Climate rather than overgrazing explains most rangeland primary productivity change in Mongolia
Data files
May 20, 2025 version files 5.18 GB
-
Mongolia-Rangelands.zip
5.18 GB
-
README.md
38.29 KB
Abstract
Rangelands are Earth’s dominant land type, supporting the livelihoods of over two billion people. Concerns about rangelands degradation typically focus on overgrazing. But climate change may be a greater culprit. Using spatially disaggregated, nationwide data from Mongolia, 1984-2024, we exploit seasonal variation in grazing locations to quasi-experimentally estimate the causal effects of livestock herd size, weather, and climate change on rangeland primary productivity. At interannual frequency, herd size modestly but significantly negatively affects primary productivity, with notable variation across agro-ecosystems. The effects of weather fluctuations are, however, an order of magnitude larger. At decadal scale, over which herders can adapt to climate change, herd size effects disappear, and temperature effects dominate. In Mongolia, climate change seems to drive most long-term change in rangeland primary productivity.
REPLICATION GUIDE FOR
“Climate Rather than Overgrazing Explains Most Rangeland Primary Productivity Change in Mongolia”
Avralt-Od Purevjav , Tumenkhusel Avirmed
Steven W. Wilcox, Christopher B. Barrett
May 19, 2025
Contact for replication and code: Dr. Avralt-Od Purevjav (avraltod@gmail.com)
The present document provides guidance for replication of all tables and figures present in Purevjav et al. 2025. All steps necessary for obtaining, organizing, and cleaning all final data in the paper are clearly described in the Supplementary Materials.
All analysis, figures, and tables were completed using Stata 18. Older versions of Stata are expected to work as well, though updates to software may be required if packages are not compatible with older versions of Stata.
There are three folders included that provide all data and code necessary for replication.
- code: contains all .do files that implement analysis
- data: contains all data files needed for replication
- map: shapefiles for creating maps and animations required for the replication (for example, soum boundaries (mn_soum_db = database, mn_soum_xy = shapefile))
Each .do file may be run independently of the others, so users may select the .do file corresponding to tables and/or figures of interest.
Note that each .do file includes commands at the top to set working directories as well as the number of processors the user wishes to use. If one wishes to use their default number of processors one can simply silence respective lines of code. For example, to silence code setting processors one to add put two backslashes “//”.
To replicate the analysis using the provided .do files, the user simply needs to:
- update .do files as needed to reflect the working directory where they place the data provided with these replication files.
- update .do files to reflect the output location they wish to use to export output files
- install necessary packages (.do files should include necessary packages)
- Packages used include:
- estout
- xtistest
- shapley2
- redhdfe
- geoplot
- spmap
- coefplot
- Packages used include:
Data description
There are three datasets provided with these replication files in the “data” folder:
work_soum.dta: this is the primary matrix used to complete the major analysis (empty cells mean the data is not available)- asid: Aimag-Soum ID
- shp_id: Shape ID
- aimag_eng: Aimag name (ENG)
- soum_eng: Soum name (ENG)
- soum_length: Soum perimeter (km)
- soum_area: Soum area (km2)
- aid: Aimag ID
- sid: Soum code
- lat: Latitude of Soums/Counties
- lon: Longitude of Soums/Counties
- eco: Dominant ecological zone
- year: Year
- cen_horse: Number of Horses (mln, December census)
- cen_cattle: Number of Cattle (mln, December census)
- cen_camel: Number of Camels (mln, December census)
- cen_sheep: Number of Sheep (mln, December census)
- cen_goat: Number of Goats (mln, December census)
- cen_total: Number of Livestocks (mln, December census)
- svy_horse: Number of Horses (mln, June survey)
- svy_cattle: Number of Cattle (mln, June survey)
- svy_camel: Number of Camels (mln, June survey)
- svy_sheep: Number of Sheep (mln, June survey)
- svy_goat: Number of Goats (mln, June survey)
- svy_total: Number of Livestocks (mln, June survey)
- idw1_cen_horse: Density of Horses (mln, December census, idw1)
- idw1_cen_cattle: Density of Cattle (mln, December census, idw1)
- idw1_cen_camel: Density of Camels (mln, December census, idw1)
- idw1_cen_sheep: Density of Sheep (mln, December census, idw1)
- idw1_cen_goat: Density of Goats (mln, December census, idw1)
- idw1_cen_total: Density of Livestocks (mln, December census, idw1)
- idw1_svy_horse: Density of Horses (mln, June survey, idw1)
- idw1_svy_cattle: Density of Cattle (mln, June survey, idw1)
- idw1_svy_camel: Density of Camels (mln, June survey, idw1)
- idw1_svy_sheep: Density of Sheep (mln, June survey, idw1)
- idw1_svy_goat: Density of Goats (mln, June survey, idw1)
- idw1_svy_total: Density of Livestocks (mln, June survey, idw1)
- hd_cen_sheep: Number of Sheep (mln, December census)
- hd_cen_goat: Number of Goats (mln, December census)
- hd_cen_cattle: Number of Cattle (mln, December census)
- hd_cen_horse: Number of Horses (mln, December census)
- hd_cen_camel: Number of Camels (mln, December census)
- hd_cen_total: Number of Livestocks (mln, December census)
- hd_svy_sheep: Number of Sheep (mln, June survey)
- hd_svy_goat: Number of Goats (mln, June survey)
- hd_svy_cattle: Number of Cattle (mln, June survey)
- hd_svy_horse: Number of Horses (mln, June survey)
- hd_svy_camel: Number of Camels (mln, June survey)
- hd_svy_total: Number of Livestocks (mln, June survey)
- hd_d1_cen_sheep: Density of Sheep (mln, December census, idw1)
- hd_d1_cen_goat: Density of Goats (mln, December census, idw1)
- hd_d1_cen_cattle: Density of Cattle (mln, December census, idw1)
- hd_d1_cen_horse: Density of Horses (mln, December census, idw1)
- hd_d1_cen_camel: Density of Camels (mln, December census, idw1)
- hd_d1_cen_total: Density of Livestocks (mln, December census, idw1)
- hd_d1_svy_sheep: Density of Sheep (mln, June survey, idw1)
- hd_d1_svy_goat: Density of Goats (mln, June survey, idw1)
- hd_d1_svy_cattle: Density of Cattle (mln, June survey, idw1)
- hd_d1_svy_horse: Density of Horses (mln, June survey, idw1)
- hd_d1_svy_camel: Density of Camels (mln, June survey, idw1)
- hd_d1_svy_total: Density of Livestocks (mln, June survey, idw1)
- su_cen_sheep: Number of Sheep (mln sheep, December census)
- su_cen_goat: Number of Goats (mln sheep, December census)
- su_cen_cattle: Number of Cattle (mln sheep, December census)
- su_cen_horse: Number of Horses (mln sheep, December census)
- su_cen_camel: Number of Camels (mln sheep, December census)
- su_cen_total: Number of Livestocks (mln sheep, December census)
- su_svy_sheep: Number of Sheep (mln sheep, June survey)
- su_svy_goat: Number of Goats (mln sheep, June survey)
- su_svy_cattle: Number of Cattle (mln sheep, June survey)
- su_svy_horse: Number of Horses (mln sheep, June survey)
- su_svy_camel: Number of Camels (mln sheep, June survey)
- su_svy_total: Number of Livestocks (mln sheep, June survey)
- su_d1_cen_sheep: Density of Sheep (mln, December census, idw1)
- su_d1_cen_goat: Density of Goats (mln, December census, idw1)
- su_d1_cen_cattle: Density of Cattle (mln, December census, idw1)
- su_d1_cen_horse: Density of Horses (mln, December census, idw1)
- su_d1_cen_camel: Density of Camels (mln, December census, idw1)
- su_d1_cen_total: Density of Livestocks (mln, December census, idw1)
- su_d1_svy_sheep: Density of Sheep (mln, June survey, idw1)
- su_d1_svy_goat: Density of Goats (mln, June survey, idw1)
- su_d1_svy_cattle: Density of Cattle (mln, June survey, idw1)
- su_d1_svy_horse: Density of Horses (mln, June survey, idw1)
- su_d1_svy_camel: Density of Camels (mln, June survey, idw1)
- su_d1_svy_total: Density of Livestocks (mln, June survey, idw1)
- bms: Vegetation Biomass (cwt/ha)
- landsat_ndvi_na_ave: Normalized Difference Vegeaion Index (NDVI), not adjusted, mean
- landsat_evi_na_ave: Enhanced Vegetation Index (EVI), not adjusted, mean
- landsat_msavi_na_ave: Modified Soil Adjusted Vegetation Index (MSAVI), not adjusted, mean
- landsat_nirv_na_ave: Near-Infrared Reflectance of Vegetation (NIRv), not adjusted, mean
- landsat_savi_na_ave: Soil Adjusted Vegetation Index (SAVI), not adjusted, mean
- modis_ndvi_na_ave: Normalized Difference Vegeaion Index (NDVI), MODIS, mean
- modis_evi_na_ave: Enhanced Vegetation Index (EVI), MODIS, mean
- modis_msavi_na_ave: Modified Soil Adjusted Vegetation Index (MSAVI), MODIS, mean
- modis_nirv_na_ave: Near-Infrared Reflectance of Vegetation (NIRv), MODIS, mean
- modis_savi_na_ave: Soil Adjusted Vegetation Index (SAVI), MODIS, mean
- ndvi: NDVI
- evi: EVI
- savi: SAVI
- msavi: MSAVI
- nirv: NIRv
- ssn:
- sgr_aut_sc: Snow coverage, %, ave. (Autumn, Summer Grazing Range)
- sgr_aut_sd: Snow density, kg/m3, ave. (Autumn, Summer Grazing Range)
- sgr_aut_sf: Snow fall, mm, acc. (Autumn, Summer Grazing Range)
- sgr_aut_sm: Snow melt, mm, acc. (Autumn, Summer Grazing Range)
- sgr_aut_prec: Rain, mm, acc. (Autumn, Summer Grazing Range)
- sgr_aut_tmp_ave: Temperature, C, ave. (Autumn, Summer Grazing Range)
- sgr_aut_tmp_med: Temperature, C, med. (Autumn, Summer Grazing Range)
- sgr_aut_tmp_pos: Degree days, T>0C (Autumn, Summer Grazing Range)
- sgr_aut_tmp_neg: Degree days, T<0C (Autumn, Summer Grazing Range)
- sgr_aut_ws_ave: Wind speed, m/s, ave. (Autumn, Summer Grazing Range)
- sgr_aut_ws_med: Wind speed, m/s, med. (Autumn, Summer Grazing Range)
- sgr_aut_ws_sum: Wind speed days, S>0m/s (Autumn, Summer Grazing Range)
- sgr_wtr_sc: Snow coverage, %, ave. (Winter, Summer Grazing Range)
- sgr_wtr_sd: Snow density, kg/m3, ave. (Winter, Summer Grazing Range)
- sgr_wtr_sf: Snow fall, mm, acc. (Winter, Summer Grazing Range)
- sgr_wtr_sm: Snow melt, mm, acc. (Winter, Summer Grazing Range)
- sgr_wtr_prec: Rain, mm, acc. (Winter, Summer Grazing Range)
- sgr_wtr_tmp_ave: Temperature, C, ave. (Winter, Summer Grazing Range)
- sgr_wtr_tmp_med: Temperature, C, med. (Winter, Summer Grazing Range)
- sgr_wtr_tmp_pos: Degree days, T>0C (Winter, Summer Grazing Range)
- sgr_wtr_tmp_neg: Degree days, T<0C (Winter, Summer Grazing Range)
- sgr_wtr_ws_ave: Wind speed, m/s, ave. (Winter, Summer Grazing Range)
- sgr_wtr_ws_med: Wind speed, m/s, med. (Winter, Summer Grazing Range)
- sgr_wtr_ws_sum: Wind speed days, S>0m/s (Winter, Summer Grazing Range)
- sgr_spr_sc: Snow coverage, %, ave. (Spring, Summer Grazing Range)
- sgr_spr_sd: Snow density, kg/m3, ave. (Spring, Summer Grazing Range)
- sgr_spr_sf: Snow fall, mm, acc. (Spring, Summer Grazing Range)
- sgr_spr_sm: Snow melt, mm, acc. (Spring, Summer Grazing Range)
- sgr_spr_prec: Rain, mm, acc. (Spring, Summer Grazing Range)
- sgr_spr_tmp_ave: Temperature, C, ave. (Spring, Summer Grazing Range)
- sgr_spr_tmp_med: Temperature, C, med. (Spring, Summer Grazing Range)
- sgr_spr_tmp_pos: Degree days, T>0C (Spring, Summer Grazing Range)
- sgr_spr_tmp_neg: Degree days, T<0C (Spring, Summer Grazing Range)
- sgr_spr_ws_ave: Wind speed, m/s, ave. (Spring, Summer Grazing Range)
- sgr_spr_ws_med: Wind speed, m/s, med. (Spring, Summer Grazing Range)
- sgr_spr_ws_sum: Wind speed days, S>0m/s (Spring, Summer Grazing Range)
- sgr_smr_sc: Snow coverage, %, ave. (Summer, Summer Grazing Range)
- sgr_smr_sd: Snow density, kg/m3, ave. (Summer, Summer Grazing Range)
- sgr_smr_sf: Snow fall, mm, acc. (Summer, Summer Grazing Range)
- sgr_smr_sm: Snow melt, mm, acc. (Summer, Summer Grazing Range)
- sgr_smr_prec: Rain, mm, acc. (Summer, Summer Grazing Range)
- sgr_smr_tmp_ave: Temperature, C, ave. (Summer, Summer Grazing Range)
- sgr_smr_tmp_med: Temperature, C, med. (Summer, Summer Grazing Range)
- sgr_smr_tmp_pos: Degree days, T>0C (Summer, Summer Grazing Range)
- sgr_smr_tmp_neg: Degree days, T<0C (Summer, Summer Grazing Range)
- sgr_smr_ws_ave: Wind speed, m/s, ave. (Summer, Summer Grazing Range)
- sgr_smr_ws_med: Wind speed, m/s, med. (Summer, Summer Grazing Range)
- sgr_smr_ws_sum: Wind speed days, S>0m/s (Summer, Summer Grazing Range)
- wgr_aut_sc: Snow coverage, %, ave. (Autumn, Winter Grazing Range)
- wgr_aut_sd: Snow density, kg/m3, ave. (Autumn, Winter Grazing Range)
- wgr_aut_sf: Snow fall, mm, acc. (Autumn, Winter Grazing Range)
- wgr_aut_sm: Snow melt, mm, acc. (Autumn, Winter Grazing Range)
- wgr_aut_prec: Rain, mm, acc. (Autumn, Winter Grazing Range)
- wgr_aut_tmp_ave: Temperature, C, ave. (Autumn, Winter Grazing Range)
- wgr_aut_tmp_med: Temperature, C, med. (Autumn, Winter Grazing Range)
- wgr_aut_tmp_pos: Degree days, T>0C (Autumn, Winter Grazing Range)
- wgr_aut_tmp_neg: Degree days, T<0C (Autumn, Winter Grazing Range)
- wgr_aut_ws_ave: Wind speed, m/s, ave. (Autumn, Winter Grazing Range)
- wgr_aut_ws_med: Wind speed, m/s, med. (Autumn, Winter Grazing Range)
- wgr_aut_ws_sum: Wind speed days, S>0m/s (Autumn, Winter Grazing Range)
- wgr_wtr_sc: Snow coverage, %, ave. (Winter, Winter Grazing Range)
- wgr_wtr_sd: Snow density, kg/m3, ave. (Winter, Winter Grazing Range)
- wgr_wtr_sf: Snow fall, mm, acc. (Winter, Winter Grazing Range)
- wgr_wtr_sm: Snow melt, mm, acc. (Winter, Winter Grazing Range)
- wgr_wtr_prec: Rain, mm, acc. (Winter, Winter Grazing Range)
- wgr_wtr_tmp_ave: Temperature, C, ave. (Winter, Winter Grazing Range)
- wgr_wtr_tmp_med: Temperature, C, med. (Winter, Winter Grazing Range)
- wgr_wtr_tmp_pos: Degree days, T>0C (Winter, Winter Grazing Range)
- wgr_wtr_tmp_neg: Degree days, T<0C (Winter, Winter Grazing Range)
- wgr_wtr_ws_ave: Wind speed, m/s, ave. (Winter, Winter Grazing Range)
- wgr_wtr_ws_med: Wind speed, m/s, med. (Winter, Winter Grazing Range)
- wgr_wtr_ws_sum: Wind speed days, S>0m/s (Winter, Winter Grazing Range)
- wgr_spr_sc: Snow coverage, %, ave. (Spring, Winter Grazing Range)
- wgr_spr_sd: Snow density, kg/m3, ave. (Spring, Winter Grazing Range)
- wgr_spr_sf: Snow fall, mm, acc. (Spring, Winter Grazing Range)
- wgr_spr_sm: Snow melt, mm, acc. (Spring, Winter Grazing Range)
- wgr_spr_prec: Rain, mm, acc. (Spring, Winter Grazing Range)
- wgr_spr_tmp_ave: Temperature, C, ave. (Spring, Winter Grazing Range)
- wgr_spr_tmp_med: Temperature, C, med. (Spring, Winter Grazing Range)
- wgr_spr_tmp_pos: Degree days, T>0C (Spring, Winter Grazing Range)
- wgr_spr_tmp_neg: Degree days, T<0C (Spring, Winter Grazing Range)
- wgr_spr_ws_ave: Wind speed, m/s, ave. (Spring, Winter Grazing Range)
- wgr_spr_ws_med: Wind speed, m/s, med. (Spring, Winter Grazing Range)
- wgr_spr_ws_sum: Wind speed days, S>0m/s (Spring, Winter Grazing Range)
- wgr_smr_sc: Snow coverage, %, ave. (Summer, Winter Grazing Range)
- wgr_smr_sd: Snow density, kg/m3, ave. (Summer, Winter Grazing Range)
- wgr_smr_sf: Snow fall, mm, acc. (Summer, Winter Grazing Range)
- wgr_smr_sm: Snow melt, mm, acc. (Summer, Winter Grazing Range)
- wgr_smr_prec: Rain, mm, acc. (Summer, Winter Grazing Range)
- wgr_smr_tmp_ave: Temperature, C, ave. (Summer, Winter Grazing Range)
- wgr_smr_tmp_med: Temperature, C, med. (Summer, Winter Grazing Range)
- wgr_smr_tmp_pos: Degree days, T>0C (Summer, Winter Grazing Range)
- wgr_smr_tmp_neg: Degree days, T<0C (Summer, Winter Grazing Range)
- wgr_smr_ws_ave: Wind speed, m/s, ave. (Summer, Winter Grazing Range)
- wgr_smr_ws_med: Wind speed, m/s, med. (Summer, Winter Grazing Range)
- wgr_smr_ws_sum: Wind speed days, S>0m/s (Summer, Winter Grazing Range)
- sgr_aut_tmp_cld: Exposure days, T<0C (Autumn, Summer Grazing Range)
- sgr_aut_tmp_wrm: Exposure days, T>0C (Autumn, Summer Grazing Range)
- sgr_aut_fdd1: Degree days, T(<-30) , (Autumn, Summer Grazing Range)
- sgr_aut_fdd2: Degree days, T(-30, -25], (Autumn, Summer Grazing Range)
- sgr_aut_fdd3: Degree days, T(-25, -20], (Autumn, Summer Grazing Range)
- sgr_aut_fdd4: Degree days, T(-20, -15], (Autumn, Summer Grazing Range)
- sgr_aut_fdd5: Degree days, T(-15, -10], (Autumn, Summer Grazing Range)
- sgr_aut_fdd6: Degree days, T(-10, -5], (Autumn, Summer Grazing Range)
- sgr_aut_fdd7: Degree days, T(-5, 0], (Autumn, Summer Grazing Range)
- sgr_aut_ced1: Exposure days, T(<-30), (Autumn, Summer Grazing Range)
- sgr_aut_ced2: Exposure days, T(-30, -25], (Autumn, Summer Grazing Range)
- sgr_aut_ced3: Exposure days, T(-25, -20], (Autumn, Summer Grazing Range)
- sgr_aut_ced4: Exposure days, T(-20, -15], (Autumn, Summer Grazing Range)
- sgr_aut_ced5: Exposure days, T(-15, -10], (Autumn, Summer Grazing Range)
- sgr_aut_ced6: Exposure days, T(-10, -5], (Autumn, Summer Grazing Range)
- sgr_aut_ced7: Exposure days, T(-5, 0], (Autumn, Summer Grazing Range)
- sgr_aut_gdd1: Degree days, T(0, 5], (Autumn, Summer Grazing Range)
- sgr_aut_gdd2: Degree days, T(5, 10], (Autumn, Summer Grazing Range)
- sgr_aut_gdd3: Degree days, T(10, 15], (Autumn, Summer Grazing Range)
- sgr_aut_gdd4: Degree days, T(15, 20], (Autumn, Summer Grazing Range)
- sgr_aut_gdd5: Degree days, T(20, 25], (Autumn, Summer Grazing Range)
- sgr_aut_gdd6: Degree days, T(25, 30], (Autumn, Summer Grazing Range)
- sgr_aut_gdd7: Degree days, T(>30), (Autumn, Summer Grazing Range)
- sgr_aut_hed1: Exposure days, T(0, 5], (Autumn, Summer Grazing Range)
- sgr_aut_hed2: Exposure days, T(5, 10], (Autumn, Summer Grazing Range)
- sgr_aut_hed3: Exposure days, T(10, 15], (Autumn, Summer Grazing Range)
- sgr_aut_hed4: Exposure days, T(15, 20], (Autumn, Summer Grazing Range)
- sgr_aut_hed5: Exposure days, T(20, 25], (Autumn, Summer Grazing Range)
- sgr_aut_hed6: Exposure days, T(25, 30], (Autumn, Summer Grazing Range)
- sgr_aut_hed7: Exposure days, T(>30), (Autumn, Summer Grazing Range)
- sgr_aut_wsd1: Windy days, S(0, 1], (Autumn, Summer Grazing Range)
- sgr_aut_wsd2: Windy days, S(1, 5], (Autumn, Summer Grazing Range)
- sgr_aut_wsd3: Windy days, S(5, 10], (Autumn, Summer Grazing Range)
- sgr_aut_wsd4: Windy days, S(>10], (Autumn, Summer Grazing Range)
- sgr_aut_wed1: Wind exposure, S(0, 1], (Autumn, Summer Grazing Range)
- sgr_aut_wed2: Wind exposure, S(1, 5], (Autumn, Summer Grazing Range)
- sgr_aut_wed3: Wind exposure, S(5, 10], (Autumn, Summer Grazing Range)
- sgr_aut_wed4: Wind exposure, S(>10], (Autumn, Summer Grazing Range)
- sgr_wtr_tmp_cld: Exposure days, T<0C (Winter, Summer Grazing Range)
- sgr_wtr_tmp_wrm: Exposure days, T>0C (Winter, Summer Grazing Range)
- sgr_wtr_fdd1: Degree days, T(<-30) , (Winter, Summer Grazing Range)
- sgr_wtr_fdd2: Degree days, T(-30, -25], (Winter, Summer Grazing Range)
- sgr_wtr_fdd3: Degree days, T(-25, -20], (Winter, Summer Grazing Range)
- sgr_wtr_fdd4: Degree days, T(-20, -15], (Winter, Summer Grazing Range)
- sgr_wtr_fdd5: Degree days, T(-15, -10], (Winter, Summer Grazing Range)
- sgr_wtr_fdd6: Degree days, T(-10, -5], (Winter, Summer Grazing Range)
- sgr_wtr_fdd7: Degree days, T(-5, 0], (Winter, Summer Grazing Range)
- sgr_wtr_ced1: Exposure days, T(<-30), (Winter, Summer Grazing Range)
- sgr_wtr_ced2: Exposure days, T(-30, -25], (Winter, Summer Grazing Range)
- sgr_wtr_ced3: Exposure days, T(-25, -20], (Winter, Summer Grazing Range)
- sgr_wtr_ced4: Exposure days, T(-20, -15], (Winter, Summer Grazing Range)
- sgr_wtr_ced5: Exposure days, T(-15, -10], (Winter, Summer Grazing Range)
- sgr_wtr_ced6: Exposure days, T(-10, -5], (Winter, Summer Grazing Range)
- sgr_wtr_ced7: Exposure days, T(-5, 0], (Winter, Summer Grazing Range)
- sgr_wtr_gdd1: Degree days, T(0, 5], (Winter, Summer Grazing Range)
- sgr_wtr_gdd2: Degree days, T(5, 10], (Winter, Summer Grazing Range)
- sgr_wtr_gdd3: Degree days, T(10, 15], (Winter, Summer Grazing Range)
- sgr_wtr_gdd4: Degree days, T(15, 20], (Winter, Summer Grazing Range)
- sgr_wtr_gdd5: Degree days, T(20, 25], (Winter, Summer Grazing Range)
- sgr_wtr_gdd6: Degree days, T(25, 30], (Winter, Summer Grazing Range)
- sgr_wtr_gdd7: Degree days, T(>30), (Winter, Summer Grazing Range)
- sgr_wtr_hed1: Exposure days, T(0, 5], (Winter, Summer Grazing Range)
- sgr_wtr_hed2: Exposure days, T(5, 10], (Winter, Summer Grazing Range)
- sgr_wtr_hed3: Exposure days, T(10, 15], (Winter, Summer Grazing Range)
- sgr_wtr_hed4: Exposure days, T(15, 20], (Winter, Summer Grazing Range)
- sgr_wtr_hed5: Exposure days, T(20, 25], (Winter, Summer Grazing Range)
- sgr_wtr_hed6: Exposure days, T(25, 30], (Winter, Summer Grazing Range)
- sgr_wtr_hed7: Exposure days, T(>30), (Winter, Summer Grazing Range)
- sgr_wtr_wsd1: Windy days, S(0, 1], (Winter, Summer Grazing Range)
- sgr_wtr_wsd2: Windy days, S(1, 5], (Winter, Summer Grazing Range)
- sgr_wtr_wsd3: Windy days, S(5, 10], (Winter, Summer Grazing Range)
- sgr_wtr_wsd4: Windy days, S(>10], (Winter, Summer Grazing Range)
- sgr_wtr_wed1: Wind exposure, S(0, 1], (Winter, Summer Grazing Range)
- sgr_wtr_wed2: Wind exposure, S(1, 5], (Winter, Summer Grazing Range)
- sgr_wtr_wed3: Wind exposure, S(5, 10], (Winter, Summer Grazing Range)
- sgr_wtr_wed4: Wind exposure, S(>10], (Winter, Summer Grazing Range)
- sgr_spr_tmp_cld: Exposure days, T<0C (Spring, Summer Grazing Range)
- sgr_spr_tmp_wrm: Exposure days, T>0C (Spring, Summer Grazing Range)
- sgr_spr_fdd1: Degree days, T(<-30) , (Spring, Summer Grazing Range)
- sgr_spr_fdd2: Degree days, T(-30, -25], (Spring, Summer Grazing Range)
- sgr_spr_fdd3: Degree days, T(-25, -20], (Spring, Summer Grazing Range)
- sgr_spr_fdd4: Degree days, T(-20, -15], (Spring, Summer Grazing Range)
- sgr_spr_fdd5: Degree days, T(-15, -10], (Spring, Summer Grazing Range)
- sgr_spr_fdd6: Degree days, T(-10, -5], (Spring, Summer Grazing Range)
- sgr_spr_fdd7: Degree days, T(-5, 0], (Spring, Summer Grazing Range)
- sgr_spr_ced1: Exposure days, T(<-30), (Spring, Summer Grazing Range)
- sgr_spr_ced2: Exposure days, T(-30, -25], (Spring, Summer Grazing Range)
- sgr_spr_ced3: Exposure days, T(-25, -20], (Spring, Summer Grazing Range)
- sgr_spr_ced4: Exposure days, T(-20, -15], (Spring, Summer Grazing Range)
- sgr_spr_ced5: Exposure days, T(-15, -10], (Spring, Summer Grazing Range)
- sgr_spr_ced6: Exposure days, T(-10, -5], (Spring, Summer Grazing Range)
- sgr_spr_ced7: Exposure days, T(-5, 0], (Spring, Summer Grazing Range)
- sgr_spr_gdd1: Degree days, T(0, 5], (Spring, Summer Grazing Range)
- sgr_spr_gdd2: Degree days, T(5, 10], (Spring, Summer Grazing Range)
- sgr_spr_gdd3: Degree days, T(10, 15], (Spring, Summer Grazing Range)
- sgr_spr_gdd4: Degree days, T(15, 20], (Spring, Summer Grazing Range)
- sgr_spr_gdd5: Degree days, T(20, 25], (Spring, Summer Grazing Range)
- sgr_spr_gdd6: Degree days, T(25, 30], (Spring, Summer Grazing Range)
- sgr_spr_gdd7: Degree days, T(>30), (Spring, Summer Grazing Range)
- sgr_spr_hed1: Exposure days, T(0, 5], (Spring, Summer Grazing Range)
- sgr_spr_hed2: Exposure days, T(5, 10], (Spring, Summer Grazing Range)
- sgr_spr_hed3: Exposure days, T(10, 15], (Spring, Summer Grazing Range)
- sgr_spr_hed4: Exposure days, T(15, 20], (Spring, Summer Grazing Range)
- sgr_spr_hed5: Exposure days, T(20, 25], (Spring, Summer Grazing Range)
- sgr_spr_hed6: Exposure days, T(25, 30], (Spring, Summer Grazing Range)
- sgr_spr_hed7: Exposure days, T(>30), (Spring, Summer Grazing Range)
- sgr_spr_wsd1: Windy days, S(0, 1], (Spring, Summer Grazing Range)
- sgr_spr_wsd2: Windy days, S(1, 5], (Spring, Summer Grazing Range)
- sgr_spr_wsd3: Windy days, S(5, 10], (Spring, Summer Grazing Range)
- sgr_spr_wsd4: Windy days, S(>10], (Spring, Summer Grazing Range)
- sgr_spr_wed1: Wind exposure, S(0, 1], (Spring, Summer Grazing Range)
- sgr_spr_wed2: Wind exposure, S(1, 5], (Spring, Summer Grazing Range)
- sgr_spr_wed3: Wind exposure, S(5, 10], (Spring, Summer Grazing Range)
- sgr_spr_wed4: Wind exposure, S(>10], (Spring, Summer Grazing Range)
- sgr_smr_tmp_cld: Exposure days, T<0C (Summer, Summer Grazing Range)
- sgr_smr_tmp_wrm: Exposure days, T>0C (Summer, Summer Grazing Range)
- sgr_smr_fdd1: Degree days, T(<-30) , (Summer, Summer Grazing Range)
- sgr_smr_fdd2: Degree days, T(-30, -25], (Summer, Summer Grazing Range)
- sgr_smr_fdd3: Degree days, T(-25, -20], (Summer, Summer Grazing Range)
- sgr_smr_fdd4: Degree days, T(-20, -15], (Summer, Summer Grazing Range)
- sgr_smr_fdd5: Degree days, T(-15, -10], (Summer, Summer Grazing Range)
- sgr_smr_fdd6: Degree days, T(-10, -5], (Summer, Summer Grazing Range)
- sgr_smr_fdd7: Degree days, T(-5, 0], (Summer, Summer Grazing Range)
- sgr_smr_ced1: Exposure days, T(<-30), (Summer, Summer Grazing Range)
- sgr_smr_ced2: Exposure days, T(-30, -25], (Summer, Summer Grazing Range)
- sgr_smr_ced3: Exposure days, T(-25, -20], (Summer, Summer Grazing Range)
- sgr_smr_ced4: Exposure days, T(-20, -15], (Summer, Summer Grazing Range)
- sgr_smr_ced5: Exposure days, T(-15, -10], (Summer, Summer Grazing Range)
- sgr_smr_ced6: Exposure days, T(-10, -5], (Summer, Summer Grazing Range)
- sgr_smr_ced7: Exposure days, T(-5, 0], (Summer, Summer Grazing Range)
- sgr_smr_gdd1: Degree days, T(0, 5], (Summer, Summer Grazing Range)
- sgr_smr_gdd2: Degree days, T(5, 10], (Summer, Summer Grazing Range)
- sgr_smr_gdd3: Degree days, T(10, 15], (Summer, Summer Grazing Range)
- sgr_smr_gdd4: Degree days, T(15, 20], (Summer, Summer Grazing Range)
- sgr_smr_gdd5: Degree days, T(20, 25], (Summer, Summer Grazing Range)
- sgr_smr_gdd6: Degree days, T(25, 30], (Summer, Summer Grazing Range)
- sgr_smr_gdd7: Degree days, T(>30), (Summer, Summer Grazing Range)
- sgr_smr_hed1: Exposure days, T(0, 5], (Summer, Summer Grazing Range)
- sgr_smr_hed2: Exposure days, T(5, 10], (Summer, Summer Grazing Range)
- sgr_smr_hed3: Exposure days, T(10, 15], (Summer, Summer Grazing Range)
- sgr_smr_hed4: Exposure days, T(15, 20], (Summer, Summer Grazing Range)
- sgr_smr_hed5: Exposure days, T(20, 25], (Summer, Summer Grazing Range)
- sgr_smr_hed6: Exposure days, T(25, 30], (Summer, Summer Grazing Range)
- sgr_smr_hed7: Exposure days, T(>30), (Summer, Summer Grazing Range)
- sgr_smr_wsd1: Windy days, S(0, 1], (Summer, Summer Grazing Range)
- sgr_smr_wsd2: Windy days, S(1, 5], (Summer, Summer Grazing Range)
- sgr_smr_wsd3: Windy days, S(5, 10], (Summer, Summer Grazing Range)
- sgr_smr_wsd4: Windy days, S(>10], (Summer, Summer Grazing Range)
- sgr_smr_wed1: Wind exposure, S(0, 1], (Summer, Summer Grazing Range)
- sgr_smr_wed2: Wind exposure, S(1, 5], (Summer, Summer Grazing Range)
- sgr_smr_wed3: Wind exposure, S(5, 10], (Summer, Summer Grazing Range)
- sgr_smr_wed4: Wind exposure, S(>10], (Summer, Summer Grazing Range)
- wgr_aut_tmp_cld: Exposure days, T<0C (Autumn, Winter Grazing Range)
- wgr_aut_tmp_wrm: Exposure days, T>0C (Autumn, Winter Grazing Range)
- wgr_aut_fdd1: Degree days, T(<-30) , (Autumn, Winter Grazing Range)
- wgr_aut_fdd2: Degree days, T(-30, -25], (Autumn, Winter Grazing Range)
- wgr_aut_fdd3: Degree days, T(-25, -20], (Autumn, Winter Grazing Range)
- wgr_aut_fdd4: Degree days, T(-20, -15], (Autumn, Winter Grazing Range)
- wgr_aut_fdd5: Degree days, T(-15, -10], (Autumn, Winter Grazing Range)
- wgr_aut_fdd6: Degree days, T(-10, -5], (Autumn, Winter Grazing Range)
- wgr_aut_fdd7: Degree days, T(-5, 0], (Autumn, Winter Grazing Range)
- wgr_aut_ced1: Exposure days, T(<-30), (Autumn, Winter Grazing Range)
- wgr_aut_ced2: Exposure days, T(-30, -25], (Autumn, Winter Grazing Range)
- wgr_aut_ced3: Exposure days, T(-25, -20], (Autumn, Winter Grazing Range)
- wgr_aut_ced4: Exposure days, T(-20, -15], (Autumn, Winter Grazing Range)
- wgr_aut_ced5: Exposure days, T(-15, -10], (Autumn, Winter Grazing Range)
- wgr_aut_ced6: Exposure days, T(-10, -5], (Autumn, Winter Grazing Range)
- wgr_aut_ced7: Exposure days, T(-5, 0], (Autumn, Winter Grazing Range)
- wgr_aut_gdd1: Degree days, T(0, 5], (Autumn, Winter Grazing Range)
- wgr_aut_gdd2: Degree days, T(5, 10], (Autumn, Winter Grazing Range)
- wgr_aut_gdd3: Degree days, T(10, 15], (Autumn, Winter Grazing Range)
- wgr_aut_gdd4: Degree days, T(15, 20], (Autumn, Winter Grazing Range)
- wgr_aut_gdd5: Degree days, T(20, 25], (Autumn, Winter Grazing Range)
- wgr_aut_gdd6: Degree days, T(25, 30], (Autumn, Winter Grazing Range)
- wgr_aut_gdd7: Degree days, T(>30), (Autumn, Winter Grazing Range)
- wgr_aut_hed1: Exposure days, T(0, 5], (Autumn, Winter Grazing Range)
- wgr_aut_hed2: Exposure days, T(5, 10], (Autumn, Winter Grazing Range)
- wgr_aut_hed3: Exposure days, T(10, 15], (Autumn, Winter Grazing Range)
- wgr_aut_hed4: Exposure days, T(15, 20], (Autumn, Winter Grazing Range)
- wgr_aut_hed5: Exposure days, T(20, 25], (Autumn, Winter Grazing Range)
- wgr_aut_hed6: Exposure days, T(25, 30], (Autumn, Winter Grazing Range)
- wgr_aut_hed7: Exposure days, T(>30), (Autumn, Winter Grazing Range)
- wgr_aut_wsd1: Windy days, S(0, 1], (Autumn, Winter Grazing Range)
- wgr_aut_wsd2: Windy days, S(1, 5], (Autumn, Winter Grazing Range)
- wgr_aut_wsd3: Windy days, S(5, 10], (Autumn, Winter Grazing Range)
- wgr_aut_wsd4: Windy days, S(>10], (Autumn, Winter Grazing Range)
- wgr_aut_wed1: Wind exposure, S(0, 1], (Autumn, Winter Grazing Range)
- wgr_aut_wed2: Wind exposure, S(1, 5], (Autumn, Winter Grazing Range)
- wgr_aut_wed3: Wind exposure, S(5, 10], (Autumn, Winter Grazing Range)
- wgr_aut_wed4: Wind exposure, S(>10], (Autumn, Winter Grazing Range)
- wgr_wtr_tmp_cld: Exposure days, T<0C (Winter, Winter Grazing Range)
- wgr_wtr_tmp_wrm: Exposure days, T>0C (Winter, Winter Grazing Range)
- wgr_wtr_fdd1: Degree days, T(<-30) , (Winter, Winter Grazing Range)
- wgr_wtr_fdd2: Degree days, T(-30, -25], (Winter, Winter Grazing Range)
- wgr_wtr_fdd3: Degree days, T(-25, -20], (Winter, Winter Grazing Range)
- wgr_wtr_fdd4: Degree days, T(-20, -15], (Winter, Winter Grazing Range)
- wgr_wtr_fdd5: Degree days, T(-15, -10], (Winter, Winter Grazing Range)
- wgr_wtr_fdd6: Degree days, T(-10, -5], (Winter, Winter Grazing Range)
- wgr_wtr_fdd7: Degree days, T(-5, 0], (Winter, Winter Grazing Range)
- wgr_wtr_ced1: Exposure days, T(<-30), (Winter, Winter Grazing Range)
- wgr_wtr_ced2: Exposure days, T(-30, -25], (Winter, Winter Grazing Range)
- wgr_wtr_ced3: Exposure days, T(-25, -20], (Winter, Winter Grazing Range)
- wgr_wtr_ced4: Exposure days, T(-20, -15], (Winter, Winter Grazing Range)
- wgr_wtr_ced5: Exposure days, T(-15, -10], (Winter, Winter Grazing Range)
- wgr_wtr_ced6: Exposure days, T(-10, -5], (Winter, Winter Grazing Range)
- wgr_wtr_ced7: Exposure days, T(-5, 0], (Winter, Winter Grazing Range)
- wgr_wtr_gdd1: Degree days, T(0, 5], (Winter, Winter Grazing Range)
- wgr_wtr_gdd2: Degree days, T(5, 10], (Winter, Winter Grazing Range)
- wgr_wtr_gdd3: Degree days, T(10, 15], (Winter, Winter Grazing Range)
- wgr_wtr_gdd4: Degree days, T(15, 20], (Winter, Winter Grazing Range)
- wgr_wtr_gdd5: Degree days, T(20, 25], (Winter, Winter Grazing Range)
- wgr_wtr_gdd6: Degree days, T(25, 30], (Winter, Winter Grazing Range)
- wgr_wtr_gdd7: Degree days, T(>30), (Winter, Winter Grazing Range)
- wgr_wtr_hed1: Exposure days, T(0, 5], (Winter, Winter Grazing Range)
- wgr_wtr_hed2: Exposure days, T(5, 10], (Winter, Winter Grazing Range)
- wgr_wtr_hed3: Exposure days, T(10, 15], (Winter, Winter Grazing Range)
- wgr_wtr_hed4: Exposure days, T(15, 20], (Winter, Winter Grazing Range)
- wgr_wtr_hed5: Exposure days, T(20, 25], (Winter, Winter Grazing Range)
- wgr_wtr_hed6: Exposure days, T(25, 30], (Winter, Winter Grazing Range)
- wgr_wtr_hed7: Exposure days, T(>30), (Winter, Winter Grazing Range)
- wgr_wtr_wsd1: Windy days, S(0, 1], (Winter, Winter Grazing Range)
- wgr_wtr_wsd2: Windy days, S(1, 5], (Winter, Winter Grazing Range)
- wgr_wtr_wsd3: Windy days, S(5, 10], (Winter, Winter Grazing Range)
- wgr_wtr_wsd4: Windy days, S(>10], (Winter, Winter Grazing Range)
- wgr_wtr_wed1: Wind exposure, S(0, 1], (Winter, Winter Grazing Range)
- wgr_wtr_wed2: Wind exposure, S(1, 5], (Winter, Winter Grazing Range)
- wgr_wtr_wed3: Wind exposure, S(5, 10], (Winter, Winter Grazing Range)
- wgr_wtr_wed4: Wind exposure, S(>10], (Winter, Winter Grazing Range)
- wgr_spr_tmp_cld: Exposure days, T<0C (Spring, Winter Grazing Range)
- wgr_spr_tmp_wrm: Exposure days, T>0C (Spring, Winter Grazing Range)
- wgr_spr_fdd1: Degree days, T(<-30) , (Spring, Winter Grazing Range)
- wgr_spr_fdd2: Degree days, T(-30, -25], (Spring, Winter Grazing Range)
- wgr_spr_fdd3: Degree days, T(-25, -20], (Spring, Winter Grazing Range)
- wgr_spr_fdd4: Degree days, T(-20, -15], (Spring, Winter Grazing Range)
- wgr_spr_fdd5: Degree days, T(-15, -10], (Spring, Winter Grazing Range)
- wgr_spr_fdd6: Degree days, T(-10, -5], (Spring, Winter Grazing Range)
- wgr_spr_fdd7: Degree days, T(-5, 0], (Spring, Winter Grazing Range)
- wgr_spr_ced1: Exposure days, T(<-30), (Spring, Winter Grazing Range)
- wgr_spr_ced2: Exposure days, T(-30, -25], (Spring, Winter Grazing Range)
- wgr_spr_ced3: Exposure days, T(-25, -20], (Spring, Winter Grazing Range)
- wgr_spr_ced4: Exposure days, T(-20, -15], (Spring, Winter Grazing Range)
- wgr_spr_ced5: Exposure days, T(-15, -10], (Spring, Winter Grazing Range)
- wgr_spr_ced6: Exposure days, T(-10, -5], (Spring, Winter Grazing Range)
- wgr_spr_ced7: Exposure days, T(-5, 0], (Spring, Winter Grazing Range)
- wgr_spr_gdd1: Degree days, T(0, 5], (Spring, Winter Grazing Range)
- wgr_spr_gdd2: Degree days, T(5, 10], (Spring, Winter Grazing Range)
- wgr_spr_gdd3: Degree days, T(10, 15], (Spring, Winter Grazing Range)
- wgr_spr_gdd4: Degree days, T(15, 20], (Spring, Winter Grazing Range)
- wgr_spr_gdd5: Degree days, T(20, 25], (Spring, Winter Grazing Range)
- wgr_spr_gdd6: Degree days, T(25, 30], (Spring, Winter Grazing Range)
- wgr_spr_gdd7: Degree days, T(>30), (Spring, Winter Grazing Range)
- wgr_spr_hed1: Exposure days, T(0, 5], (Spring, Winter Grazing Range)
- wgr_spr_hed2: Exposure days, T(5, 10], (Spring, Winter Grazing Range)
- wgr_spr_hed3: Exposure days, T(10, 15], (Spring, Winter Grazing Range)
- wgr_spr_hed4: Exposure days, T(15, 20], (Spring, Winter Grazing Range)
- wgr_spr_hed5: Exposure days, T(20, 25], (Spring, Winter Grazing Range)
- wgr_spr_hed6: Exposure days, T(25, 30], (Spring, Winter Grazing Range)
- wgr_spr_hed7: Exposure days, T(>30), (Spring, Winter Grazing Range)
- wgr_spr_wsd1: Windy days, S(0, 1], (Spring, Winter Grazing Range)
- wgr_spr_wsd2: Windy days, S(1, 5], (Spring, Winter Grazing Range)
- wgr_spr_wsd3: Windy days, S(5, 10], (Spring, Winter Grazing Range)
- wgr_spr_wsd4: Windy days, S(>10], (Spring, Winter Grazing Range)
- wgr_spr_wed1: Wind exposure, S(0, 1], (Spring, Winter Grazing Range)
- wgr_spr_wed2: Wind exposure, S(1, 5], (Spring, Winter Grazing Range)
- wgr_spr_wed3: Wind exposure, S(5, 10], (Spring, Winter Grazing Range)
- wgr_spr_wed4: Wind exposure, S(>10], (Spring, Winter Grazing Range)
- wgr_smr_tmp_cld: Exposure days, T<0C (Summer, Winter Grazing Range)
- wgr_smr_tmp_wrm: Exposure days, T>0C (Summer, Winter Grazing Range)
- wgr_smr_fdd1: Degree days, T(<-30) , (Summer, Winter Grazing Range)
- wgr_smr_fdd2: Degree days, T(-30, -25], (Summer, Winter Grazing Range)
- wgr_smr_fdd3: Degree days, T(-25, -20], (Summer, Winter Grazing Range)
- wgr_smr_fdd4: Degree days, T(-20, -15], (Summer, Winter Grazing Range)
- wgr_smr_fdd5: Degree days, T(-15, -10], (Summer, Winter Grazing Range)
- wgr_smr_fdd6: Degree days, T(-10, -5], (Summer, Winter Grazing Range)
- wgr_smr_fdd7: Degree days, T(-5, 0], (Summer, Winter Grazing Range)
- wgr_smr_ced1: Exposure days, T(<-30), (Summer, Winter Grazing Range)
- wgr_smr_ced2: Exposure days, T(-30, -25], (Summer, Winter Grazing Range)
- wgr_smr_ced3: Exposure days, T(-25, -20], (Summer, Winter Grazing Range)
- wgr_smr_ced4: Exposure days, T(-20, -15], (Summer, Winter Grazing Range)
- wgr_smr_ced5: Exposure days, T(-15, -10], (Summer, Winter Grazing Range)
- wgr_smr_ced6: Exposure days, T(-10, -5], (Summer, Winter Grazing Range)
- wgr_smr_ced7: Exposure days, T(-5, 0], (Summer, Winter Grazing Range)
- wgr_smr_gdd1: Degree days, T(0, 5], (Summer, Winter Grazing Range)
- wgr_smr_gdd2: Degree days, T(5, 10], (Summer, Winter Grazing Range)
- wgr_smr_gdd3: Degree days, T(10, 15], (Summer, Winter Grazing Range)
- wgr_smr_gdd4: Degree days, T(15, 20], (Summer, Winter Grazing Range)
- wgr_smr_gdd5: Degree days, T(20, 25], (Summer, Winter Grazing Range)
- wgr_smr_gdd6: Degree days, T(25, 30], (Summer, Winter Grazing Range)
- wgr_smr_gdd7: Degree days, T(>30), (Summer, Winter Grazing Range)
- wgr_smr_hed1: Exposure days, T(0, 5], (Summer, Winter Grazing Range)
- wgr_smr_hed2: Exposure days, T(5, 10], (Summer, Winter Grazing Range)
- wgr_smr_hed3: Exposure days, T(10, 15], (Summer, Winter Grazing Range)
- wgr_smr_hed4: Exposure days, T(15, 20], (Summer, Winter Grazing Range)
- wgr_smr_hed5: Exposure days, T(20, 25], (Summer, Winter Grazing Range)
- wgr_smr_hed6: Exposure days, T(25, 30], (Summer, Winter Grazing Range)
- wgr_smr_hed7: Exposure days, T(>30), (Summer, Winter Grazing Range)
- wgr_smr_wsd1: Windy days, S(0, 1], (Summer, Winter Grazing Range)
- wgr_smr_wsd2: Windy days, S(1, 5], (Summer, Winter Grazing Range)
- wgr_smr_wsd3: Windy days, S(5, 10], (Summer, Winter Grazing Range)
- wgr_smr_wsd4: Windy days, S(>10], (Summer, Winter Grazing Range)
- wgr_smr_wed1: Wind exposure, S(0, 1], (Summer, Winter Grazing Range)
- wgr_smr_wed2: Wind exposure, S(1, 5], (Summer, Winter Grazing Range)
- wgr_smr_wed3: Wind exposure, S(5, 10], (Summer, Winter Grazing Range)
- wgr_smr_wed4: Wind exposure, S(>10], (Summer, Winter Grazing Range)
bms_plot.dta: this data set contains data on ground-based biomass clippings that are used to study correlations between ground-based productivity measures and reflectance-based vegetation indices.- lon: Longitude
- lat: Latitude
- gid: GID (Geographic ID)
- year: Year
- bms: Biomass (cwt/ha)
vegi_plot_modis_aug.dta: this dataset contains additional reflectance-based vegetation indices from MODIS (figures.do is only one that uses it)- gid: GID (Geographic ID)
- year: Year
- ndvi_sm_ave: NDVI
- evi_sm_ave: EVI
- msavi_sm_ave: MSAVI
- ndwi_sm_ave: NDWI
- nirv_sm_ave: NIRV
- savi_sm_ave: SAVi
One caution regarding computation time for running particular .do files. For primary analysis that relies on bootstrapped standard errors, computation resources and time can be somewhat demanding. The user may easily decrease computation time by reducing the number of bootstrap replications. Simply search respective scripts for the syntax below and just reducing the number of bootstrap replications:
- reps(< number of bootstrap replications >)
Data for this paper has been collected from a variety of publicly available and official sources in Mongolia.
Data processing was completed using a combination of Google Earth Engine and Stata.
