[Verse 1] Pull the data down, mendeleev's my library card, Pymatgen builds the crystal, structures stacked like a yard, PubChem's got the molecule, every bond on file, NIST Atomic Spectra reads the light line by line, Materials Project maps the compounds, terabytes deep, Eight query calls before my coffee's done, no sleep, I'm not memorizing tables, I'm querying the source, Application programming interface, that's the horse. [Chorus] H to He, first shell, closed and tight, Heatmap glowing, radius shrinks left to right, Cluster it, color it, watch the trend ignite, Same old law, new computational light. [Verse 2] Heatmap table, electronegativity's the hue, Blue to red across the periods, atomic radius too, Trend plots scatter, ionization spikes and dips, Noble gas summit then a valley when it flips, Compress it — PCA finds the axis where it's spread, UMAP folds the neighbors, keeps the local threads, Eighteen features shrink to two, a shape you recognize, The table redraws itself before your eyes. [Verse 3] Basis set's the vocabulary the orbital speaks, Gaussian functions stacking, more words, sharper peaks, Hartree-Fock ignores how electrons dodge and weave, Correlation missing, energy it can't retrieve, DFT adds a functional, exchange and correlation baked, PySCF, Psi4 compiling while the fan gets shook awake, Compute ionization energy, compare it to the test, Errors creeping upward once you pass zinc, cadmium, the rest, 'Cause heavy nuclei drag electrons near light speed, Relativity kicks in, effective core potentials is what you need, Swap the core for a pseudopotential, smooth the well, Gold looks yellow 'cause relativity — that's the tale to tell. [Chorus] [Verse 4] Element embeddings, vectors dense with hidden trait, Feed a neural net the row and column, watch it calculate, Predict a bandgap, melting point, or a magnetic phase, Machine learning maps periodicity in brand new ways, Capstone time — five roads carved for you to choose, Cluster elements blind, "rediscover" and compare the views, Write a dossier deep on one lone element's whole life, Explain a trend's anomalies, cut through with a knife, Compute IE-one, H through Argon, chart the drift, Or trace the criticality — supply chains, the risk they lift. [Bridge] Watch for apophenia — seeing shapes in scattered noise, Test your cluster twice before you trust the signal in the poise, Cite your data, NIST and PubChem, every claim you stack, Present it simple — grandma gets it, that's the final track. [Chorus] H to He, first shell, closed and tight, Heatmap glowing, radius shrinks left to right, Cluster it, color it, watch the trend ignite, Same old law, new computational light. [Outro] Query, compute, visualize, defend, Periodic law rebuilt from data to the end, Report it, cite it, teach it plain and clear, Module sixteen closes — the whole table's here.
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