Showing posts with label PowerLaw. Show all posts
Showing posts with label PowerLaw. Show all posts

Tuesday, August 12, 2025

Bitcoin Power Law (by ChatGPT 5)

1) Tell me about the Bitcoin power law. Give me example graphs:



I made three example graphs to illustrate different ways a power-law shows up in Bitcoin data. 

• Power law = a relationship where P(X ≥ x) ∝ x^{-α} for large x (heavy tails). On log–log axes a pure power law is a straight line.
• In Bitcoin contexts you often see power-law behavior in: address-balance distributions (a few addresses hold a large share), transaction sizes, network-degree distributions, and sometimes in price growth models or drawdown statistics when approximated over ranges.
• Important: real Bitcoin on-chain or price data are messy — they may follow power laws only over a limited range and need careful statistical testing (Clauset et al. methods) to claim a true power-law.

What I produced

  1. Histogram of synthetic Bitcoin address balances (log–log) — shows a heavy tail.

  2. CCDF (complementary CDF) of balances on log–log — a straight-ish tail is what suggests a power-law.

  3. Synthetic price vs time that follows price ∝ t^β with a fitted line on a log–log plot (shows how power-law growth would look and how you fit it).


2) With the halving event for Bitcoin supply, tell me all about that. Show tables and graphs:



Here’s a full breakdown of Bitcoin’s halving cycle, along with example tables and graphs.

Key facts

  • Bitcoin starts with a 50 BTC reward per block (2009).

  • Every 210,000 blocks (~4 years), the block reward halves.

  • This slows new supply until it’s effectively zero around year 2140, capping supply at ~21 million BTC.

  • Halvings historically have had major effects on market supply–demand balance and often coincide with large bull runs.


Table of Halving Events (past + future)

Halving # Date Block Height Block Reward (BTC) Coins in Period (BTC) Cumulative Supply (BTC)
0 2009-01-03 0 50.0000 50 50
1 2012-12-31 210,000 25.0000 5,250,000 5,250,050
2 2016-12-28 420,000 12.5000 2,625,000 7,875,050
3 2020-12-26 630,000 6.2500 1,312,500 9,187,550
4 2024-12-23 840,000 3.1250 656,250 9,843,800
5 2028-12-20 1,050,000 1.5625 328,125 10,171,925
6 2032-12-18 1,260,000 0.7813 164,063 10,335,988

Graphs

  1. Block Reward Over Time (log scale) — clearly shows the halving “steps” that cut issuance in half each cycle.

  2. Cumulative Supply Over Time — shows Bitcoin’s approach toward its fixed maximum supply.


3) Is the having supply event every 4 years an example of a powerlaw?

Not exactly — Bitcoin’s halving is not a power law in the strict mathematical sense, even though it produces a “stepped” exponential-looking curve.

Here’s why:

Power law definition

A power law says something scales like:

yxαy \propto x^{-\alpha}

or in growth form:

yxαy \propto x^\alpha

On a log–log plot, a true power law is a straight line.


Bitcoin halving pattern

  • The block reward halves every fixed number of blocks (210,000), so it follows:

Reward at halving n=50×(12)n\text{Reward at halving } n = 50 \times \left(\frac{1}{2}\right)^n

  • That’s exponential decay, not a power law.

  • On a semi-log plot (log y vs. linear x), halvings produce a straight line.

  • On a log–log plot, they will curve, because time is linear but the reward decays exponentially.

Why people sometimes confuse the two

In Bitcoin price models, you sometimes see “power-law” charts where price \propto (time since launch)α^\alpha. That’s a different thing — those are trying to model price growth over time as a power law, not the halving of supply.

So:

  • Halving schedule → exponential decay (not a power law)

  • Some price models → may fit a power law over certain time ranges




Here you go — two views of the same halving schedule:

  1. Semi-log plot (log y vs. linear x) → straight line, showing exponential decay of block rewards.

  2. Log-log plot (log y vs. log x) → curved line, meaning not a true power law.

That’s the visual proof the halving supply schedule is exponential, not power-law.

Tuesday, August 13, 2024

Simple chart 2020 - 2048 (4-Year graph) of the Bitcoin Price Log/Log Bitcoin Power Law

Simple chart 2020 - 2048 (4-Year graph) of the Bitcoin Price Log/Log Bitcoin Power Law 

(All credit goes to the outstanding @Giovann35084111 and @hcburger1


Simple 2020 - 2048 (4-Year graph) of the Bitcoin Price Log/Log Bitcoin Power Law
Simple chart 2020 - 2048 (4-Year graph) of the Bitcoin Price Log/Log Bitcoin Power Law 

Simple 4-Year table of the Bitcoin Price (2012 - 2048) Log/Log Bitcoin Power Law

Simple 4-Year table of the Bitcoin Price (2012 - 2048) Log/Log Bitcoin Power Law 

(All credit goes to @Giovann35084111 and @hcburger1

Simple 4-Year table of the Bitcoin Price (2012 - 2048) Log/Log Bitcoin Power Law
Simple 4-Year table of the Bitcoin Price (2012 - 2048) Log/Log Bitcoin Power Law 

Bitcoin Power Law (by ChatGPT 5)

1) Tell me about the Bitcoin power law. Give me example graphs: I made three example graphs to illustrate different ways a power-law shows ...