Data and Scripts for manuscript "Improving predictions of range expansion for invasive species using joint species distribution models and surrogate co-occurring species"
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Data and Scripts for manuscript "Improving predictions of range expansion for invasive species using joint species distribution models and surrogate co-occurring species"
Published Date
2021-01-20
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Briscoe Runquist, Ryan
rbriscoe@umn.edu
rbriscoe@umn.edu
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Spatial Data
Observational Data
Spatial Data
Abstract
This data can be used to replicate the results from the manuscript "Improving predictions of range expansion for invasive species using joint species distribution models and surrogate co-occurring species". Included are R scripts and occurence datasets for running Generalized Boosted Models (GBM) species distribution models for the invasive species Cardamine impatiens, Celastrus orbiculatus, and Humulus japonicus. Also included are R scripts for building spatially explicit species co-occurrence matrices used for running joint species distribution models (specifically gjam models) in for plant communities in Minnesota based on the MN DNR plant releve dataset with a focus on incorporating the invasive species Cardamine impatiens, Celastrus orbiculatus, and Humulus japonicus as well as a case study for the native species Smilacina racemosa. The exact spatial location of each releve has been changed to a gridded position in order to protect the exact location. Raw releve data must be obtained from the MN DNR.
Description
The data includes occurrence records for Cardamine impatiens, Celastrus orbiculatus, Humulus japonicus, and Smilacina racemosa downloaded from EDDMaps on 7 Sept 2020. Also included are spatially explicit species co-occurrence presence/absences matrices for Cardamine impatiens, Celastrus orbiculatus, Humulus japonicus, and Smilacina racemosa.
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Minnesota Invasive Terrestrial Plants and Pests through the Environmental and Natural Resources Trust Fund
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Briscoe Runquist, Ryan D.; Lake, Thomas A.; Moeller, David A.. (2021). Data and Scripts for manuscript "Improving predictions of range expansion for invasive species using joint species distribution models and surrogate co-occurring species". Retrieved from the Data Repository for the University of Minnesota (DRUM), https://doi.org/10.13020/93r8-zk72.
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readme.txt
Readme file
(15.6 KB)
Briscoe_Runquist_scripts.zip
Compressed file of all R scripts used in manuscript
(61.16 KB)
car_imp_comm_spp_18Nov2019 copy.csv
List of co-occurring community species used in JSDM analysis of Cardamine impatiens
(513 B)
cardamine_impatiens_7Sept2020.csv
Cardamine impatiens occurrence records
(1.39 MB)
CarImp_Cooccur_Matrix_Colnames.csv
Correct column names for Cardamine impatiens co-occurrence matrix used in JSDM
(61.29 KB)
CarImp_Cooccur_Matrix_wlonlat.csv
Cardamine impatiens spatially explicit co-occurrence matrix with gridded lon/lat
(56.37 MB)
cel_orb_comm_spp_18Nov2019.csv
List of co-occurring community species used in JSDM analysis of Celastrus orbiculatus
(567 B)
celastrus_orbiculatus_7Sept2020.csv
Celastrus orbiculatus occurrence records
(891.2 KB)
CelOrb_Cooccur_Matrix_Colnames.csv
Correct column names for Celastrus orbiculatus co-occurrence matrix used in JSDM
(61.29 KB)
CelOrb_Cooccur_Matrix_wlonlat.csv
Celastrus orbiculatus spatially explicit co-occurrence matrix with gridded lon/lat
(58.13 MB)
hum_jap_comm_spp_18Nov2019.csv
List of co-occurring community species used in JSDM analysis of Humulus japonicus
(535 B)
HumJap_Cooccur_Matrix_Colnames.csv
Correct column names for Humulus japonicus co-occurrence matrix used in JSDM
(61.29 KB)
HumJap_Cooccur_Matrix_wlonlat.csv
Humulus japonicus spatially explicit co-occurrence matrix with gridded lon/lat
(56.91 MB)
humulus_japonicus_7Sept2020.csv
Humulus japonicus occurrence records
(120.27 KB)
smilacina_racemosa_7Sept2020.csv
Smilacina racemosa occurrence records
(548.77 KB)
SmiRac_Cooccur_Matrix_Colnames.csv
Correct column names for Smilacina racemosa co-occurrence matrix used in JSDM
(61.27 KB)
SmiRac_Cooccur_Matrix_wlonlat.csv
Smilacina racemosa spatially explicit co-occurrence matrix with gridded lon/lat
(57.75 MB)
State_Shapes.zip
Shape files referenced in R scripts
(2.88 MB)
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