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@csbrown
Created July 27, 2021 20:32
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{
"cells": [
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import scipy.stats as stats\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"def explore_t_approx_for_dist(dist, n, sampling_dist_n, figsize=(12,12)):\n",
" fig, axes = plt.subplots(4, figsize=figsize)\n",
" plt.subplots_adjust(hspace=0.5)\n",
" samples = np.stack([dist.rvs(size=n) for i in range(sampling_dist_n)])\n",
" \n",
" pop_mean = np.mean(samples)\n",
" pop_std = np.std(samples)\n",
" \n",
" # pop stuff\n",
" x = np.linspace(pop_mean - 5*pop_std, pop_mean + 5*pop_std, 200) # contains 24/25 ~ 96% of data by chebyshev\n",
" axes[0].plot(x, dist.pdf(x))\n",
" \n",
" norm_dist = stats.norm(loc = pop_mean, scale = pop_std)\n",
" axes[0].plot(x, norm_dist.pdf(x), c='r')\n",
" axes[0].set_title(\"pop distribution vs normal\")\n",
" \n",
" \n",
" # mean stuff\n",
" sample_means = samples.mean(axis=1)\n",
" sample_mean_sampling_dist_estimate = stats.gaussian_kde(sample_means)\n",
" \n",
" xbar = np.linspace(pop_mean - 4*pop_std, pop_mean + 4*pop_std, 200)\n",
" axes[1].plot(xbar, sample_mean_sampling_dist_estimate(xbar))\n",
"\n",
" CLT_mean_sampling_dist = stats.norm(loc = pop_mean, scale = pop_std/np.sqrt(n))\n",
" axes[1].plot(xbar, CLT_mean_sampling_dist.pdf(x), c='r', linewidth=1)\n",
" axes[1].set_title(\"sample mean sampling distribution\")\n",
" \n",
" # variance stuff\n",
" sample_stds = samples.std(axis=1)\n",
" sample_variance_sampling_dist_estimate = stats.gaussian_kde(sample_stds**2)\n",
" \n",
" variance_sampling_dist_mean = pop_std*(n-1)/n\n",
" variance_sampling_dist_std = np.sqrt(pop_std**4/n**2*2*(n-1))\n",
" \n",
" ss = np.linspace(0, variance_sampling_dist_mean + 3 * variance_sampling_dist_std, 200)\n",
" axes[2].plot(ss, sample_variance_sampling_dist_estimate(ss))\n",
"\n",
" CLT_variance_sampling_dist = stats.chi2(n-1)\n",
" axes[2].plot(ss, n/pop_std**2 * CLT_variance_sampling_dist.pdf(ss * n/pop_std**2), c='r')\n",
" axes[2].set_title(\"sample variance sampling distribution\")\n",
" \n",
" # t_dist stuff\n",
" t_stats = (sample_means - pop_mean)/(sample_stds / np.sqrt(n))\n",
" t_stat_dist_estimate = stats.gaussian_kde(t_stats)\n",
" \n",
" t = np.linspace(-4, 4, 200)\n",
" axes[3].plot(t, t_stat_dist_estimate(t))\n",
"\n",
" t_dist = stats.t(n-1)\n",
" axes[3].plot(t, t_dist.pdf(t), c='r', linewidth=1)\n",
" axes[3].set_title(\"t dist sampling distribution\")\n",
" \n",
" fig.legend([\"actual\", \"theoretical\"])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"mu = 1\n",
"s = 0.5\n",
"norm_dist = stats.norm(loc=mu, scale=s)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x864 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"explore_t_approx_for_dist(norm_dist, 10, 1000, figsize=(12,12))"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"alpha, beta = 0.5, 0.5\n",
"beta_dist = stats.beta(alpha, beta)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"explore_t_approx_for_dist(beta_dist, 10, 1000, figsize=(12,12))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"alpha, beta = 0, 1\n",
"uniform_dist = stats.uniform(alpha, beta)\n",
"explore_t_approx_for_dist(uniform_dist, 10, 1000, figsize=(12,12))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"l = 1\n",
"expon_dist = stats.expon(scale=1/l)\n",
"explore_t_approx_for_dist(expon_dist, 10, 1000, figsize=(12,12))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"beta, alpha = 1, 5\n",
"weibull_dist_low_skew = stats.exponweib(1, alpha, scale=beta)\n",
"explore_t_approx_for_dist(weibull_dist_low_skew, 10, 1000, figsize=(12,12))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"beta, alpha = 1, 1\n",
"weibull_dist_med_skew = stats.exponweib(1, alpha, scale=beta)\n",
"explore_t_approx_for_dist(weibull_dist_med_skew, 10, 1000, figsize=(12,12))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"beta, alpha = 1, 0.5\n",
"weibull_dist_high_skew = stats.exponweib(1, alpha, scale=beta)\n",
"explore_t_approx_for_dist(weibull_dist_high_skew, 10, 1000, figsize=(12,12))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"beta, alpha = 1, 0.1\n",
"weibull_dist_extreme_skew = stats.exponweib(1, alpha, scale=beta)\n",
"explore_t_approx_for_dist(weibull_dist_extreme_skew, 10, 1000, figsize=(12,12))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.9"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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