Data and code from: Persistence without prosperity at the upper range margin: elevation, microhabitat buffering, and biotic pressure in the expanding spider Cheiracanthium punctorium
Data files
Jun 01, 2026 version files 892.74 KB
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analysis_and_figures.py
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cocoon_individual_data_dictionary.csv
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cocoon_individual_data.csv
326.48 KB
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fig3_cocoon_data_dictionary.csv
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fig3_cocoon_data.csv
334.27 KB
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fig3_site_year_data_dictionary.csv
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fig3_site_year_data.csv
8.38 KB
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fig4_distance_to_road_data_dictionary.csv
792 B
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fig4_distance_to_road_data.csv
44.78 KB
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fig5_parasitism_data_dictionary.csv
781 B
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fig5_parasitism_data.csv
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fig6_predator_damage_data_dictionary.csv
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fig6_predator_damage_data.csv
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parasitoid_data_dictionary.csv
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parasitoid_data.csv
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predator_data_dictionary.csv
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predator_data.csv
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README.md
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README.txt
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requirements.txt
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site_level_data_dictionary.csv
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site_level_data.csv
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site_year_data_dictionary.csv
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site_year_data.csv
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Abstract
The package includes site-level, site-by-year, and cocoon-level datasets describing elevation, microhabitat characteristics, occurrence and abundance, cocoon placement, parasitoid emergence, and cocoon damage. The tabular data include site identifiers, year and month, elevation, surface moisture, road adjacency, plant and cocoon height, cocoon condition, parasitoid counts, predator or associate records, and derived variables such as relative cocoon position, parasitism status, damage status, and predator-associate presence. Derived datasets used for the manuscript figures are also included, along with the analysis and plotting code. These data may be reused for studies of range-margin ecology, elevational gradients, microhabitat buffering, habitat use, parasitism, predator-associated damage, and reproductive ecology in arthropods. Missing values are encoded as blank cells or NA. The dataset contains no personal data, human-subject information, or sensitive locality restrictions, and is released under Dryad’s CC0 public-domain dedication.
Dataset DOI: 10.5061/dryad.cvdncjtjs
Description of the data and file structure
This dataset contains cleaned data tables, derived figure datasets, and code associated with the study "Persistence without prosperity at the upper range margin: elevation, microhabitat buffering, and biotic pressure in the expanding spider Cheiracanthium punctorium," submitted to Ecological Entomology.
FILE OVERVIEW
The file README.txt contains additional context. Many CSV files have an associated "dictionary" file with information about variable names, descriptions, and metadata.
Primary datasets:
- site_level_data.csv: Site-level environmental and abundance data.
- site_year_data.csv: Site-by-year dataset used for occurrence and abundance analyses.
- cocoon_individual_data.csv: Individual cocoon-level data including cocoon height, plant height, elevation, month, and site information.
- parasitoid_data.csv: Parasitoid emergence dataset.
- predator_data.csv: Cocoon condition and predator/associate dataset.
Derived figure datasets:
- fig3_site_year_data.csv: Site-year data used for Fig. 3 panels involving occupancy, abundance, moisture, and road adjacency.
- fig3_cocoon_data.csv: Cocoon-level data used for Fig. 3 panels involving cocoon height, plant height, and relative cocoon position.
- fig4_distance_to_road_data.csv: Cocoon-bearing plant distance-to-road data used for Fig. 4.
- fig5_parasitism_data.csv: Parasitoid count and parasitism data used for Fig. 5.
- fig6_predator_damage_data.csv: Cocoon damage and predator/associate data used for Fig. 6.
Key derived variables:
- parasitized: 1 if Parasitoid_Count > 0, otherwise 0.
- Relative_Cocoon_Position: Cocoon_Height_Cm / Plant_Height_Cm.
- damaged: 1 for lateral/apical breach or broad basal opening, 0 for intact cocoons.
- Predator_Associate_Present: 1 if any recorded predator/associate taxon was present.
- Ant_Present: 1 if Formica rufa or Lasius fuliginosus was present.
- condition: cocoon condition category: intact, Lateral_Apical_Breach, or Broad_Basal_Opening.
Missing values:
Missing values are encoded as blank fields/NA.
Software:
Analyses and figures were prepared in Python using pandas, numpy, matplotlib, scipy, and statsmodels.
ANALYSIS AND SOFTWARE FILES
- analysis_and_figures.py
Python analysis manifest describing the relationships among deposited datasets, derived figure datasets, dictionaries, and manuscript figures.
- requirements.txt
Python package requirements for reproducing the analyses and figures.
Notes:
Site identifiers correspond to those used in the manuscript. Elevation is reported in metres above sea level (m a.s.l.). Cocoon and plant heights are reported in centimetres.
