AndreaBozzo/ceres-open-data-index huggingface dataset:
Municipal parks with services - Ville de Shawinigan

Point layer of municipal parks in the city of Shawinigan, with their services (sports infrastructures, play modules for children, services...).

! [Shawinigan logo] (https://jmap.shawinigan.ca/doc/photos/LogoShawinigan.jpg)

**Collection context**
 Addition of the typology from the 2023 Action Plan

**Attributes**

* `name` (`String`): Name
* `description` (`String`): Description
* `image` (`String`): Picture
* `thumb_url` (`String`): Thumbnail URL
* `game_balancoire` (`String`): Swing
* `games_balancoiadapte` (`String`): Adapted swing
* `game_water` (`String`): Water game
* `game_module` (`String`): Module
* `sand_game` (`String`): Sand
* `sport_acceseau` (`String`): Access to water
* `sport_baseball` (`String`): Baseball
* `sport_basket` (`String`): Basketball
* `sport_bmx` (`String`): BMX
* `sport_bocce` (`String`): Bocce
* `sport_dekhockey` (`String`): Dek-hockey
* `sport_slide` (`String`): Slide
* `sport_patinoireext` (`String`): Outdoor skating rink
* `sport_petanque` (`String`): Petanque
* `sport_peche` (`String`): Fishing
* `sport_piscine` (`String`): Pool
* `sport_plage` (`String`): Beach
* `sport_sentiers` (`String`): Trails
* `sport_skate` (`String`): Skatepark
* `sport_soccer` (`String`): Soccer
* `sport_tennis` (`String`): Tennis
* `sport_velo` (`String`): Bicycle
* `sport_volley` (`String`): Volleyball
* `service_agora` (`String`): Agora
* `service_barbecue` (`String`): BBQ
* `service_bookbox` (`String`): Book box
* `service_canin` (`String`): Dog park
* `service_chalet` (`String`): Cottage
* `service_water` (`String`): Refreshment bar
* `service_fire` (`String`): Fire
* `service_gloriette` (`String`): Gloriette
* `service_garden` (`String`): Garden
* `picnic_service` (`String`): Table
* `service_parking` (`String`): Parking
* `service_tableadapte` (`String`): Adapted table
* `service_toilets` (`String`): Toilets
* `others` (`String`): Others
* `address` (`String`): Address
* `globalid` (`globalID`): 
* `objective` (`OID`): 
* `sport_football` (`String`): Soccer
* `sport_picleball` (`String`): Pickleball
* `sport_minisoccer` (`String`): Sport_Ski
* `sport_moduleexerice` (`String`): 
* `typology` (`String`): 
* `old_name` (`String`): 
* `sport_pumptrack` (`String`): Pumptrack


For more information, consult the metadata on the Isogeo catalog (OpenCatalog link).**This third party metadata element was translated using an automated translation tool (Amazon Translate).**

Organization: Government and Municipalities of Québec | Gouvernement et municipalités du Québec
Railways - Saint-Hyacinthe

Railway network on the territory of the city.

**Collection context**
 Historical data from the Government of Quebec.
Additional data by photointerpretation.

**Collection method**
 Computer-aided mapping.

**Attributes**

* `ID_VFR` (`integer`): Identifier
* `SOURCE` (`varchar`): Source
* `DATE_CREATION` (`smalldatetime`): Created on
* `DATE_MODIFICATION` (`smalldatetime`): Modified on
* `USER_MODIFICATION` (`varchar`): Modified by


For more information, consult the metadata on the Isogeo catalog (OpenCatalog link).**This third party metadata element was translated using an automated translation tool (Amazon Translate).**

Organization: Government and Municipalities of Québec | Gouvernement et municipalités du Québec
Recreational districts - Saint-Hyacinthe

Sectoral division of leisure districts.

**Collection context**
 Historical breakdown provided by the recreation department.

**Collection method**
 Computer-aided mapping.

**Attributes**

* `ID_SEC_LOISIR` (`integer`): Identifier
* `SECTOR_NUM` (`varchar`): Sector number
* `SECTOR_NAME` (`varchar`): Sector name
* `SOURCE` (`varchar`): Source
* `DATE_CREATION` (`smalldatetime`): Created on
* `DATE_MODIFICATION` (`smalldatetime`): Modified on
* `USER_MODIFICATION` (`varchar`): Modified by
* `NEIGHBORHOOD` (`varchar`): Neighborhood


For more information, consult the metadata on the Isogeo catalog (OpenCatalog link).**This third party metadata element was translated using an automated translation tool (Amazon Translate).**

Organization: Government and Municipalities of Québec | Gouvernement et municipalités du Québec
Civic numbers in frontage - Saint-Hyacinthe

Point layer of civic number ranges on the front of the lot.
Taken from the graphic matrix using the assessment roll.

**Collection context**
 Taken from the assessment roll

**Collection method**
 Cartographic integration through the process of updating the graphic matrix.
Data integration method and manual positioning.

**Attributes**

* `ID` (`integrate`): ID
* `ADM01A` (`varchar`): Geographic code
* `SI0314A` (`smalldatetime`): Registration date
* `SI0314B` (`integer`): Scale
* `SI0314C` (`varchar`): Civic number
* `SI0314D` (`varchar`): Police
* `SI0314E` (`numeric`): Size
* `SI0314F` (`numeric`): Orientation
* `SI0314G` (`varchar`): Anchor
* `LOC_X` (`numeric`): X
* `LOC_Y` (`numeric`): Y
* `SI0317C` (`varchar`): Registration
* `DATE_CREATION` (`smalldatetime`): Creation date
* `DATE_MODIFICATION` (`smalldatetime`): Date of modification


For more information, consult the metadata on the Isogeo catalog (OpenCatalog link).**This third party metadata element was translated using an automated translation tool (Amazon Translate).**

Organization: Government and Municipalities of Québec | Gouvernement et municipalités du Québec
Quebec Hydrological Reference Framework (CRHQ)

Updated on May 17, 2022, the CRHQ is a cartographic tool that brings together ecological information and knowledge on aquatic ecosystems in Quebec to support decision-making. It provides a hierarchical framework for mapping and characterizing aquatic ecosystems based on the processes that govern their functioning. First of all, it provides aquatic ecological units (AEUs), which correspond to portions of the surface hydrographic network that present a certain homogeneity in their physical characteristics that condition aquatic biotopes. The CRHQ also includes information on the hydro-geomorphology, hydraulics, physico-chemistry and hydrology of aquatic ecosystems that are associated with reference points distributed on the hydrographic network. To access the files, which are hosted on an FTP site, it is recommended to use either FileZilla (https://filezilla-project.org/) or Internet Explorer.**This third party metadata element was translated using an automated translation tool (Amazon Translate).**

Organization: Government and Municipalities of Québec | Gouvernement et municipalités du Québec
Bixi stations

Location of Bixi stations located on the territory of the City of Longueuil. The 7 Bixi stations located in Longueuil are part of the bike sharing network managed by the non-profit organization BIXI-Montréal.**This third party metadata element was translated using an automated translation tool (Amazon Translate).**

Organization: Government and Municipalities of Québec | Gouvernement et municipalités du Québec
Protected or under protection indoor natural environment

This data set contains the polygons delimiting the protected or in the process of being protected indoor natural environments in the agglomeration of Montreal. It does not include the protected aquatic environments of large bodies of water that fall under the jurisdiction of the governments of Quebec and Canada.**This third party metadata element was translated using an automated translation tool (Amazon Translate).**

Organization: Government and Municipalities of Québec | Gouvernement et municipalités du Québec
2018 Hydroclimatic Atlas

# #Archive data from the 2018 Hydroclimatic Atlas
## #Description
The Hydroclimatic Atlas describes the current and future water regime in southern Quebec in order to support the implementation of water management practices that are resilient to climate change.
## #Avertissement
The 2018 version of the Atlas is now replaced by a more recent version on the website. Data from the 2018 version is archived on Data Québec for reference, for example for old reports or analyses referring to this version of the data. Any new study or analysis should use the most recent data available on [Data Quebec (Hydroclimatic Atlas 2022)] (https://www.donneesquebec.ca/recherche/dataset/atlas-hydroclimatique-2022) or on the Atlas website (www.cehq.gouv.qc.ca/atlas-hydroclimate-).
## #Liste of available data
* Map of river sections from the Hydroclimatic Atlas with their attributes (available in GeoJSON and shapefile format).
* The CSV tables (“Magnitude...”) for each of the 28 hydrological indicators describing the __ampliture__ and the __direction__ for RCP4.5 and RCP8.5, for the three future horizons (see documentation for details).
* The CSV tables (“Projected Indicator...”) for each of the 28 hydrological indicators detailing the flow values with their uncertainty for the historical period and the three future horizons (RCP4.5 and 8.5). See documentation for more details.
* A more detailed [PDF with metadata and description] (https://www.donneesquebec.ca/recherche/dataset/atlas-hydroclimatique-2018/resource/7af10f58-75a0-4839-b9f0-2b9728cb447d) of the data.**This third party metadata element was translated using an automated translation tool (Amazon Translate).**

Organization: Government and Municipalities of Québec | Gouvernement et municipalités du Québec
2014 Trucking Network (Regulation L-12236)

Graphic representation (linear element) of the streets on which trucks, tool vehicles and equipment vehicles are authorized to drive at all times or during the day only (7:00 a.m. to 7:00 p.m.) as well as the traffic signs (point element) attached to them (L-10400). Note that the display of the panels requires the use of the Laval_signalisation.ttf font**This third party metadata element was translated using an automated translation tool (Amazon Translate).**

Organization: Government and Municipalities of Québec | Gouvernement et municipalités du Québec
Traffic camera

Location of traffic cameras under the responsibility of the Ministry of Transport and Sustainable Mobility. These cameras are located at strategic locations on the road network to ensure the safety of road users. Each camera has a URL that allows you to view the video stream of images. The cameras available are those displayed on the interactive map of Quebec 511.**This third party metadata element was translated using an automated translation tool (Amazon Translate).**

Organization: Government and Municipalities of Québec | Gouvernement et municipalités du Québec
Libraries - City of Shawinigan

Point layer of municipal libraries in the City of Shawinigan.


! [Shawinigan logo] (https://jmap.shawinigan.ca/doc/photos/LogoShawinigan.jpg)

**Collection method**
 Location on the corresponding building

Name given by the Communications Department

**Attributes**

* `objective` (`OID`): 
* `name` (`String`): Name
* `address` (`String`): Address
* `url` (`String`): URL


For more information, consult the metadata on the Isogeo catalog (OpenCatalog link).**This third party metadata element was translated using an automated translation tool (Amazon Translate).**

Organization: Government and Municipalities of Québec | Gouvernement et municipalités du Québec
Traffic lights — locations all intersections

This file contains the location of all traffic lights managed by the City of Montreal. The file contains the reference number of the intersection where the light is located, the names of the two streets that form the intersection, and the geographic coordinates of the center point of the intersection.**This third party metadata element was translated using an automated translation tool (Amazon Translate).**

Organization: Government and Municipalities of Québec | Gouvernement et municipalités du Québec
Operationally supported higher education organizations in the arts

List and geolocation of higher education organizations in the arts supported by the Operational Assistance program of the Ministry of Culture and Communications in 2015-2016 (https://www.mcc.gouv.qc.ca/index.php?id=1646).**This third party metadata element was translated using an automated translation tool (Amazon Translate).**

Organization: Government and Municipalities of Québec | Gouvernement et municipalités du Québec
Traffic lights — pedestrian lights

This file contains the location of all traffic lights managed by the City of Montreal, at least one crossing of which is equipped with a pedestrian light. The file contains the reference number of the intersection where the light is located, the names of the two streets that form the intersection, and the geographic coordinates of the center point of the intersection.**This third party metadata element was translated using an automated translation tool (Amazon Translate).**

Organization: Government and Municipalities of Québec | Gouvernement et municipalités du Québec
Genotoxicity of surface water, shores of Île des Soeurs and Sorel, south-east interceptor work, Nov. 2015 (archives)

The main objective of this sampling program was to assess the effects of the spill on the toxicity of surface water collected during the spill by comparing them with the results of water collected prior to the discharge.**This third party metadata element was translated using an automated translation tool (Amazon Translate).**

Organization: Government and Municipalities of Québec | Gouvernement et municipalités du Québec
Agricultural relief from LiDAR

High-resolution relief data produced from LiDAR surveys and limited to crop plots are particularly useful in the agricultural sector since they make it possible to model surface drainage in order to identify drainage problems or the risks of soil erosion. 

Agronomic interpretation will take advantage of this information not only in the form of the numerical terrain model and the shading, but also with the level curves, flow paths and basins located inside the cultivated plots, as delimited by the database of declared agricultural plots and productions (BDPPAD) of the Financière Agricole du Québec (FADQ). Level curves of 1 m covering the entire treated territory excluding cultivated plots (agricultural, forest, urban, etc.) are also available. 

These new data are the result of a collaboration between the MRNF and the MAPAQ, and they are offered thanks to the open valorization of data initially derived from LiDAR to the MRNF Forest Inventory Directorate (DIF). We hope that this data will support better soil and water management interventions, in order to mitigate the consequences of climate change, and to promote sustainable agriculture.**This third party metadata element was translated using an automated translation tool (Amazon Translate).**

Organization: Government and Municipalities of Québec | Gouvernement et municipalités du Québec
Buildings - City of Shawinigan

Polygonal layer of public and private buildings on the territory of the city of Shawinigan.

! [Shawinigan logo] (https://jmap.shawinigan.ca/doc/photos/LogoShawinigan.jpg)


**Collection context**
 Attribute information updated in 2012 following a study carried out by the Fire Department

**Collection method**
 As soon as there is a new orthophotography, digitization of buildings. (2025)
+ Addition of a schematic building footprint from the main residential building permits issued

**Attributes**

* `objective` (`OID`): 
* `type_building` (`String`): Building type
* `st_area (shape) `(`Double`): 
* `st_length (shape) `(`Double`): 
* `id_bat2012` (`String`): 
* `Number` (`String`): 
* `address` (`String`): Address
* `flow_lpm` (`Integrate`): 
* `gpm_speed` (`Integrate`): 
* `numbers_and` (`smallInteger`): 
* `roof_type` (`String`): 
* `height` (`Double`): 
* `usage_` (`String`): 
* `localization` (`String`): 
* `buildingname` (`String`): 
* `sprinklers` (`String`): 
* `distance_bf` (`String`): Fountain terminal
* `barrack_distance` (`String`): 
* `barracks` (`String`): Barracks
* `building_id` (`smallInteger`): 
* `snow_permit` (`String`): 
* `distance_bf_seche` (`String`): Dry terminal


For more information, consult the metadata on the Isogeo catalog (OpenCatalog link).**This third party metadata element was translated using an automated translation tool (Amazon Translate).**

Organization: Government and Municipalities of Québec | Gouvernement et municipalités du Québec
Agreements concluded under the Regulation for a mixed metropolis

Data set on agreements concluded under the Regulation for a mixed metropolis to improve the supply of social, affordable and family housing (20-041). Since April 1, 2021, for all permits subject to it, the conclusion of an agreement in accordance with the Regulation is required. This regulation aims to improve the supply of social, affordable and family housing in the city.**This third party metadata element was translated using an automated translation tool (Amazon Translate).**

Organization: Government and Municipalities of Québec | Gouvernement et municipalités du Québec
DFO Gulf Region European Green Crab Monitoring Dataset

PURPOSE:
Provide presence/absence and abundance data for the non-indigenous and invasive European green crab (EGC) in selected southern Gulf of St. Lawrence (sGSL) estuaries along the Northumberland Strait coast of New-Brunswick and eastern Prince-Edward-Island.

DESCRIPTION:
Temporal monitoring during ice-free seasons of European green crab abundance is completed in response to previous regional population declines in the Maritime provinces.  

Note that where presence is not indicated on the map does not mean absence - this survey is limited to a few sites.

Traps that did not fish correctly were not included in the dataset. Examples of defective traps include: an open trap, an open bait container, a trap filled with algae and falling into the open position, a trap that has not been fished for over 48 hours, an overturned trap, or a trap that has been significantly moved or otherwise tampered with.

Population estimates are not derived from this data.
            
PARAMETERS COLLECTED:
1) EGC count, size measurement, sex, and catch weight
2) Counts of bycatch species. Categories reported in this dataset are finfish (cunner, striped bass, mummichog, winter flounder, smooth flounder, sculpin, tomcod, American eel, banded killifish, flounder, unknown bony fish), Atlantic rock crab, American lobster, and other (lion's mane jellyfish, moon jellyfish, other crabs, moon snail).  Other smaller species were often in the trap but were not included as bycatch in this dataset as they can easily escape the mesh size and would not consistently be trapped. 
3) Environmental data: water depth at trap setting, sediment type, vegetation types noted, salinity, water temperature, dissolved oxygen (not included), specific conductance (not included), conductivity (not included), weather, cloud cover (not included), tide state and direction (upon fishing).

NOTES ON QUALITY CONTROL:
Data entry of morphological parameters randomly verified for accuracy.

Weights are not reported for PEI sites due to inconsistencies with types of weighing scales and measurement protocols.
PHYSICAL SAMPLE DETAILS:
Whole European green crab specimens

SAMPLING METHODS:
Baited trapping with Fukui traps.  Bait was in a bait can or bag. Types of bait included herring (predominant type used), as well as other species when herring were not available (gaspereau, canned fish [tuna, kippers, snack sardines], mackerel, tilapia, and perch).

USE LIMITATION:
To ensure scientific integrity and appropriate use of the data, we would encourage you to contact the data custodian.

Organization: Fisheries and Oceans Canada | Pêches et Océans Canada
Integrating Gut Microbiota and Population Genomics in White Hake (Urophycis tenuis): Supporting Data

PURPOSE:
The purpose of this work was to determine (1) how the population genomic structure relates to gut microbiota composition of White Hake (Urophycis tenuis), and (2) whether microbiota community variation provides complementary insights into population structure of this species in eastern Canada.

DESCRIPTION:
Integrating host-associated microbiota with genomic approaches offers an opportunity to better understand the multiple biological dimensions shaping population structure in marine fishes. A clear understanding of population structure and dynamics is essential for informed fisheries management and conservation decisions; however, while genomic approaches have greatly improved our ability to delineate biological populations, they provide only a partial representation of biological structure, as patterns of differentiation reflect both historical divergence and contemporary ecological conditions. Host-associated microbiota can influence population-level ecological processes by contributing functional, potentially heritable variation that shapes host phenotype and fitness.

In this study, we combined genotyping-by-sequencing with 16S rRNA gene amplicon sequencing to examine how population genomic structure relates to gut microbiota composition and to evaluate whether microbiota community variation provides complementary insights into population structure in White Hake (Urophycis tenuis) in eastern Canada. Genomic analyses identified two populations with greater spatial overlap than previously reported. Variation partitioning revealed that host genetics explained a negligible proportion of microbiota variation compared to environmental factors and fish length, suggesting that ontogenetic shifts in habitat use and resource acquisition influence gut microbiota composition. Several taxa were differentially abundant among fish length categories used as a proxy for diet, including taxa with chitin-degrading potential such as Photobacterium and Lachnospirales, which were enriched in smaller fish known to consume a crustacean-dominated diet. Together, these results indicate that gut microbiota composition in White Hake primarily reflects ecological and life-history processes rather than host population structure.
            
PARAMETERS COLLECTED:
Environmental parameters were also collected at most sampling sites, including depth, water temperature, oxygen and salinity levels.

PHYSICAL SAMPLE DETAILS:
Fin samples were collected to characterize the fish genotypes. Intestine (rectum) samples were collected to study fish gut microbiome.

SAMPLING METHODS:
In 2022 and 2023, White Hake were sampled during Fisheries and Oceans Canada (DFO) annual bottom trawl ecosystem monitoring surveys.

USE LIMITATION:
To ensure scientific integrity and appropriate use of the data, we would encourage you to contact the data custodian.

Organization: Fisheries and Oceans Canada | Pêches et Océans Canada
Natural Disturbance Type Map

The Natural Disturbance Type map is based on the Provincial Biodiversity Guidebook (1995) and the current and most detailed version of the approved corporate provincial Biogeoclimatic Ecosystem Classification (BEC) Zone/Subzone/Variant/Phase map (version 13, May 22, 2026) (Data Catalog record: https://catalogue.data.gov.bc.ca/dataset/bec-map). The natural disturbance type classification code is used to designate a period process or event such as insect outbreaks, fire, disease, flooding, windstorms and avalanches that cause ecosystem change and renewal. Natural disturbance type classification and mapping is used for a wide variety of applications in British Columbia. A few examples include: delineation of Natural Disturbance Types for Landscape Unit Planning; delineation of Seed Planning Zones; as an input for Predictive Ecosystem Mapping; reporting on the ecological representation of the Protected Areas Strategy; and as a level in the classification hierarchy for Broad Ecosystem Units. Note that this mapping is deliberately extended across the ocean, lakes, glaciers, etc to facilitate intersection with a terrestrial landcover layer of your choice

Organization: Government of British Columbia | Gouvernment de la Colombie-Britannique