Caveats¶
It is recommended that you read this page in full before using CUSP in any way.
CUSP brings many source datasets into one shared format. That makes the data easier to use, but it also means that some source-specific choices have already been made before the records appear in the release table. Users should treat CUSP as a carefully documented synthesis, not as a replacement for reading the source datasets and publications behind the records they use.
Source Differences¶
CUSP sources were collected for different projects, at different times, with different measurement methods. A shared row format cannot remove those differences. Important variation may remain in:
- field method, such as thaw probing, augering, pits, thaw tubes, temperature profiles, geophysics, or remote-sensing-assisted interpretation
- observation season and timing within the thaw season
- whether a record reports direct permafrost presence, thaw depth, active-layer thickness, depth to permafrost, or an observation limit
- spatial sampling design, from dense local grids to widely separated field sites
- original coordinate precision and site-location reporting
The method and source columns are meant to help users keep those differences
visible during analysis.
Interpretation During Processing¶
Each source has its own processing script. Those scripts convert source files into the common CUSP schema and may need to make documented interpretation choices. Common examples include:
- converting depths to centimeters
- converting source-specific permafrost or frost-table labels into
pf_observed - mapping source methods into the CUSP method vocabulary
- deriving
pf_depth,thaw_depth, orobs_limitfrom source fields - treating source sentinel values, blanks, or special codes as missing values
- assigning campaign-level or year-level dates when the source does not provide exact observation dates
- filtering rows that are duplicate, invalid, outside the source scope, or not usable as near-surface permafrost observations
These choices are part of the synthesis. When they matter for your analysis, check the source-processing script and the original source documentation.
Presence, Absence, And Observation Limits¶
pf_observed = 1 means permafrost was observed in the source workflow.
pf_observed = 0 means permafrost was not observed within the reported
observation context. It does not always mean that permafrost is absent at all
depths, nearby locations, or later dates.
The obs_limit column is especially important for absence-like observations.
It records the depth limit of the observation when available. A shallow
observation with no permafrost encountered should be interpreted differently
from a deeper observation with the same pf_observed value.
Dates And Seasonality¶
Near-surface permafrost observations are seasonally sensitive. Thaw depth and active-layer thickness can change substantially within a single summer. CUSP preserves dates where possible, but some sources only support approximate dates, campaign dates, or year-level timing. Users should be careful when combining records from different parts of the thaw season.
Location And Scale¶
CUSP uses point coordinates when possible, but coordinate precision varies by source. Some records may represent a plot, transect, grid cell, field site, or sampling area rather than a precisely surveyed point. This matters when joining CUSP to environmental rasters, especially coarse climate, soil, or surface water layers.
Dense Sampling¶
Some CUSP sources contain many observations in a very small area. Those records are valuable, but they can overweight a local field site in analyses that assume independent or evenly distributed observations. The aggregation guide describes one way to create spatial and temporal summaries when that is more appropriate for your use case.
Feature Sampling¶
The feature table, when used, contains environmental variables sampled from Google Earth Engine. Those features inherit the uncertainty, spatial resolution, temporal coverage, and processing choices of the source raster products. They should not be treated as field measurements taken at the CUSP observation site.
For details, see GEE feature sampling.
Attribution¶
Permafrost observations are costly in time and money. If you use CUSP, you are responsible for citing CUSP and the original datasets or publications behind the records you used. See Data use and attribution.