The Rhythm of Other Worlds: Understanding Kepler’s Orbital Period Classes
The Pulse of a Planetary System Every planet tells time — not with hours, but with orbits.The orbital period (how long a planet takes to
Clustering the Cosmos: Discovering Hidden Groups in the Kepler Exoplanet Data
From Features to Families of Worlds After mapping Kepler’s sky, analyzing distributions, and ranking feature importances, it’s time to ask a deeper question:Do exoplanets naturally
From Light to Logic: What Random Forests Reveal About Kepler’s Hidden Worlds
From Linear to Nonlinear Thinking After exploring feature distributions, class differences, and a logistic regression baseline, it was time to test how a more flexible
Decoding the Kepler Dataset: What the Numbers Tell Us Before the Model Does
The Story Before the Algorithm Before any model can predict, data must speak.The histograms below visualize how planetary and stellar features are distributed across the
Patterns Beneath the Stars: How Exoplanet Features Reveal Their Identity
Seeing the Universe Through Statistics In our previous post, we mapped the Kepler sky distribution and explored how logistic regression identifies exoplanet types using machine
Depth Band Composition of Global Earthquakes (2001–2022)
Insights from the Global Earthquake–Tsunami Risk Assessment Dataset Overview The depth of an earthquake’s focus is the point within the Earth where seismic energy is
Mapping the Planet’s Most Extreme Earthquakes (2001 – 2022)
Insights from the Global Earthquake–Tsunami Risk Assessment Dataset Overview Between 2001 and 2022, Earth experienced several mega-earthquakes—events so powerful that they reshaped coastlines, triggered global
Are Earthquakes Random?
Overview Earthquakes are often assumed to occur randomly, independent events following a Poisson process, much like radioactive decay or raindrops falling on a roof.However, real-world
How Often Does the Earth Tremble?
Overview The Inter-Event Time Analysis measures the interval between successive global earthquakes, expressed in months.Using the Global Earthquake–Tsunami Risk Assessment Dataset (2001 – 2022), this
Global Earthquake–Tsunami Risk Assessment Dataset
Seismic Features, Temporal Trends, and Global Distribution Analysis (2001–2022) Overview The Global Earthquake–Tsunami Risk Assessment Dataset is a comprehensive, machine learning–ready dataset that records 782

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