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Estimating the Quasar Formation Rate Using Sloan Digital Sky Survey Data

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LifetimeOfQuasars

This repository provides a simple code to estimate the quasar formation rate using data from the Sloan Digital Sky Survey.

Disclaimer

I am not an astronomer, so the calculation method may be wrong. Use the code at your own risk.

Key Ideas

  1. Quasar Lifetime:

    • The accepted lifetime of quasars is approximately 55 million years.
    • Few papers discuss quasar lifetime estimation. One notable reference is Quasar Clustering and the Lifetime of Quasars.
    • You can adjust this value in the code to explore its impact.
  2. Data Collection:

    • Quasar redshifts (z) are queried from the SkyServer.
    • Due to a server limit of 500,000 rows per query, the Universe's lifetime is divided into subranges, and queries are run for each subrange sequentialy.
    • The results are merged into a single dataset. A full list of approximately 750,000 quasars is available as quasars.json.
    • The code uses this file if it exists. To regenerate it, delete the local copy and re-run the code.
  3. Quasar Birth Rate Estimation:

    • The quasar birth rate is calculated approximately.

The code

Python code is available as quasar_ages.py

Requirements to be installed is available here.

Results

Quasar Birth Rate Over Time

Age of the Universe: measured in billions of years (Gyr).
Birth Rate: measured in quasars per billion years (Gyr-1).

The quasar birth rate peaks approximately 2 billion years after the Big Bang and then declines sharply. Negative values arise due to errors in approximating the derivative using finite differences on a grid with a limited number of time points.

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Estimating the Quasar Formation Rate Using Sloan Digital Sky Survey Data

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