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(Gamma-ray Spectroscopy) Distribution Dataset V1

@kaggle.zgnbyktanr_gamma_ray_spectroscopy_gaussdis_with_noise_1

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Computer Generated Distribution Dataset Similar to Gamma-Ray Spectroscopy

This data set is similar to gamma-ray spectroscopy data and is designed for machine-learning data analysis.
This dataset is generated by computer.

Scientific Information about Dataset

In gamma-ray spectroscopy, data is generated by capturing the number of emissions within a specific channel range of the radiation emitted by the sample. In scientific data, the sample produces photopeaks exhibiting a Gaussian distribution when statistically examined. A Gaussian distribution (Normal distribution) is a probability distribution dependent on three parameters.

  • x0 : Standard deviation
  • σ (sigma)∶ Width of the Gaussian Distribution
  • N : Number of the occurrences of the event

for more information: https://en.wikipedia.org/wiki/Normal_distribution

In Gamma Ray Spectroscopy

  • x0 = Photopeak location
  • σ (sigma) ∝ Detector resolution
  • N ∝ Activity of the sample

Co-60 Gamma-ray Spectroscopy Example

Dataset Content

cha_ : Number of radiations captured by the channel from 0 to 2000 with 10 intervals

  • cha_5 : Number of radiations captured by the channel between 0-10
  • cha_15: Number of radiations captured by the channel between 10-20
  • cha_25: Number of radiations captured by the channel between 20-30
    .
    .
    .
  • cha_n: Number of radiations captured by the channel between (n-5)-(n+5)
  • x0 : Standard deviation of the Gaussian Distribution
  • sigma : Width of the Gaussian Distribution
  • N: Number of the emission in the Gaussian Distribution range

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