              #id: "node.field_prize"
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            }
            #itemDefinition: Drupal\Core\Field\TypedData\FieldItemDataDefinition {#2349
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          "field_team_members" => Drupal\field\Entity\FieldConfig {#1915
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            #originalId: "node.hackathon_pilot.field_team_members"
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              "config" => array:3 [ …3]
            ]
            #isSyncing: false
            #id: "node.hackathon_pilot.field_team_members"
            #field_name: "field_team_members"
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            #label: "Team members"
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            #settings: array:2 [
              "handler" => "default:node"
              "handler_settings" => array:4 [ …4]
            ]
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          "field_team_name" => Drupal\field\Entity\FieldConfig {#1916
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              "config" => array:2 [ …2]
            ]
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          "field_url" => Drupal\field\Entity\FieldConfig {#1917
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Download the factsheet
PerfeCt - Performance of Aquaculture under Climate change