Short Story ⟡ Informatics

A Calm Day with Low Entropy

Contemplating the comfort of predictable daily life alongside the low entropy in information theory.

  • #entropy
  • #predictability
  • #uncertainty
  • #order

"It's a calm day today."

Yuki said by the window. A cloudless blue sky.

"A low-entropy day," Aoi closed the notebook.

"Does entropy relate to weather?"

"Not directly, but it's an interesting metaphor," Aoi smiled. "Entropy is a measure of uncertainty. On days like today, it's easy to predict what will happen."

"When it's predictable, entropy is low?"

"Precisely, when the probability distribution is skewed, entropy is low. When one event's probability is close to 1, H(X) = -Σ p(x) log₂ p(x) becomes small."

Yuki calculated. "For example, if the probability of 'today will be a calm day' is 0.9..."

"Entropy is low. But if 'sunny, cloudy, rainy are equally probable,' entropy is maximum."

"That's why weather forecasting is difficult."

Aoi nodded. "The higher the uncertainty, the harder the prediction. That's a high-entropy state."

The club room was quiet. Neither Riku nor Mira had come today.

"But," Yuki thought, "isn't low entropy boring?"

"Interesting perspective. Indeed, completely predictable days might be tedious."

"No surprises."

"In information theory, surprise is information content. When entropy is low, there's little new information."

Yuki wrote in the notebook. "Low entropy = stable = little information = boring?"

"But," Aoi said quietly, "stability has value."

"What do you mean?"

"In chaos theory, high-entropy states are unpredictable and uncontrollable. Low entropy is an ordered state."

"Order?"

"A state with patterns. Regularity. That can be perceived as beautiful."

Aoi gave an example. "Classical music has somewhat predictable patterns. It's lower entropy than complete random noise, yet beautiful."

"I see," Yuki understood. "Moderate predictability is comfortable."

"Yes. People don't prefer complete randomness or complete regularity. Moderate entropy is optimal."

Outside the window, a bird sang with regularity.

"That bird's song is also low entropy," Yuki said.

"It has a pattern. But that's comfortable."

The two quietly drank tea.

"Days like today aren't bad either," Yuki smiled.

"Low-entropy days are calming. The comfort of predictability."

"But," Yuki added, "we need high-entropy days occasionally, right?"

"For surprises and new discoveries."

"Balance is important."

Aoi nodded. "Life is the same. Periods of low-entropy stability and high-entropy change. Both are necessary."

"Are we in a stable period now?"

"Perhaps. But days when entropy rises will come again."

Yuki laughed. "When Riku comes, entropy will spike."

"Without doubt," Aoi laughed too. "He's a high-entropy source."

"But that's fun too, including that."

"Yes. Moderate chaos enriches daily life."

The clock hands advanced regularly. A low-entropy afternoon. But it was never boring.

"Calm days can be understood through information theory too," Yuki said.

"Everything is probability distribution and its entropy. But there's value beyond that."

"Value?"

"Peace, beauty, comfort. Can't be measured by formulas, but certainly exist."

Yuki closed the notebook. "A calm day with low entropy. That's also part of youth."

"Perfect understanding," Aoi smiled.

Outside, as always, a cloudless blue sky spread across the horizon.