· 4 min read

Kikuyugrass Only Grows Within 20 Miles of the California Coast


Kikuyugrass has one of the most geographically restricted ranges of any turfgrass in the continental United States. I mapped its distribution, showing this grass thrives almost exclusively within a narrow 20-mile strip along the California coast. This unique boundary is defined by specific coastal climate conditions.

Verifying kikuyugrass locations

High-quality data of kikuyugrass (Cenchrus clandestinus) observations came from iNaturalist. I used the iNaturalist API to pull any record of kikuyugrass with a location and image. I manually reviewed each image to verify the identification. Here are a couple of the great images people have shared.

Kikuyugrass lawn
Image by echosmama on iNaturalist
Close up of kikuyugrass
Image by mandyraes on iNaturalist

I found 358 genuine kikuyugrass observations in the iNaturalist records. About a quarter of the images turned out to be something else, like St. Augustinegrass. Another 22% of the images were too tough to call—they were lower resolution or not close enough to identify the grass.

Looking at each point plotted on a map, we can already see that kikuyugrass locations are clustered along the coast. The observations are particularly concentrated in the Bay Area, Los Angeles, and San Diego.

Kikuyugrass points visualization
Ground-truthed observations

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Top climate factors

I used maximum entropy (MaxEnt) modeling to identify where kikuyugrass could potentially grow based on climate. The model works by finding locations with similar environmental characteristics to places where kikuyugrass is already known to persist.

To build the map for California, I used the 358 verified kikuyugrass locations from iNaturalist and a set of 19 climate variables from the WorldClim global climate database. The climate variables are described in the table below. All are derived from temperature and rainfall.

VariableNameExplanation
bio1Annual mean temperatureAverage temperature across the entire year
bio2Mean diurnal rangeAverage temperature swing within a day (difference between daily high and low)
bio3IsothermalityRatio daily temperature differences compared to annual temperature differences (bio2/bio7)
bio4Temperature seasonalityHow much temperature varies month-to-month
bio5Max temperature of warmest monthHighest temperature reached in hottest month
bio6Min temperature of coldest monthLowest temperature reached in coldest month
bio7Temperature annual rangeTotal temperature swing across year (bio5-bio6)
bio8Mean temperature of wettest quarterAverage temperature during wettest 3-month period
bio9Mean temperature of driest quarterAverage temperature during driest 3-month period
bio10Mean temperature of warmest quarterAverage temperature during hottest 3-month period
bio11Mean temperatures of coldest quarterAverage temperature during coldest 3-month period
bio12Annual precipitationTotal rainfall over entire year
bio13Precipitation of wettest monthTotal rainfall in wettest month
bio14Precipitation of driest monthTotal rainfall in driest month
bio15Precipitation seasonalityHow much rainfall varies throughout year (coefficient of variation)
bio16Precipitation of wettest quarterTotal rainfall during wettest 3-month period
bio17Precipitation of driest quarterTotal rainfall during driest 3-month period
bio18Precipitation of warmest quarterTotal rainfall during hottest 3-month period
bio19Precipitation of coldest quarterTotal rainfall during coldest 3-month period

The trained model can distinguish between suitable and unsuitable kikuyugrass habitat. This means the model performed well with an AUC around 0.91. Two climate variables turned out to be the most influential in defining kikuyugrass range:

  1. bio10 Temperature of the warmest quarter
  2. bio7 Annual range of temperature

Within California, kikuyugrass has a strong preference for areas with cooler summers and less temperature variation throughout the year. A coastal climate.

Mapping kikuyugrass suitability

This model can be used to predict how suitable different areas of California are for kikuyugrass. The model assigns each map area a value between 0 and 1, where higher values are more suitable. The resulting map shows where environmental conditions favor kikuyugrass.

Kikuyugrass gradient visualization
Kikuyugrass suitability
Kikuyugrass smoothed visualization
Kikuyugrass suitability, smoothed

This makes sense. Kikuyugrass thrives in a narrow 20-mile coastal strip, from the Bay Area to the state’s southern border. Interestingly, there’s a big blank spot in Big Sur, near the center of the coastline. Big Sur’s coastal location seems ideal for kikuyugrass. If there is a lawn in Big Sur, it’s probably kikuyugrass, like the one pictured below.

I took a deeper look at the climate data and found that compared to areas just north and south, Big Sur gets significantly more annual rainfall (8 more inches) and experiences more variable temperatures throughout the year. There’s also very limited human development in the region. There are few people or maintained turfgrass areas, and there were no kikuyugrass records from here in the iNaturalist dataset. The distinct climate and sampling bias likely explains why Big Sur doesn’t show up as suitable habitat on the map.

Kikuyugrass lawn
Kikuyugrass lawn in Big Sur

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