Hello! I'm Daniel, a rising senior at Langley High School in McLean, Virginia. Most of the time you'll probably find me outdoors, whether that be when I'm working in my garden, playing in local football (soccer) friendlies, on a farm, or at environmental volunteering events.
I'm especially interested in studying the soil under our feet, its invisible microorganisms, and ecosystem interactions at every scale. I hope to pursue a career in soil ecology or environmental engineering in the future!
A semester on the farm
This started as a semester on a working regenerative farm, where the difference between a healthy field and a tired one is something people talk about constantly and measure almost never. Farmers judge soil by how it smells, how it crumbles, how fast water disappears into it - good instincts, built on an ecosystem nobody on the field can see.
The study that came out of it was not about that farm's methods, though for a while it was written up as if it were. The question that actually got asked came from the farm, and it was narrower and better: there is a small former orchard on the property, once used for dumping and now being restored, where volunteer plants grow - ragweed among them, the ones you would normally pull. Were they doing anything for the soil underneath them, and did the soil life under a clover differ from the soil life under a weed? That is what the thirteen cores began to answer.
That gap is what this project set out to close. A teaspoon of that soil holds on the order of a billion bacteria and thousands of distinct kinds, almost none of which will grow in a laboratory. Reading their DNA is currently the only practical way to take attendance.
What the project turned into
Soil samples from under five different plants in the same recovering orchard area were sequenced, and the resulting data - along with some earlier analysis of it - became the material for a full re-analysis: a scientific manuscript, a reproducible codebase, and this site.
A good deal of that work was undoing rather than adding. An inherited set of "fungal guild" results turned out to be an artifact of matching non-fungal DNA against a fungus-only database. A headline ratio circulating in earlier drafts mixed two levels of classification and had to be recomputed. A public dataset picked as the best available comparison turned out, on inspection of its actual reads, to contain three different marker genes and no usable control. None of that was exciting to find, but each one changed what the study could claim.
What I took from it was to check the data against itself, and to write down what I could not say. Both the paper and this site carry a section listing what the study did not establish.
Whose data this is
The soil belongs to the farm, and so does what was found in it. The cores were taken from the farm's ground with the owners' permission and at their invitation, and the data from them - the sequences, and every result computed from those sequences, including the figures on this site - is the farm's. This project analyzed that data. It does not own it, and it is not the farm's published record of its own ground unless the farm chooses to make it so.
The analysis code and the writing are the author's, and so is responsibility for any error in them. Where this site interprets a result - and especially where it says what the study cannot establish - that is the author's reading, not something the farm has said about its own soil.
Getting in touch
Questions and corrections are welcome through the project repository. Corrections especially. Several of the results here exist in their current form because someone questioned an earlier version of them.
Requests for the underlying data are a matter for the farm rather than for this project, so they are passed on rather than answered here. The analysis code is a separate question and the repository is the place for it.