Part A · What stuff is

4 · The periodic table as a map

In 1869 Dmitri Mendeleev arranged the 63 elements then known into a grid, and he left gaps. He predicted that the gaps were undiscovered elements, and even forecast their weights and densities. Within seventeen years, gallium and germanium turned up, matching his predictions closely. A data table that predicts missing entries is a model, not a list.

Chapter 3 explains why the grid works. Each row is a new electron shell being filled. Each column holds elements whose outer electrons are arranged the same way, and since only the outer electrons do chemistry, elements in a column behave alike.

Explore the map

Show the selected property as a table
All 118 elements. Hover over or tap an element for details. Colour shows the chosen property (darker = larger); grey means no value. The two rows at the bottom are the lanthanides and actinides, pulled out so the table fits on a page. Data: PubChem. Radii are van der Waals radii.

The numbers come from PubChem's compiled table, which draws on several sources. Electronegativity can't be measured directly (it's a derived scale, chapter 5). And "atomic radius" depends on what you measure: the van der Waals radius used here, the covalent radius or the metallic radius all differ, though they follow the same trends.

Why the trends run the way they do

Almost every trend on the table comes from one quantity: how strongly the outer electrons feel the nucleus. Inner electrons partly shield the outer ones from the nucleus's charge.

The clearest signature is the energy needed to remove the outermost electron, plotted against atomic number:

First ionisation energy (eV) for elements 1 to 86. Peaks are the noble gases (full shells); each sudden drop is an alkali metal starting a new shell with a single, loosely held electron. Hover for values.

That sawtooth is the periodic law in one picture. The pattern repeats with periods 2, 8, 8, 18, 18, 32: the shell capacities from chapter 3.

Families

Metals sit at the bottom left, where electrons are easy to remove, and non-metals at the top right, where they're held tightly. A staircase of in-between metalloids (silicon, germanium) divides them, and those happen to make the best semiconductors. Only two elements are liquid at room temperature: mercury and bromine. Gallium and caesium melt on a warm day.

Common trap

"Noble gases never react." For decades textbooks said so. In 1962 Neil Bartlett made a xenon compound, and since then dozens have followed (xenon fluorides are stable white crystals). Full shells make reactions hard, not impossible. The bigger, more shielded noble gases, xenon and krypton, are the easiest to persuade.

ML bridge

Each column is the same "interface": same number and type of outer electrons, so the same reactions, with sizes and energies scaling down the column. Chemists swap elements within a column the way you'd swap implementations behind an interface.

The table is also a low-dimensional embedding that data recovers on its own. A 2019 study trained word2vec-style embeddings on materials-science abstracts. Without being told any chemistry, the element vectors organised themselves along the periodic table's structure. Graph neural networks for molecules and crystals likewise learn element embeddings in which similar elements end up close together.

Chapter 13's electron chemical potential connects here too. Mulliken defined electronegativity as the average of the energy to remove an electron and the energy released by adding one, (IE + EA)/2, which is approximately the negative of the electrons' chemical potential: the atom's own Fermi level.

Electronegativity scales (Pauling's from bond energies, Mulliken's from IE and EA, others) disagree on the numbers while agreeing on the trends. The layout itself is still debated at the edges: where hydrogen and helium belong, and which elements go in group 3.

Tell it to a 6-year-old
Look
A pile of things from around the house: a spoon, a paperclip, a coin, foil, a pencil, a plastic toy, a glass marble, a wooden block. Plus a fridge magnet.
Wonder
"Which of these are metal? Which ones will the magnet pick up?"
Try
Sort them into metal and not-metal. Then test each one with the magnet. Some metals stick and some don't!
True sentence
"There are about 100 kinds of tiny pieces, and the periodic table is a map of all of them. Metals are on one side of the map. Only a few metals, like iron, stick to magnets."

Iron, nickel and cobalt are the magnetic elements; steel paperclips stick, aluminium foil and copper don't (and many coins contain little iron). For a picture version of the table, print Keith Enevoldsen's illustrated periodic table (elements.wlonk.com), which shows an everyday use for every element. It's a great poster to point at.

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