Attached data and code for Image Analysis results found in Jones et al. "Stakeholder perceptions of the impacts of shrub encroachment on rangeland ecosystem services".
Data used for Image analysis were collected through an online survey of relevent stakeholders located within the Major Land Resource Area (MLRA) #41. A total of 103 responces were collected.
During the survey, respondents were shown 7 images of rangelands with varying levels of shrub cover (ranging from almsot entirely open to canopy cover > 25%) and asked to score each picture
based on its ability to supply/support a number of important rangeland ecosystem services. Visual Analogue Scale rankging from 0 to 100 was used. The ecosystem services rated were: 

1.	Aesthetics
2.	Human well-being (including water quality and soil health)
3.	Habitat for biodiversity
4.	Cultural heritage
5.	Recreation potential
6.	Potential to support ranching opporations

Participants were also asked to rank each image based on how likely it was to need brush management actions taken to control shrubs

Attached data files include:

Images_Analysis_Pooled_Stakeholders.CSV - Image ratings from all respondents of the survey
Images_Analysis_EDU_Stakeholders.CSV - Image ratings of participants who identified as academicans or researchers
Images_Analysis_GOV_Stakeholders.CSV - Image ratings of participants who identified as governmental employees/land managers 
Images_Analysis_NGO_Stakeholders.CSV - Image ratings of participants who identified as part of Non-governmental/non-profit 
Images_Analysis_RANCH_Stakeholders.CSV - Image ratings of participants who identified as landowners (Ranchers)
Images_Analysis_RnR_Stakeholders.CSV - Image ratings of participants who identified as recreationists or residents (non-ranching)
Images_Analysis_Tukey_Data.CSV - Same data as "Images_Analysis_Pooled_Stakeholders.CSV" but structured to allow for Emmeans package to run Tukey post-hoc tests
Images_Analysis_Figure_Data.CSV - Same data as "Images_Analysis_Pooled_Stakeholders.CSV" but structured to create bar plot showing image ratings
Images_Analysis_LongForm_Data.CSV - Same data as "Images_Analysis_Pooled_Stakeholders.CSV" but structured to create regression plots showing differences between stakeholder ratings
Spearmans_Rho_Rank_Code.R - Code used to calculate Spearman Rho Rank scores between image ratings
Tukey_Posthoc_Code.R - Code used to run Tukey posthoc test across image scores as well as code to create bar plot used in manuscript
Image_Ratings_and_Posthoc_Comparisons_Across_Groups_Code.R - Code used to run regression scores across images per stakeholder group as well as posthoc comparison on score. Also plot code


*Note: filepaths should be changed accordingly when loading datasets