inat_10k: INaturalist data| Heterogeneous | 10,000 record
In bd-R/bdtests: bdverse's DevOps Package

A medium size dataset for testing

inat_10k

A data frame with 10000 rows and 154 variables:

quality_grade: character COLUMN_DESCRIPTION
time_observed_at: character COLUMN_DESCRIPTION
taxon_geoprivacy: character COLUMN_DESCRIPTION
annotations: list COLUMN_DESCRIPTION
uuid: character COLUMN_DESCRIPTION
id: integer COLUMN_DESCRIPTION
cached_votes_total: integer COLUMN_DESCRIPTION
identifications_most_agree: logical COLUMN_DESCRIPTION
species_guess: character COLUMN_DESCRIPTION
identifications_most_disagree: logical COLUMN_DESCRIPTION
tags: character COLUMN_DESCRIPTION
positional_accuracy: integer COLUMN_DESCRIPTION
comments_count: integer COLUMN_DESCRIPTION
site_id: integer COLUMN_DESCRIPTION
created_time_zone: character COLUMN_DESCRIPTION
license_code: character COLUMN_DESCRIPTION
observed_time_zone: character COLUMN_DESCRIPTION
quality_metrics: list COLUMN_DESCRIPTION
public_positional_accuracy: integer COLUMN_DESCRIPTION
reviewed_by: list COLUMN_DESCRIPTION
oauth_application_id: integer COLUMN_DESCRIPTION
flags: list COLUMN_DESCRIPTION
created_at: character COLUMN_DESCRIPTION
description: character COLUMN_DESCRIPTION
time_zone_offset: character COLUMN_DESCRIPTION
project_ids_with_curator_id: list COLUMN_DESCRIPTION
observed_on: double COLUMN_DESCRIPTION
observed_on_string: character COLUMN_DESCRIPTION
updated_at: character COLUMN_DESCRIPTION
sounds: list COLUMN_DESCRIPTION
place_ids: list COLUMN_DESCRIPTION
captive: logical COLUMN_DESCRIPTION
ident_taxon_ids: list COLUMN_DESCRIPTION
outlinks: list COLUMN_DESCRIPTION
faves_count: integer COLUMN_DESCRIPTION
ofvs: list COLUMN_DESCRIPTION
num_identification_agreements: integer COLUMN_DESCRIPTION
comments: list COLUMN_DESCRIPTION
map_scale: integer COLUMN_DESCRIPTION
uri: character COLUMN_DESCRIPTION
project_ids: list COLUMN_DESCRIPTION
community_taxon_id: integer COLUMN_DESCRIPTION
owners_identification_from_vision: logical COLUMN_DESCRIPTION
identifications_count: integer COLUMN_DESCRIPTION
obscured: logical COLUMN_DESCRIPTION
num_identification_disagreements: integer COLUMN_DESCRIPTION
geoprivacy: character COLUMN_DESCRIPTION
location: character COLUMN_DESCRIPTION
votes: list COLUMN_DESCRIPTION
spam: logical COLUMN_DESCRIPTION
mappable: logical COLUMN_DESCRIPTION
identifications_some_agree: logical COLUMN_DESCRIPTION
project_ids_without_curator_id: list COLUMN_DESCRIPTION
place_guess: character COLUMN_DESCRIPTION
identifications: list COLUMN_DESCRIPTION
project_observations: list COLUMN_DESCRIPTION
observation_sounds: list COLUMN_DESCRIPTION
photos: list COLUMN_DESCRIPTION
observation_photos: list COLUMN_DESCRIPTION
faves: list COLUMN_DESCRIPTION
non_owner_ids: list COLUMN_DESCRIPTION
observed_on_details.date: character COLUMN_DESCRIPTION
observed_on_details.week: integer COLUMN_DESCRIPTION
observed_on_details.month: integer COLUMN_DESCRIPTION
observed_on_details.hour: integer COLUMN_DESCRIPTION
observed_on_details.year: integer COLUMN_DESCRIPTION
observed_on_details.day: integer COLUMN_DESCRIPTION
created_at_details.date: character COLUMN_DESCRIPTION
created_at_details.week: integer COLUMN_DESCRIPTION
created_at_details.month: integer COLUMN_DESCRIPTION
created_at_details.hour: integer COLUMN_DESCRIPTION
created_at_details.year: integer COLUMN_DESCRIPTION
created_at_details.day: integer COLUMN_DESCRIPTION
taxon.is_active: logical COLUMN_DESCRIPTION
taxon.ancestry: character COLUMN_DESCRIPTION
taxon.min_species_ancestry: character COLUMN_DESCRIPTION
taxon.endemic: logical COLUMN_DESCRIPTION
taxon.iconic_taxon_id: integer COLUMN_DESCRIPTION
taxon.min_species_taxon_id: integer COLUMN_DESCRIPTION
taxon.threatened: logical COLUMN_DESCRIPTION
taxon.rank_level: integer COLUMN_DESCRIPTION
taxon.introduced: logical COLUMN_DESCRIPTION
taxon.native: logical COLUMN_DESCRIPTION
taxon.parent_id: integer COLUMN_DESCRIPTION
name: character COLUMN_DESCRIPTION
taxon.rank: character COLUMN_DESCRIPTION
taxon.extinct: logical COLUMN_DESCRIPTION
taxon.id: integer COLUMN_DESCRIPTION
taxon.ancestor_ids: list COLUMN_DESCRIPTION
taxon.photos_locked: logical COLUMN_DESCRIPTION
taxon.taxon_schemes_count: integer COLUMN_DESCRIPTION
taxon.wikipedia_url: character COLUMN_DESCRIPTION
taxon.current_synonymous_taxon_ids: list COLUMN_DESCRIPTION
taxon.created_at: character COLUMN_DESCRIPTION
taxon.taxon_changes_count: integer COLUMN_DESCRIPTION
taxon.complete_species_count: integer COLUMN_DESCRIPTION
taxon.universal_search_rank: integer COLUMN_DESCRIPTION
taxon.observations_count: integer COLUMN_DESCRIPTION
taxon.atlas_id: integer COLUMN_DESCRIPTION
taxon.iconic_taxon_name: character COLUMN_DESCRIPTION
taxon.preferred_common_name: character COLUMN_DESCRIPTION
taxon.complete_rank: character COLUMN_DESCRIPTION
taxon.flag_counts.resolved: integer COLUMN_DESCRIPTION
taxon.flag_counts.unresolved: integer COLUMN_DESCRIPTION
taxon.default_photo.id: integer COLUMN_DESCRIPTION
taxon.default_photo.license_code: character COLUMN_DESCRIPTION
taxon.default_photo.attribution: character COLUMN_DESCRIPTION
taxon.default_photo.url: character COLUMN_DESCRIPTION
taxon.default_photo.flags: list COLUMN_DESCRIPTION
taxon.default_photo.square_url: character COLUMN_DESCRIPTION
taxon.default_photo.medium_url: character COLUMN_DESCRIPTION
taxon.default_photo.original_dimensions.height: integer COLUMN_DESCRIPTION
taxon.default_photo.original_dimensions.width: integer COLUMN_DESCRIPTION
taxon.conservation_status.place_id: logical COLUMN_DESCRIPTION
taxon.conservation_status.source_id: integer COLUMN_DESCRIPTION
taxon.conservation_status.user_id: integer COLUMN_DESCRIPTION
taxon.conservation_status.authority: character COLUMN_DESCRIPTION
taxon.conservation_status.status: character COLUMN_DESCRIPTION
taxon.conservation_status.status_name: character COLUMN_DESCRIPTION
taxon.conservation_status.geoprivacy: character COLUMN_DESCRIPTION
taxon.conservation_status.iucn: integer COLUMN_DESCRIPTION
taxon.conservation_status.user.id: integer COLUMN_DESCRIPTION
taxon.conservation_status.user.login: character COLUMN_DESCRIPTION
taxon.conservation_status.user.icon_url: logical COLUMN_DESCRIPTION
taxon.conservation_status.user.orcid: logical COLUMN_DESCRIPTION
preferences.prefers_community_taxon: logical COLUMN_DESCRIPTION
geojson.coordinates: list COLUMN_DESCRIPTION
geojson.type: character COLUMN_DESCRIPTION
user.site_id: integer COLUMN_DESCRIPTION
user.created_at: character COLUMN_DESCRIPTION
user.id: integer COLUMN_DESCRIPTION
user.login: character COLUMN_DESCRIPTION
user.spam: logical COLUMN_DESCRIPTION
user.suspended: logical COLUMN_DESCRIPTION
user.login_autocomplete: character COLUMN_DESCRIPTION
user.login_exact: character COLUMN_DESCRIPTION
user.name: character COLUMN_DESCRIPTION
user.name_autocomplete: character COLUMN_DESCRIPTION
user.orcid: character COLUMN_DESCRIPTION
user.icon: character COLUMN_DESCRIPTION
user.observations_count: integer COLUMN_DESCRIPTION
user.identifications_count: integer COLUMN_DESCRIPTION
user.journal_posts_count: integer COLUMN_DESCRIPTION
user.activity_count: integer COLUMN_DESCRIPTION
user.species_count: integer COLUMN_DESCRIPTION
user.universal_search_rank: integer COLUMN_DESCRIPTION
user.roles: list COLUMN_DESCRIPTION
user.icon_url: character COLUMN_DESCRIPTION
user.preferences.prefers_community_taxa: logical COLUMN_DESCRIPTION
user.preferences.prefers_observation_fields_by: character COLUMN_DESCRIPTION
user.preferences.prefers_project_addition_by: character COLUMN_DESCRIPTION
prov: character COLUMN_DESCRIPTION
longitude: character COLUMN_DESCRIPTION
latitude: character COLUMN_DESCRIPTION