Lightning at the tundra/Boreal forest interface: A study of northern Manitoba and southern Kivalliq from 1998-2023
Data files
Jul 07, 2026 version files 7.74 MB
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CAPE_LightningENVR_MEAN_TRENDS.nc
228.32 KB
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CBH_LightningENVR_MEAN_TRENDS.nc
228.32 KB
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CIN_LightningENVR_MEAN_TRENDS.nc
228.32 KB
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DP2m_LightningENVR_MEAN_TRENDS.nc
228.32 KB
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DPD2m_LightningENVR_MEAN_TRENDS.nc
228.34 KB
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FL_LightningENVR_MEAN_TRENDS.nc
228.32 KB
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Flash_SeasonEnd-TRENDS.nc
228.32 KB
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Flash_SeasonLength-TRENDS.nc
228.34 KB
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Flash_SeasonStart-TRENDS.nc
228.32 KB
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Flashes_per_AREA_Annual_AVG.nc
83.85 KB
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Flashes_per_AREA-incl_0_Annual_TRENDS.nc
228.30 KB
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Flashes_per_AREA-incl_0_Seasonal_TRENDS.nc
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LR700_LightningENVR_MEAN_TRENDS.nc
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LR850_LightningENVR_MEAN_TRENDS.nc
228.34 KB
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negCG_Count_Annual_TRENDS.nc
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negCG_Flash_Med_Peak_Current_Relative_TRENDS_NoABS.nc
228.30 KB
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negCG_Flash_Med_Peak_Current_Relative_Yearly_MAX_TRENDS2.nc
661.37 KB
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negCG_Flash_Med_Peak_Current_Relative_Yearly_MEAN_TRENDS2.nc
661.37 KB
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posCG_Count_Annual_TRENDS.nc
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posCG_Flash_Med_Peak_Current_Relative_TRENDS_noABS.nc
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posCG_Flash_Med_Peak_Current_Relative_Yearly_MAX_TRENDS2.nc
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posCG_Flash_Med_Peak_Current_Relative_Yearly_MEAN_TRENDS2.nc
661.37 KB
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README.md
7.38 KB
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ShearMag0-3km_LightningENVR_MEAN_TRENDS.nc
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T2m_LightningENVR_MEAN_TRENDS.nc
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WCD_CBH_Lightning-ENVR-MEAN_TRENDS.nc
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Abstract
Dataset DOI: 10.5061/dryad.12jm63zbq
Description of the data and file structure
These data are derived from a combination of the Canadian Lightning Detection Network and Version 5 of the European Centre for Medium-Range Weather Forecasts' Retrospective Analysis (ERA5). Each file contains averages or trends for a given lightning or atmospheric variable on a common latitude-longitude grid with a 0.25° spatial resolution, spanning 49-68°N and 108-79°W. (This grid is aligned with the standard 0.25° by 0.25° ERA5 grid.) All trends include a slope (per yr), p-value, and relative slope (i.e., slope / average), and all trends and averages are calculated for the period 1997-2023.
For lightning variables (files starting with "+CG", "-CG", or "Flash"), any flash within 20 km of the grid cell center is used for calculating the lightning characteristics. "+CG" and "-CG" stand for positive and negative cloud-to-ground lightning, respectively. All ERA5 variables are averaged for only the times that coincide with a "lightning environment". A lightning environment was defined as the 30 minutes leading up to a lightning flash within 20 km of the given grid cell's center. While lightning flash data is resolved to milliseconds, the ERA5 datasets are resolved at an hourly scale, so that some lightning environments occurred completely within a single ERA5 hour, in which case that datapoint was chosen for trend calculations. If a lightning flash occurred less than 30 minutes after the start of the hour (so that the lightning environment spanned two ERA5 hours), a weighted mean of the hour before and hour of the lightning event was used based on the timing of that lightning flash within the 30-minute period.
Atmospheric abbreviations are as follows: CAPE = convective available potential energy, CBH = cloud base height, CIN = convective inhibition, DP2m = dew point temperature at 2 m, DPD2m = dew point depression at 2 m, FL = freezing level, LR700 = lapse rate from 1000 to 700 hPa, LR850 = lapse rate from 1000 to 850 hPa, ShearMag0-3km = wind speed shear between 0 and 3 km, T2m = temperature at 2 m, WCD_CBH = warm cloud depth (which requires cloud base height to estimate from ERA5 profiles).
Files and variables
File: CBH_LightningENVR_MEAN_TRENDS.nc
Description: Trend in the average cloud base height (m) in lightning environments
File: CAPE_LightningENVR_MEAN_TRENDS.nc
Description: Trend in the average convective available potential energy (J/kg) in lightning environments
File: CIN_LightningENVR_MEAN_TRENDS.nc
Description: Trend in the average convective inhibition (J/kg) in lightning environments
File: DP2m_LightningENVR_MEAN_TRENDS.nc
Description: Trend in the average 2-m dew point (K) in lightning environments
File: DPD2m_LightningENVR_MEAN_TRENDS.nc
Description: Trend in the average 2-m dew point depression (K) in lightning environments
File: ShearMag0-3km_LightningENVR_MEAN_TRENDS.nc
Description: Trend in the average wind speed shear from 0-3 km (knts) in lightning environments
File: LR700_LightningENVR_MEAN_TRENDS.nc
Description: Trend in the average 1000-700 hPa lapse rate (K/m) in lightning environments
File: LR850_LightningENVR_MEAN_TRENDS.nc
Description: Trend in the average 1000-850 hPa lapse rate (K/m) in lightning environments
File: FL_LightningENVR_MEAN_TRENDS.nc
Description: Trend in the average freezing level (m) in lightning environments
File: WCD_CBH_Lightning-ENVR-MEAN_TRENDS.nc
Description: Trend in the average warm cloud depth (m) in lightning environments
File: T2m_LightningENVR_MEAN_TRENDS.nc
Description: Trend in the average 2-m temperature (K) in lightning environments
File: negCG_Count_Annual_TRENDS.nc
Description: Trend in the annual flash density (flashes per 20-km radius circle) of -CG flashes
File: posCG_Count_Annual_TRENDS.nc
Description: Trend in the annual flash density (flashes per 20-km radius circle) of +CG flashes
File: negCG_Flash_Med_Peak_Current_Relative_Yearly_MAX_TRENDS2.nc
Description: Trend in the maximum of the the median peak current (kA) of -CG flashes
File: posCG_Flash_Med_Peak_Current_Relative_Yearly_MAX_TRENDS2.nc
Description: Trend in the maximum of the median peak current (kA) of +CG flashes
File: posCG_Flash_Med_Peak_Current_Relative_Yearly_MEAN_TRENDS2.nc
Description: Trend in the average of the median peak current (kA) of +CG flashes
File: negCG_Flash_Med_Peak_Current_Relative_TRENDS_NoABS.nc
Description: Trend in the median of the median peak current (kA) of -CG flashes
File: negCG_Flash_Med_Peak_Current_Relative_Yearly_MEAN_TRENDS2.nc
Description: Trend in the average of median peak current (kA) of -CG flashes
File: Flash_SeasonEnd-TRENDS.nc
Description: Trend in 99.5th percentile of the time (days since March 1) of lightning flashes
File: Flashes_per_AREA-incl_0_Seasonal_TRENDS.nc
Description: Trend in seasonal flash density (flashes per 20-km radius circle)
File: Flashes_per_AREA-incl_0_Annual_TRENDS.nc
Description: Trend in annual flash density (flashes per 20-km radius circle)
File: Flash_SeasonStart-TRENDS.nc
Description: Trend in the 0.5th percentile of the time (days since March 1) of lightning
File: Flash_SeasonLength-TRENDS.nc
Description: Trend in period length each year (days) with lightning flashes
File: posCG_Flash_Med_Peak_Current_Relative_TRENDS_noABS.nc
Description: Trend in the median of median peak current (kA) of +CG flashes
File: Flashes_per_AREA_Annual_AVG.nc
Description: Average annual flash density (flashes per 20-km radius circle)
Code/software
Files were created in Python 3.11 using xarray 0.20.1, numpy 1.23.5, and metpy 1.4.0 packages. They can be opened using Python 3.11 and xarray 0.20.1. They can also be opened in most standard GIS software, including ArcGIS, QGIS, and Panoply. Each file has a "trends" variable with three dimensions. The first dimension includes three fields: the slope (in units per yr), the p-value for that slope, and a relative trend (calculated as slope / average). The second dimension is latitude. The third dimension is longitude. Every file includes 1-D latitude and longitude vectors and a description and units for each variable.
Access information
Data was derived from the following sources:
- ERA5, accessible at the Copernicus Climate Change Service (DOIs: 10.24381/cds.adbb2d47 and 10.24381/cds.bd0915c6)
- The Canadian Lightning Detection Network is available from Environment and Climate Change Canada by going emailing ECWeather-Meteo@ec.gc.ca -- see also https://open.canada.ca/data/en/dataset/75dfb8cb-9efc-4c15-bcb5-7562f89517ce
