Cluster Census: Sampling Stars from the Initial Mass Function

Stars • DataInference • Both • 15 min

Still in development
This station card is in beta and still being developed. Its content has not been rechecked against the current instrument, so treat numbers and labels as provisional.

Name: ________________________________ Section: __________ Date: __________

Station: __________ Group members: ________________________________________________

Goal: Use the demo to make a claim supported by (1) at least one number/readout and (2) at least one sanity check.

Station card: Cluster Census (8 to 10 minutes) Part 1 — small cluster, five draws. Set the number of stars to about 300. Press Draw a new cluster five times and record the heaviest star each time.

Draw12345
Heaviest star (M⊙M_\odot)

Largest ÷\div smallest = __________

Part 2 — large cluster, five draws. Set the number of stars to 20,000 and repeat.

Draw12345
Heaviest star (M⊙M_\odot)

Largest ÷\div smallest = __________

Part 3 — one sentence. Nothing about the mass function changed between Part 1 and Part 2. So why did the answer become more reproducible?

“The heaviest star settled down because ____________________________________.”

Word bank + sanity checks Word bank:

  • Initial mass function (IMF): the distribution of masses stars are born with. A property of a population, not of any one star.
  • High-mass slope α\alpha: how steeply the number of stars falls with mass. The canonical value is 2.32.3. Steeper means fewer massive stars.
  • Main-sequence turnoff: the heaviest star still shining. It falls as a cluster ages, which is how real clusters are dated.
  • Remnant: what a star leaves when its main-sequence lifetime runs out — a white dwarf, neutron star or black hole, set by its initial mass.

Key relationship:

ξ(m)∝m−α\xi(m) \propto m^{-\alpha}

Sanity checks:

  • Around 80 percent of the stars sit below 1 M⊙1\,M_\odot. If your histogram does not fall steeply to the right, check which law is selected.
  • The three tally numbers must add up to the number of stars you asked for.
  • Raising the number of stars does not change the shape of the histogram, only how closely the bars follow the smooth curve.
  • The turnoff can only fall as age rises. If it goes up, you changed something else.
  • The bars and the curve are computed separately. They should agree closely at the left-hand end and disagree visibly in the last few bins, where there are few stars.