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Random Stochastic Distributions

Explore common stochastic distributions for EDA and modeling.

@kaggle.joebeachcapital_random_stochastic_distributions

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About this Dataset

Random Stochastic Distributions

The "Random Stochastic Distributions" dataset is a collection of random numbers generated from various common stochastic distributions. The dataset was created by sampling random values from distributions such as Normal, Uniform, Exponential, Gamma, Poisson, Binomial, Geometric, Lognormal, Beta, and Negative Binomial. Each distribution has its own set of parameters, providing a diverse range of data patterns.

This Notebook shows how the data was generated, and also includes an EDA.

Note: It's important to mention that the dataset was generated for educational and exploratory purposes, and while it provides representative samples from the specified distributions, it does not cover the entire parameter space or represent real-world data distributions in all contexts.

Tables

Beta Distribution

@kaggle.joebeachcapital_random_stochastic_distributions.beta_distribution
  • 97.62 KB
  • 1000 rows
  • 10 columns
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CREATE TABLE beta_distribution (
  "beta_1" DOUBLE,
  "beta_2" DOUBLE,
  "beta_3" DOUBLE,
  "beta_4" DOUBLE,
  "beta_5" DOUBLE,
  "beta_6" DOUBLE,
  "beta_7" DOUBLE,
  "beta_8" DOUBLE,
  "beta_9" DOUBLE,
  "beta_10" DOUBLE
);

Binomial Distribution

@kaggle.joebeachcapital_random_stochastic_distributions.binomial_distribution
  • 12.82 KB
  • 1000 rows
  • 10 columns
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CREATE TABLE binomial_distribution (
  "binomial_1" BIGINT,
  "binomial_2" BIGINT,
  "binomial_3" BIGINT,
  "binomial_4" BIGINT,
  "binomial_5" BIGINT,
  "binomial_6" BIGINT,
  "binomial_7" BIGINT,
  "binomial_8" BIGINT,
  "binomial_9" BIGINT,
  "binomial_10" BIGINT
);

Exponential Distribution

@kaggle.joebeachcapital_random_stochastic_distributions.exponential_distribution
  • 98.24 KB
  • 1000 rows
  • 10 columns
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CREATE TABLE exponential_distribution (
  "exponential_1" DOUBLE,
  "exponential_2" DOUBLE,
  "exponential_3" DOUBLE,
  "exponential_4" DOUBLE,
  "exponential_5" DOUBLE,
  "exponential_6" DOUBLE,
  "exponential_7" DOUBLE,
  "exponential_8" DOUBLE,
  "exponential_9" DOUBLE,
  "exponential_10" DOUBLE
);

Gamma Distribution

@kaggle.joebeachcapital_random_stochastic_distributions.gamma_distribution
  • 97.7 KB
  • 1000 rows
  • 10 columns
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CREATE TABLE gamma_distribution (
  "gamma_1" DOUBLE,
  "gamma_2" DOUBLE,
  "gamma_3" DOUBLE,
  "gamma_4" DOUBLE,
  "gamma_5" DOUBLE,
  "gamma_6" DOUBLE,
  "gamma_7" DOUBLE,
  "gamma_8" DOUBLE,
  "gamma_9" DOUBLE,
  "gamma_10" DOUBLE
);

Geometric Distribution

@kaggle.joebeachcapital_random_stochastic_distributions.geometric_distribution
  • 12.9 KB
  • 1000 rows
  • 10 columns
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CREATE TABLE geometric_distribution (
  "geometric_1" BIGINT,
  "geometric_2" BIGINT,
  "geometric_3" BIGINT,
  "geometric_4" BIGINT,
  "geometric_5" BIGINT,
  "geometric_6" BIGINT,
  "geometric_7" BIGINT,
  "geometric_8" BIGINT,
  "geometric_9" BIGINT,
  "geometric_10" BIGINT
);

Lognormal Distribution

@kaggle.joebeachcapital_random_stochastic_distributions.lognormal_distribution
  • 98.05 KB
  • 1000 rows
  • 10 columns
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CREATE TABLE lognormal_distribution (
  "lognormal_1" DOUBLE,
  "lognormal_2" DOUBLE,
  "lognormal_3" DOUBLE,
  "lognormal_4" DOUBLE,
  "lognormal_5" DOUBLE,
  "lognormal_6" DOUBLE,
  "lognormal_7" DOUBLE,
  "lognormal_8" DOUBLE,
  "lognormal_9" DOUBLE,
  "lognormal_10" DOUBLE
);

Negative Binomial Distribution

@kaggle.joebeachcapital_random_stochastic_distributions.negative_binomial_distribution
  • 15.22 KB
  • 1000 rows
  • 10 columns
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CREATE TABLE negative_binomial_distribution (
  "negative_binomial_1" BIGINT,
  "negative_binomial_2" BIGINT,
  "negative_binomial_3" BIGINT,
  "negative_binomial_4" BIGINT,
  "negative_binomial_5" BIGINT,
  "negative_binomial_6" BIGINT,
  "negative_binomial_7" BIGINT,
  "negative_binomial_8" BIGINT,
  "negative_binomial_9" BIGINT,
  "negative_binomial_10" BIGINT
);

Normal Distribution

@kaggle.joebeachcapital_random_stochastic_distributions.normal_distribution
  • 97.81 KB
  • 1000 rows
  • 10 columns
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CREATE TABLE normal_distribution (
  "normal_1" DOUBLE,
  "normal_2" DOUBLE,
  "normal_3" DOUBLE,
  "normal_4" DOUBLE,
  "normal_5" DOUBLE,
  "normal_6" DOUBLE,
  "normal_7" DOUBLE,
  "normal_8" DOUBLE,
  "normal_9" DOUBLE,
  "normal_10" DOUBLE
);

Poisson Distribution

@kaggle.joebeachcapital_random_stochastic_distributions.poisson_distribution
  • 11.35 KB
  • 1000 rows
  • 10 columns
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CREATE TABLE poisson_distribution (
  "poisson_1" BIGINT,
  "poisson_2" BIGINT,
  "poisson_3" BIGINT,
  "poisson_4" BIGINT,
  "poisson_5" BIGINT,
  "poisson_6" BIGINT,
  "poisson_7" BIGINT,
  "poisson_8" BIGINT,
  "poisson_9" BIGINT,
  "poisson_10" BIGINT
);

Random Dataset1

@kaggle.joebeachcapital_random_stochastic_distributions.random_dataset1
  • 631.8 KB
  • 1000 rows
  • 100 columns
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CREATE TABLE random_dataset1 (
  "normal_1" DOUBLE,
  "normal_2" DOUBLE,
  "normal_3" DOUBLE,
  "normal_4" DOUBLE,
  "normal_5" DOUBLE,
  "normal_6" DOUBLE,
  "normal_7" DOUBLE,
  "normal_8" DOUBLE,
  "normal_9" DOUBLE,
  "normal_10" DOUBLE,
  "uniform_1" DOUBLE,
  "uniform_2" DOUBLE,
  "uniform_3" DOUBLE,
  "uniform_4" DOUBLE,
  "uniform_5" DOUBLE,
  "uniform_6" DOUBLE,
  "uniform_7" DOUBLE,
  "uniform_8" DOUBLE,
  "uniform_9" DOUBLE,
  "uniform_10" DOUBLE,
  "exponential_1" DOUBLE,
  "exponential_2" DOUBLE,
  "exponential_3" DOUBLE,
  "exponential_4" DOUBLE,
  "exponential_5" DOUBLE,
  "exponential_6" DOUBLE,
  "exponential_7" DOUBLE,
  "exponential_8" DOUBLE,
  "exponential_9" DOUBLE,
  "exponential_10" DOUBLE,
  "gamma_1" DOUBLE,
  "gamma_2" DOUBLE,
  "gamma_3" DOUBLE,
  "gamma_4" DOUBLE,
  "gamma_5" DOUBLE,
  "gamma_6" DOUBLE,
  "gamma_7" DOUBLE,
  "gamma_8" DOUBLE,
  "gamma_9" DOUBLE,
  "gamma_10" DOUBLE,
  "poisson_1" BIGINT,
  "poisson_2" BIGINT,
  "poisson_3" BIGINT,
  "poisson_4" BIGINT,
  "poisson_5" BIGINT,
  "poisson_6" BIGINT,
  "poisson_7" BIGINT,
  "poisson_8" BIGINT,
  "poisson_9" BIGINT,
  "poisson_10" BIGINT,
  "binomial_1" BIGINT,
  "binomial_2" BIGINT,
  "binomial_3" BIGINT,
  "binomial_4" BIGINT,
  "binomial_5" BIGINT,
  "binomial_6" BIGINT,
  "binomial_7" BIGINT,
  "binomial_8" BIGINT,
  "binomial_9" BIGINT,
  "binomial_10" BIGINT,
  "geometric_1" BIGINT,
  "geometric_2" BIGINT,
  "geometric_3" BIGINT,
  "geometric_4" BIGINT,
  "geometric_5" BIGINT,
  "geometric_6" BIGINT,
  "geometric_7" BIGINT,
  "geometric_8" BIGINT,
  "geometric_9" BIGINT,
  "geometric_10" BIGINT,
  "lognormal_1" DOUBLE,
  "lognormal_2" DOUBLE,
  "lognormal_3" DOUBLE,
  "lognormal_4" DOUBLE,
  "lognormal_5" DOUBLE,
  "lognormal_6" DOUBLE,
  "lognormal_7" DOUBLE,
  "lognormal_8" DOUBLE,
  "lognormal_9" DOUBLE,
  "lognormal_10" DOUBLE,
  "beta_1" DOUBLE,
  "beta_2" DOUBLE,
  "beta_3" DOUBLE,
  "beta_4" DOUBLE,
  "beta_5" DOUBLE,
  "beta_6" DOUBLE,
  "beta_7" DOUBLE,
  "beta_8" DOUBLE,
  "beta_9" DOUBLE,
  "beta_10" DOUBLE,
  "negative_binomial_1" BIGINT,
  "negative_binomial_2" BIGINT,
  "negative_binomial_3" BIGINT,
  "negative_binomial_4" BIGINT,
  "negative_binomial_5" BIGINT,
  "negative_binomial_6" BIGINT,
  "negative_binomial_7" BIGINT,
  "negative_binomial_8" BIGINT,
  "negative_binomial_9" BIGINT,
  "negative_binomial_10" BIGINT
);

Uniform Distribution

@kaggle.joebeachcapital_random_stochastic_distributions.uniform_distribution
  • 97.89 KB
  • 1000 rows
  • 10 columns
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CREATE TABLE uniform_distribution (
  "uniform_1" DOUBLE,
  "uniform_2" DOUBLE,
  "uniform_3" DOUBLE,
  "uniform_4" DOUBLE,
  "uniform_5" DOUBLE,
  "uniform_6" DOUBLE,
  "uniform_7" DOUBLE,
  "uniform_8" DOUBLE,
  "uniform_9" DOUBLE,
  "uniform_10" DOUBLE
);

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