Chapter 4 Metadata standardisation

The images produced by camera traps alone are useless. We need to keep accurate records of how the data were collected, labelled, and manipulated if we are to achieve the goal of synthesizing data from multiple projects. Thus, metadata is simply “data that provides information about other data”.

The benefits of ‘standardizing’ the metadata associated with camera traps, or other sensors of biodiversity, are hopefully clear - it should facilitate the rapid and robust exploration, analysis and sharing of information on wildlife populations. Ultimately resulting in more robust, repeatable, and timely research and management decisions.

4.1 The Wildlife Insights Minimum Metadata Standards

The convention we use in this course is the data standards used by Wildlife Insights.

Their standard format is composed of four different elements:

  • Project data projects.csv a dataframe containing key information about the project itself, e.g. how the cameras were deployed and what the target features were.
  • Image data images.csv a dataframe containing all of the information contained within each image. This information is typically added by humans, but increasing we are using artificial intelligence to speed up this process.
  • Deployment data deployments.csv a dataframe listing the activity of the camera traps involved in your study, and any issues encountered during deployments which may influence their analysis
  • Camera data cameras.csv a dataframe all the cameras deployed in the project

Below we give a quick summary and explanation of each.

First, read in the data files:

pro <- read.csv("data/raw_data/example_data/projects.csv", header=T)
img <- read.csv("data/raw_data/example_data/images.csv", header=T)
dep <- read.csv("data/raw_data/example_data/deployments.csv", header=T)
cam <- read.csv("data/raw_data/example_data/cameras.csv", header=T)

Let’s look at each one in turn.

4.1.1 Project data

The project files contains a general description of the project. It should give someone a helicopter overview of your project, and provide the data usage guidelines.

project_id AlgarRestorationProject
project_name AlgarRestorationProject
project_short_name Algar
project_objectives Investigate medium-large bodied mammal habitat use in response to human recreation spatially and temporally
project_species NA
project_species_individual NA
project_sensor_layout Stratified
project_sensor_layout_targeted_type Seismic lines
project_bait_use No
project_bait_type NA
project_stratification Seismic line restoration treatements and controls
project_stratification_type Offline, HumanUse
project_sensor_method Sensor.Detection
project_individual_animals NA
project_blank_images yes
project_sensor_cluster NA
project_admin Cole Burton
project_admin_email
project_admin_organization University of British Columbia
country_code NA
embargo NA
initiative_id NA
metadata_license NA
image_license NA
data_citation Beirne, Christopher, Catherine Sun, Erin R. Tattersall, Joanna M. Burgar, Jason T. Fisher, and A. Cole Burton. Multispecies modelling reveals potential for habitat restoration to re‐establish boreal vertebrate community dynamics. Journal of Applied Ecology 58, no. 12 (2021): 2821-2832.
count_optional no
project_type image

4.1.2 Image data

This file contains the image labels - what is in each picture and its properties. Each image you have processed is linked to at least one row in the detection data. Multiple rows may exist if there are multiple species in a camera trap image, or if you are identifying multiple unique individuals.

project_id deployment_id image_id filename location is_blank identified_by wi_taxon_id class order family genus species common_name uncertainty timestamp number_of_objects age sex animal_recognizable individual_id individual_animal_notes behavior highlighted markings cv_confidence license group_size temperature
AlgarRestorationProject ALG027_2018-04-11 Algar27__2018-04-13__13-51-01.JPG Algar27__2018-04-13__13-51-01.JPG NA 0 ERT NA Mammalia Carnivora Felidae Lynx canadensis NA NA 2018-04-13 13:51:01 1 Adult NA NA NA NA NA NA NA NA 1 NA
AlgarRestorationProject ALG027_2018-04-11 Algar27__2018-04-13__13-51-02.JPG Algar27__2018-04-13__13-51-02.JPG NA 0 ERT NA Mammalia Carnivora Felidae Lynx canadensis NA NA 2018-04-13 13:51:02 1 Adult NA NA NA NA NA NA NA NA 1 NA
AlgarRestorationProject ALG027_2018-04-11 Algar27__2018-04-13__13-51-03.JPG Algar27__2018-04-13__13-51-03.JPG NA 0 ERT NA Mammalia Carnivora Felidae Lynx canadensis NA NA 2018-04-13 13:51:03 1 Adult NA NA NA NA NA NA NA NA 1 NA
AlgarRestorationProject ALG027_2018-04-11 Algar27__2018-04-13__13-51-06.JPG Algar27__2018-04-13__13-51-06.JPG NA 0 ERT NA Mammalia Carnivora Felidae Lynx canadensis NA NA 2018-04-13 13:51:06 1 Adult NA NA NA NA NA NA NA NA 1 NA
AlgarRestorationProject ALG027_2018-04-11 Algar27__2018-04-13__13-51-07.JPG Algar27__2018-04-13__13-51-07.JPG NA 0 ERT NA Mammalia Carnivora Felidae Lynx canadensis NA NA 2018-04-13 13:51:07 1 Adult NA NA NA NA NA NA NA NA 1 NA
AlgarRestorationProject ALG027_2018-04-11 Algar27__2018-04-13__13-51-09.JPG Algar27__2018-04-13__13-51-09.JPG NA 0 ERT NA Mammalia Carnivora Felidae Lynx canadensis NA NA 2018-04-13 13:51:09 1 Adult NA NA NA NA NA NA NA NA 1 NA

4.1.3 Deployment data

This is the camera deployment data - where the deployment occurred, when it started, when it ended and other relevant information about each unique deployment.

project_id deployment_id placename longitude latitude start_date end_date bait_type bait_description feature_type feature_type_methodology camera_id camera_name quiet_period camera_functioning sensor_height height_other sensor_orientation orientation_other plot_treatment plot_treatment_description detection_distance subproject_name subproject_design event_name event_description event_type recorded_by
AlgarRestorationProject ALG027_2018-04-11 ALG027 -112.4735 56.33280 2018-04-11 2018-11-15 None NA HumanUse NA NA NA 1 Camera Functioning 100 NA NA NA NA NA NA Restoration NA NA NA NA NA
AlgarRestorationProject ALG027_2018-11-15 ALG027 -112.4735 56.33280 2018-11-15 2019-04-03 None NA HumanUse NA NA NA 1 Camera Functioning 100 NA NA NA NA NA NA Restoration NA NA NA NA NA
AlgarRestorationProject ALG027_2019-04-03 ALG027 -112.4735 56.33280 2019-04-03 NA None NA HumanUse NA NA NA 1 Camera Functioning 100 NA NA NA NA NA NA Restoration NA NA NA NA NA
AlgarRestorationProject ALG029_2018-04-07 ALG029 -112.5483 56.39474 2018-04-07 2018-11-15 None NA HumanUse NA NA NA 1 Camera Functioning 100 NA NA NA NA NA NA Restoration NA NA NA NA NA
AlgarRestorationProject ALG029_2018-11-15 ALG029 -112.5483 56.39474 2018-11-15 2019-04-02 None NA HumanUse NA NA NA 1 Camera Functioning 100 NA NA NA NA NA NA Restoration NA NA NA NA NA
AlgarRestorationProject ALG029_2019-04-02 ALG029 -112.5483 56.39474 2019-04-02 2019-11-20 None NA HumanUse NA NA NA 1 Camera Functioning 100 NA NA NA NA NA NA Restoration NA NA NA NA NA

4.1.4 Camera inventory

An inventory of all the cameras used in the project. Ideally, each camera would be represented in the deployment data. This technically isn’t 100% necessary to analyse your dataset, although there are some scenarios where it might help.

project_id camera_id camera_name make model serial_number year_purchased
2003269 2019105 C001 Browning Strike Force BTC-5HDXv NA NA
2003269 2046158 C214a NA NA
2003269 2038893 C405 Browning Strike Force BTC-6HDX NA NA
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2003269 2046193 C288b NA NA
2003269 2038892 C404 Browning Strike Force BTC-6HDX NA NA
2003269 2046245 C401b NA NA
2003269 2018931 C347 Browning Strike Force BTC-5HDXv NA NA
2003269 2018913 C365 Browning Strike Force BTC-5HDXv NA NA
2003269 2019283 C175 Browning Strike Force BTC-5HDXv NA NA
2003269 2019033 C222 Browning Strike Force BTC-5HDXv NA NA
2003269 2045728 C111b NA NA
2003269 2045929 C106b NA NA
2003269 2018953 C325 Browning Strike Force BTC-5HDXv NA NA
2003269 2019110 C186 Browning Strike Force BTC-5HDXv NA NA
2003269 2044837 C192a NA NA
2003269 2044700 C175a NA NA
2003269 2018982 C296 Browning Strike Force BTC-5HDXv NA NA
2003269 2041002 C115a NA NA
2003269 2018996 C259 Browning Strike Force BTC-5HDXv NA NA
2003269 2018897 C381 Browning Strike Force BTC-5HDXv NA NA
2003269 2046374 C171a NA NA
2003269 2018874 C282 Browning Strike Force BTC-5HDXv NA NA
2003269 2019228 C120 Browning Strike Force BTC-5HDXv NA NA
2003269 2019124 C016 Browning Strike Force BTC-5HDXv NA NA
2003269 2043813 C315a NA NA
2003269 2019218 C110 Browning Strike Force BTC-5HDXv NA NA
2003269 2046352 C347b NA NA
2003269 2045939 C112b NA NA
2003269 2046192 C282b NA NA
2003269 2042487 C302a NA NA
2003269 2019093 C201 Browning Strike Force BTC-5HDXv NA NA
2003269 2019018 C237 Browning Strike Force BTC-5HDXv NA NA
2003269 2046208 C027a NA NA
2003269 2045937 C393b NA NA
2003269 2019250 C142 Browning Strike Force BTC-5HDXv NA NA
2003269 2045935 C292a NA NA
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2003269 2019222 C114 Browning Strike Force BTC-5HDXv NA NA
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2003269 2018934 C344 Browning Strike Force BTC-5HDXv NA NA
2003269 2044711 C186a NA NA
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2003269 2018955 C323 Browning Strike Force BTC-5HDXv NA NA
2003269 2041118 C367a NA NA
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2003269 2044852 C348b NA NA
2003269 2019197 C089 Browning Strike Force BTC-5HDXv NA NA
2003269 2046288 C349b NA NA
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2003269 2018879 C277 Browning Strike Force BTC-5HDXv NA NA
2003269 2050447 C322a NA NA
2003269 2018887 C269 Browning Strike Force BTC-5HDXv NA NA
2003269 2041104 C392a NA NA
2003269 2018902 C376 Browning Strike Force BTC-5HDXv NA NA
2003269 2019150 C042 Browning Strike Force BTC-5HDXv NA NA
2003269 2044688 C021a NA NA
2003269 2046073 C382c NA NA
2003269 2019253 C145 Browning Strike Force BTC-5HDXv NA NA
2003269 2040840 C361a NA NA
2003269 2040995 C355a NA NA
2003269 2041105 C399a NA NA
2003269 2046023 C201a NA NA
2003269 2044681 C157a NA NA
2003269 2018904 C374 Browning Strike Force BTC-5HDXv NA NA
2003269 2019081 C213 Browning Strike Force BTC-5HDXv NA NA
2003269 2040998 C395a NA NA
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2003269 2019194 C086 Browning Strike Force BTC-5HDXv NA NA
2003269 2018976 C302 Browning Strike Force BTC-5HDXv NA NA
2003269 2041116 C360a NA NA
2003269 2041008 C400a NA NA
2003269 2019003 C252 Browning Strike Force BTC-5HDXv NA NA
2003269 2039610 C281a NA NA
2003269 2018999 C256 Browning Strike Force BTC-5HDXv NA NA
2003269 2018957 C321 Browning Strike Force BTC-5HDXv NA NA
2003269 2046162 C254a NA NA
2003269 2019025 C230 Browning Strike Force BTC-5HDXv NA NA
2003269 2046353 C062a NA NA
2003269 2044835 C169a NA NA
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2003269 2041124 C370a NA NA
2003269 2041117 C101a NA NA
2003269 2041111 C374a NA NA
2003269 2019174 C066 Browning Strike Force BTC-5HDXv NA NA
2003269 2019156 C048 Browning Strike Force BTC-5HDXv NA NA
2003269 2046305 C369b NA NA
2003269 2042275 C331a NA NA
2003269 2019190 C082 Browning Strike Force BTC-5HDXv NA NA
2003269 2019214 C106 Browning Strike Force BTC-5HDXv NA NA
2003269 2019181 C073 Browning Strike Force BTC-5HDXv NA NA
2003269 2018873 C283 Browning Strike Force BTC-5HDXv NA NA
2003269 2046341 C356b NA NA
2003269 2044689 C129a NA NA
2003269 2045924 C115b NA NA
2003269 2019226 C118 Browning Strike Force BTC-5HDXv NA NA
2003269 2040837 C394a NA NA
2003269 2019206 C098 Browning Strike Force BTC-5HDXv NA NA
2003269 2019259 C151 Browning Strike Force BTC-5HDXv NA NA
2003269 2019153 C045 Browning Strike Force BTC-5HDXv NA NA
2003269 2018924 C354 Browning Strike Force BTC-5HDXv NA NA
2003269 2041108 C118a NA NA
2003269 2019114 C006 Browning Strike Force BTC-5HDXv NA NA
2003269 2019182 C074 Browning Strike Force BTC-5HDXv NA NA
2003269 2019219 C111 Browning Strike Force BTC-5HDXv NA NA
2003269 2040839 C112a NA NA
2003269 2041054 C358a NA NA
2003269 2041128 C366a NA NA
2003269 2046159 C271a NA NA
2003269 2019082 C212 Browning Strike Force BTC-5HDXv NA NA
2003269 2019085 C209 Browning Strike Force BTC-5HDXv NA NA
2003269 2041107 C114a NA NA
2003269 2018990 C265 Browning Strike Force BTC-5HDXv NA NA
2003269 2046021 C406a NA NA
2003269 2019096 C198 Browning Strike Force BTC-5HDXv NA NA
2003269 2039380 C333a NA NA
2003269 2046195 C340a NA NA
2003269 2046239 C178a NA NA
2003269 2018900 C379 Browning Strike Force BTC-5HDXv NA NA
2003269 2018862 C396 Browning Strike Force BTC-5HDX NA NA
2003269 2018973 C305 Browning Strike Force BTC-5HDXv NA NA
2003269 2019177 C069 Browning Strike Force BTC-5HDXv NA NA
2003269 2046385 C305a NA NA
2003269 2018895 C384 Browning Strike Force BTC-5HDXv NA NA
2003269 2018869 C287 Browning Strike Force BTC-5HDXv NA NA
2003269 2019169 C061 Browning Strike Force BTC-5HDXv NA NA
2003269 2019198 C090 Browning Strike Force BTC-5HDXv NA NA
2003269 2019290 C182 Browning Strike Force BTC-5HDXv NA NA
2003269 2019263 C155 Browning Strike Force BTC-5HDXv NA NA
2003269 2046334 C397b NA NA
2003269 2019186 C078 Browning Strike Force BTC-5HDXv NA NA
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2003269 2018985 C293 Browning Strike Force BTC-5HDXv NA NA
2003269 2046396 C371b NA NA
2003269 2019036 C219 Browning Strike Force BTC-5HDXv NA NA
2003269 2019123 C015 Browning Strike Force BTC-5HDXv NA NA
2003269 2041057 C371a NA NA
2003269 2019234 C126 Browning Strike Force BTC-5HDXv NA NA
2003269 2042273 C324a NA NA
2003269 2019007 C248 Browning Strike Force BTC-5HDXv NA NA
2003269 2018967 C311 Browning Strike Force BTC-5HDXv NA NA
2003269 2019094 C200 Browning Strike Force BTC-5HDXv NA NA
2003269 2018861 C397 Browning Strike Force BTC-5HDX NA NA
2003269 2019109 C187 Browning Strike Force BTC-5HDXv NA NA
2003269 2041100 C379a NA NA
2003269 2040836 C377a NA NA
2003269 2019294 C377 Browning Strike Force BTC-5HDXv NA NA
2003269 2018954 C324 Browning Strike Force BTC-5HDXv NA NA
2003269 2018987 C291 Browning Strike Force BTC-5HDXv NA NA
2003269 2046022 C242a NA NA
2003269 2018925 C353 Browning Strike Force BTC-5HDXv NA NA
2003269 2041102 C109a NA NA
2003269 2046044 C103b NA NA
2003269 2019144 C036 Browning Strike Force BTC-5HDXv NA NA
2003269 2019189 C081 Browning Strike Force BTC-5HDXv NA NA
2003269 2019276 C168 Browning Strike Force BTC-5HDXv NA NA
2003269 2046349 C096a NA NA
2003269 2046243 C343b NA NA
2003269 2044911 C353b NA NA
2003269 2046059 C256a NA NA
2003269 2046318 C094a NA NA
2003269 2019243 C135 Browning Strike Force BTC-5HDXv NA NA
2003269 2018974 C304 Browning Strike Force BTC-5HDXv NA NA
2003269 2044680 C159a NA NA
2003269 2018940 C338 Browning Strike Force BTC-5HDXv NA NA
2003269 2019267 C159 Browning Strike Force BTC-5HDXv NA NA
2003269 2041001 C113a NA NA
2003269 2019288 C180 Browning Strike Force BTC-5HDXv NA NA
2003269 2046368 C024a NA NA
2003269 2045848 C341b NA NA
2003269 2046040 C250a NA NA
2003269 2019165 C057 Browning Strike Force BTC-5HDXv NA NA
2003269 2018272 C400 Browning Strike Force BTC-5HDX NA NA
2003269 2046032 C211a NA NA
2003269 2018899 C382 Browning Strike Force BTC-5HDXv NA NA
2003269 2019277 C169 Browning Strike Force BTC-5HDXv NA NA
2003269 2019225 C117 Browning Strike Force BTC-5HDXv NA NA
2003269 2040950 C108a NA NA
2003269 2019161 C053 Browning Strike Force BTC-5HDXv NA NA
2003269 2046376 C165a NA NA
2003269 2019148 C040 Browning Strike Force BTC-5HDXv NA NA
2003269 2019205 C097 Browning Strike Force BTC-5HDXv NA NA
2003269 2046179 C360b NA NA
2003269 2019130 C022 Browning Strike Force BTC-5HDXv NA NA
2003269 2019278 C170 Browning Strike Force BTC-5HDXv NA NA
2003269 2041003 C045a NA NA
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2003269 2019128 C020 Browning Strike Force BTC-5HDXv NA NA
2003269 2046324 C307a NA NA
2003269 2018958 C320 Browning Strike Force BTC-5HDXv NA NA
2003269 2041050 C390a NA NA
2003269 2019141 C033 Browning Strike Force BTC-5HDXv NA NA
2003269 2041123 C116a NA NA
2003269 2054746 C421 NA NA
2003269 2043810 C323a NA NA
2003269 2046357 C056a NA NA
2003269 2046015 C241a NA NA
2003269 2018277 C395 Browning Strike Force BTC-5HDX NA NA
2003269 2045921 C105b NA NA
2003269 2045959 C119b NA NA
2003269 2046218 C314a NA NA
2003269 2041051 C347a NA NA
2003269 2019012 C243 Browning Strike Force BTC-5HDXv NA NA
2003269 2046351 C266a NA NA
2003269 2019176 C068 Browning Strike Force BTC-5HDXv NA NA
2003269 2039378 C336a NA NA
2003269 2018988 C290 Browning Strike Force BTC-5HDXv NA NA
2003269 2019115 C007 Browning Strike Force BTC-5HDXv NA NA
2003269 2019280 C172 Browning Strike Force BTC-5HDXv NA NA
2003269 2046163 C046a NA NA
2003269 2046364 C152a NA NA
2003269 2019151 C043 Browning Strike Force BTC-5HDXv NA NA
2003269 2046360 C039a NA NA
2003269 2018909 C369 Browning Strike Force BTC-5HDXv NA NA
2003269 2019255 C147 Browning Strike Force BTC-5HDXv NA NA
2003269 2019147 C039 Browning Strike Force BTC-5HDXv NA NA
2003269 2040842 C348a NA NA
2003269 2019223 C115 Browning Strike Force BTC-5HDXv NA NA
2003269 2044830 C136a NA NA
2003269 2042484 C304a NA NA
2003269 2046306 C384b NA NA
2003269 2018863 C393 Browning Strike Force BTC-5HDX NA NA
2003269 2046384 C184a NA NA
2003269 2046347 C100a NA NA
2003269 2018932 C346 Browning Strike Force BTC-5HDXv NA NA
2003269 2046013 C295a NA NA
2003269 2018922 C356 Browning Strike Force BTC-5HDXv NA NA
2003269 2019104 C190 Browning Strike Force BTC-5HDXv NA NA
2003269 2046247 C257a NA NA
2003269 2046063 C269a NA NA
2003269 2019028 C227 Browning Strike Force BTC-5HDXv NA NA
2003269 2019265 C157 Browning Strike Force BTC-5HDXv NA NA
2003269 2019157 C049 Browning Strike Force BTC-5HDXv NA NA
2003269 2044686 C189a NA NA
2003269 2044874 C108b NA NA
2003269 2019291 C183 Browning Strike Force BTC-5HDXv NA NA
2003269 2018997 C258 Browning Strike Force BTC-5HDXv NA NA
2003269 2045958 C026a NA NA
2003269 2046198 C303a NA NA
2003269 2019179 C071 Browning Strike Force BTC-5HDXv NA NA
2003269 2018889 C267 Browning Strike Force BTC-5HDXv NA NA
2003269 2040841 C117a NA NA
2003269 2046383 C155a NA NA
2003269 2046289 C374b NA NA
2003269 2019116 C008 Browning Strike Force BTC-5HDXv NA NA
2003269 2040843 C342a NA NA
2003269 2018892 C387 Browning Strike Force BTC-5HDXv NA NA
2003269 2044876 C344b NA NA
2003269 2018276 C394 Browning Strike Force BTC-5HDX NA NA
2003269 2039596 C301a NA NA
2003269 2040818 C311a NA NA
2003269 2019164 C056 Browning Strike Force BTC-5HDXv NA NA
2003269 2018970 C308 Browning Strike Force BTC-5HDXv NA NA
2003269 2019270 C162 Browning Strike Force BTC-5HDXv NA NA
2003269 2046062 C228a NA NA
2003269 2019129 C021 Browning Strike Force BTC-5HDXv NA NA
2003269 2019008 C247 Browning Strike Force BTC-5HDXv NA NA
2003269 2019133 C025 Browning Strike Force BTC-5HDXv NA NA
2003269 2046076 C404a NA NA
2003269 2019285 C177 Browning Strike Force BTC-5HDXv NA NA
2003269 2044851 C325a NA NA
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2003269 2018960 C318 Browning Strike Force BTC-5HDXv NA NA
2003269 2019163 C055 Browning Strike Force BTC-5HDXv NA NA
2003269 2018975 C303 Browning Strike Force BTC-5HDXv NA NA
2003269 2019106 C002 Browning Strike Force BTC-5HDXv NA NA
2003269 2019132 C024 Browning Strike Force BTC-5HDXv NA NA
2003269 2019112 C004 Browning Strike Force BTC-5HDXv NA NA
2003269 2046342 C379b NA NA
2003269 2019140 C032 Browning Strike Force BTC-5HDXv NA NA
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2003269 2019020 C235 Browning Strike Force BTC-5HDXv NA NA
2003269 2046216 C035a NA NA
2003269 2019274 C166 Browning Strike Force BTC-5HDXv NA NA
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2003269 2046197 C365a NA NA
2003269 2019143 C035 Browning Strike Force BTC-5HDXv NA NA
2003269 2019200 C092 Browning Strike Force BTC-5HDXv NA NA
2003269 2041109 C384a NA NA
2003269 2019271 C163 Browning Strike Force BTC-5HDXv NA NA
2003269 2018905 C373 Browning Strike Force BTC-5HDXv NA NA
2003269 2019264 C156 Browning Strike Force BTC-5HDXv NA NA
2003269 2018992 C263 Browning Strike Force BTC-5HDXv NA NA
2003269 2018875 C281 Browning Strike Force BTC-5HDXv NA NA
2003269 2018950 C328 Browning Strike Force BTC-5HDXv NA NA
2003269 2046372 C125a NA NA
2003269 2040959 C393a NA NA
2003269 2044834 C187a NA NA
2003269 2040838 C359a NA NA
2003269 2018937 C341 Browning Strike Force BTC-5HDXv NA NA
2003269 2044859 C142b NA NA
2003269 2039382 C282a NA NA
2003269 2046355 C017a NA NA
2003269 2054229 C419a NA NA
2003269 2018894 C385 Browning Strike Force BTC-5HDXv NA NA
2003269 2045918 C386b NA NA
2003269 2019268 C160 Browning Strike Force BTC-5HDXv NA NA
2003269 2018964 C314 Browning Strike Force BTC-5HDXv NA NA
2003269 2019146 C038 Browning Strike Force BTC-5HDXv NA NA
2003269 2019154 C046 Browning Strike Force BTC-5HDXv NA NA
2003269 2043821 C309a NA NA
2003269 2046373 C170a NA NA
2003269 2040826 C337a NA NA
2003269 2046038 C413a NA NA
2003269 2019195 C087 Browning Strike Force BTC-5HDXv NA NA
2003269 2046389 C138a NA NA
2003269 2018893 C386 Browning Strike Force BTC-5HDXv NA NA
2003269 2019024 C231 Browning Strike Force BTC-5HDXv NA NA
2003269 2019244 C136 Browning Strike Force BTC-5HDXv NA NA
2003269 2046070 C407a NA NA
2003269 2019166 C058 Browning Strike Force BTC-5HDXv NA NA
2003269 2046251 C101b NA NA
2003269 2019103 C191 Browning Strike Force BTC-5HDXv NA NA
2003269 2041110 C369a NA NA
2003269 2046350 C097a NA NA
2003269 2019142 C034 Browning Strike Force BTC-5HDXv NA NA
2003269 2046346 C148a NA NA
2003269 2046047 C248a NA NA
2003269 2046014 C272a NA NA
2003269 2040844 C119a NA NA
2003269 2046178 C042a NA NA
2003269 2019208 C100 Browning Strike Force BTC-5HDXv NA NA
2003269 2018872 C284 Browning Strike Force BTC-5HDXv NA NA
2003269 2041122 C103a NA NA
2003269 2019213 C105 Browning Strike Force BTC-5HDXv NA NA
2003269 2046337 C392b NA NA
2003269 2046046 C260a NA NA
2003269 2019212 C104 Browning Strike Force BTC-5HDXv NA NA
2003269 2046170 C264a NA NA
2003269 2046061 C252a NA NA
2003269 2044910 C064a NA NA
2003269 2038894 C406 Browning Strike Force BTC-6HDX NA NA
2003269 2041009 C386a NA NA
2003269 2019210 C102 Browning Strike Force BTC-5HDXv NA NA
2003269 2018943 C335 Browning Strike Force BTC-5HDXv NA NA
2003269 2044831 C137a NA NA
2003269 2043584 C310a NA NA
2003269 2046366 C127a NA NA
2003269 2046356 C053a NA NA
2003269 2044843 C173a NA NA
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2003269 2045724 C391b NA NA
2003269 2046375 C161a NA NA
2003269 2046338 C110b NA NA
2003269 2045938 C261a NA NA
2003269 2040845 C354a NA NA
2003269 2019236 C128 Browning Strike Force BTC-5HDXv NA NA
2003269 2018951 C327 Browning Strike Force BTC-5HDXv NA NA
2003269 2019149 C041 Browning Strike Force BTC-5HDXv NA NA
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2003269 2018966 C312 Browning Strike Force BTC-5HDXv NA NA
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2003269 2046185 C311b NA NA
2003269 2018995 C260 Browning Strike Force BTC-5HDXv NA NA
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2003269 2019231 C123 Browning Strike Force BTC-5HDXv NA NA
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2003269 2019021 C234 Browning Strike Force BTC-5HDXv NA NA
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2003269 2019136 C028 Browning Strike Force BTC-5HDXv NA NA
2003269 2019251 C143 Browning Strike Force BTC-5HDXv NA NA
2003269 2041000 C106a NA NA
2003269 2019237 C129 Browning Strike Force BTC-5HDXv NA NA
2003269 2043812 C327a NA NA
2003269 2019167 C059 Browning Strike Force BTC-5HDXv NA NA
2003269 2019193 C085 Browning Strike Force BTC-5HDXv NA NA
2003269 2019091 C203 Browning Strike Force BTC-5HDXv NA NA
2003269 2046381 C010a NA NA
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2003269 2019241 C133 Browning Strike Force BTC-5HDXv NA NA
2003269 2019121 C013 Browning Strike Force BTC-5HDXv NA NA
2003269 2018991 C264 Browning Strike Force BTC-5HDXv NA NA
2003269 2019158 C050 Browning Strike Force BTC-5HDXv NA NA
2003269 2046320 C091a NA NA
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2003269 2018998 C257 Browning Strike Force BTC-5HDXv NA NA
2003269 2019010 C245 Browning Strike Force BTC-5HDXv NA NA
2003269 2046394 C020a NA NA
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2003269 2019108 C188 Browning Strike Force BTC-5HDXv NA NA
2003269 2041056 C396a NA NA
2003269 2019257 C149 Browning Strike Force BTC-5HDXv NA NA
2003269 2019086 C208 Browning Strike Force BTC-5HDXv NA NA
2003269 2040999 C351a NA NA
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2003269 2041127 C343a NA NA
2003269 2046369 C013a NA NA
2003269 2044698 C128a NA NA
2003269 2019191 C083 Browning Strike Force BTC-5HDXv NA NA
2003269 2019122 C014 Browning Strike Force BTC-5HDXv NA NA
2003269 2018878 C278 Browning Strike Force BTC-5HDXv NA NA
2003269 2018929 C349 Browning Strike Force BTC-5HDXv NA NA
2003269 2018868 C288 Browning Strike Force BTC-5HDXv NA NA
2003269 2044840 C140a NA NA
2003269 2019098 C197 Browning Strike Force BTC-5HDXv NA NA
2003269 2019239 C131 Browning Strike Force BTC-5HDXv NA NA
2003269 2019160 C052 Browning Strike Force BTC-5HDXv NA NA
2003269 2018910 C368 Browning Strike Force BTC-5HDXv NA NA
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2003269 2054827 C423 NA NA
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2003269 2046171 C259a NA NA
2003269 2069880 C427 NA NA
2003269 2019015 C240 Browning Strike Force BTC-5HDXv NA NA
2003269 2018927 C351 Browning Strike Force BTC-5HDXv NA NA
2003269 2040958 C111a NA NA
2003269 2019009 C246 Browning Strike Force BTC-5HDXv NA NA
2003269 2019187 C079 Browning Strike Force BTC-5HDXv NA NA
2003269 2019272 C164 Browning Strike Force BTC-5HDXv NA NA
2003269 2019005 C250 Browning Strike Force BTC-5HDXv NA NA
2003269 2018864 C392 Browning Strike Force BTC-5HDX NA NA
2003269 2018935 C343 Browning Strike Force BTC-5HDXv NA NA
2003269 2044836 C126a NA NA
2003269 2044712 C014a NA NA
2003269 2019221 C113 Browning Strike Force BTC-5HDXv NA NA
2003269 2055056 C410 NA NA
2003269 2046365 C332b NA NA
2003269 2038895 C407 Browning Strike Force BTC-6HDX NA NA
2003269 2046397 C291a NA NA
2003269 2046393 C018a NA NA
2003269 2019083 C211 Browning Strike Force BTC-5HDXv NA NA
2003269 2019260 C152 Browning Strike Force BTC-5HDXv NA NA
2003269 2019107 C189 Browning Strike Force BTC-5HDXv NA NA
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2003269 2019145 C037 Browning Strike Force BTC-5HDXv NA NA
2003269 2019088 C206 Browning Strike Force BTC-5HDXv NA NA
2003269 2019079 C215 Browning Strike Force BTC-5HDXv NA NA
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2003269 2046075 C229a NA NA
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2003269 2019084 C210 Browning Strike Force BTC-5HDXv NA NA
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2003269 2018959 C319 Browning Strike Force BTC-5HDXv NA NA
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2003269 2018908 C370 Browning Strike Force BTC-5HDXv NA NA
2003269 2019089 C205 Browning Strike Force BTC-5HDXv NA NA
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2003269 2018952 C326 Browning Strike Force BTC-5HDXv NA NA
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2003269 2019173 C065 Browning Strike Force BTC-5HDXv NA NA
2003269 2019125 C017 Browning Strike Force BTC-5HDXv NA NA
2003269 2040997 C352a NA NA
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2003269 2019087 C207 Browning Strike Force BTC-5HDXv NA NA
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2003269 2018273 C398 Browning Strike Force BTC-5HDX NA NA
2003269 2019207 C099 Browning Strike Force BTC-5HDXv NA NA
2003269 2043820 C312a NA NA
2003269 2019269 C161 Browning Strike Force BTC-5HDXv NA NA
2003269 2044684 C182a NA NA
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2003269 2019127 C019 Browning Strike Force BTC-5HDXv NA NA
2003269 2019011 C244 Browning Strike Force BTC-5HDXv NA NA
2003269 2046177 C287b NA NA
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2003269 2019203 C095 Browning Strike Force BTC-5HDXv NA NA
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2003269 2019266 C158 Browning Strike Force BTC-5HDXv NA NA
2003269 2019281 C173 Browning Strike Force BTC-5HDXv NA NA
2003269 2041125 C401a NA NA
2003269 2019137 C029 Browning Strike Force BTC-5HDXv NA NA
2003269 2019172 C064 Browning Strike Force BTC-5HDXv NA NA
2003269 2018938 C340 Browning Strike Force BTC-5HDXv NA NA
2003269 2018865 C390 Browning Strike Force BTC-5HDXv NA NA
2003269 2019131 C023 Browning Strike Force BTC-5HDXv NA NA
2003269 2019188 C080 Browning Strike Force BTC-5HDXv NA NA
2003269 2019284 C176 Browning Strike Force BTC-5HDXv NA NA
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2003269 2018936 C342 Browning Strike Force BTC-5HDXv NA NA
2003269 2019286 C178 Browning Strike Force BTC-5HDXv NA NA
2003269 2018944 C333 Browning Strike Force BTC-5HDXv NA NA
2003269 2019027 C228 Browning Strike Force BTC-5HDXv NA NA
2003269 2046054 C390b NA NA
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2003269 2019095 C199 Browning Strike Force BTC-5HDXv NA NA
2003269 2018947 C331 Browning Strike Force BTC-5HDXv NA NA
2003269 2019275 C167 Browning Strike Force BTC-5HDXv NA NA
2003269 2046343 C104b NA NA
2003269 2019118 C010 Browning Strike Force BTC-5HDXv NA NA
2003269 2019155 C047 Browning Strike Force BTC-5HDXv NA NA
2003269 2042491 C328a NA NA
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2003269 2044839 C164a NA NA
2003269 2019256 C148 Browning Strike Force BTC-5HDXv NA NA
2003269 2046336 C399b NA NA
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2003269 2019227 C119 Browning Strike Force BTC-5HDXv NA NA
2003269 2018912 C366 Browning Strike Force BTC-5HDXv NA NA
2003269 2039600 C308a NA NA
2003269 2046057 C070a NA NA
2003269 2046316 C118b NA NA
2003269 2046016 C215a NA NA
2003269 2018961 C317 Browning Strike Force BTC-5HDXv NA NA
2003269 2045956 C036a NA NA
2003269 2041129 C294a NA NA
2003269 2046340 C253a NA NA
2003269 2019242 C134 Browning Strike Force BTC-5HDXv NA NA
2003269 2046319 C095a NA NA
2003269 2019134 C026 Browning Strike Force BTC-5HDXv NA NA
2003269 2019289 C181 Browning Strike Force BTC-5HDXv NA NA
2003269 2019245 C137 Browning Strike Force BTC-5HDXv NA NA
2003269 2019032 C223 Browning Strike Force BTC-5HDXv NA NA
2003269 2046019 C217a NA NA
2003269 2046191 C338b NA NA
2003269 2046240 C278a NA NA
2003269 2018971 C307 Browning Strike Force BTC-5HDXv NA NA
2003269 2019135 C027 Browning Strike Force BTC-5HDXv NA NA
2003269 2018946 C332 Browning Strike Force BTC-5HDXv NA NA
2003269 2046035 C205a NA NA
2003269 2053864 c420a NA NA
2003269 2019168 C060 Browning Strike Force BTC-5HDXv NA NA
2003269 2040846 C389a NA NA
2003269 2019293 C185 Browning Strike Force BTC-5HDXv NA NA
2003269 2040952 C353a NA NA
2003269 2018898 C380 Browning Strike Force BTC-5HDXv NA NA
2003269 2019279 C171 Browning Strike Force BTC-5HDXv NA NA
2003269 2019000 C255 Browning Strike Force BTC-5HDXv NA NA
2003269 2046173 C316a NA NA
2003269 2039369 C340b NA NA
2003269 2019171 C063 Browning Strike Force BTC-5HDXv NA NA
2003269 2019185 C077 Browning Strike Force BTC-5HDXv NA NA
2003269 2044838 C177a NA NA
2003269 2044690 C162a NA NA
2003269 2041004 C105a NA NA
2003269 2019013 C242 Browning Strike Force BTC-5HDXv NA NA
2003269 2041103 C110a NA NA
2003269 2019035 C220 Browning Strike Force BTC-5HDXv NA NA

4.1.5 Important note

These are simply the minimum sheets you require - we derive a lot of other useful data frames when moving from raw camera data to analyzable camera data. See the Creating analysis dataframes section for further examples.

Further Reading

Forrester, T. et al. An open standard for camera trap data. Biodivers. Data J. 4, (2016).

Meek, P. D., et al. “Recommended guiding principles for reporting on camera trapping research.” Biodiversity and conservation 23.9 (2014)

RISC Wildlife Camera Metadata Protocol