{ "cells": [ { "cell_type": "markdown", "id": "8efd66a5-d9c0-4873-8542-7b03f66cd158", "metadata": {}, "source": [ "# Sampling distributions" ] }, { "cell_type": "markdown", "id": "c8caefd0-df8c-4757-be6e-844d6961a84d", "metadata": { "tags": [] }, "source": [ "### Notebook setup" ] }, { "cell_type": "code", "execution_count": 1, "id": "fee7a1de-830b-4e63-8a15-526bd95f30e9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m25.0.1\u001b[0m\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n", "Note: you may need to restart the kernel to use updated packages.\n" ] } ], "source": [ "# Install stats library\n", "%pip install --quiet ministats " ] }, { "cell_type": "code", "execution_count": 2, "id": "ad1db701-1cda-4156-b360-9a5ea8cd389d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<Figure size 640x480 with 0 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Figures setup\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "plt.clf() # needed otherwise `sns.set_theme` doesn't work\n", "sns.set_theme(\n", " style=\"whitegrid\",\n", " rc={'figure.figsize': (7, 2)},\n", ")\n", "# High-resolution figures please\n", "%config InlineBackend.figure_format = 'retina'\n", "\n", "def savefig(fig, filename):\n", " fig.tight_layout()\n", " fig.savefig(filename, dpi=300, bbox_inches=\"tight\", pad_inches=0)" ] }, { "cell_type": "markdown", "id": "27a16fef-02c1-407c-abd4-bd5da286b9a3", "metadata": {}, "source": [ "## Introduction" ] }, { "cell_type": "markdown", "id": "13b34d1f-565c-4c86-8755-edebbeed213c", "metadata": {}, "source": [ "## Probability models" ] }, { "cell_type": "markdown", "id": "c9d08aba-0ef0-4130-abf7-a0f4478c55c4", "metadata": {}, "source": [ "The concept of a random variable, denoted $X$, is a key building block in probability theory. The random variable $X$ is a quantity that can take on different values, and it is described by a probability distribution function $f_X$, which we use to compute the probability of different possible outcomes of the random variable $X$.\n", "\n", "When learning about random variables, readers are usually exposed to numerous formulas and equations for describing probability distributions. These math equations can be hard to understand, especially for people who haven't done math recently. Using computer models, however, makes probability concepts much more accessible. Specifically, computers give us two additional points of view of the math equations:\n", "\n", "- **Visualizations**. Plotting the probability distribution $f_X$ for the random variable $X$ gives you a visual representation of the possible values this variable can have.\n", "- **Computer-assisted calculations**. Probability calculations can be done easily using Python as a calculator." ] }, { "cell_type": "markdown", "id": "2b794591-7c44-4ab8-8033-396e65bfb563", "metadata": {}, "source": [ "### Probability model for the general population\n", "\n", "Let's now build the specific probability model we need for the analysis of the students' IQ scores.\n", "We know the IQ scores in the general population has mean $\\mu=100$ and standard deviation $\\sigma=15$.\n", "We will denote the general population as $X \\sim \\mathcal{N}(\\mu=100,\\sigma=15)$.\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "5d3b5743-5edb-4e79-b22b-e94a9807574e", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 700x200 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 185, "width": 680 } }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from scipy.stats import norm\n", "\n", "mu = 100\n", "sigma = 15\n", "rvX = norm(mu, sigma)\n", "\n", "xs = np.linspace(30, 170)\n", "ax = sns.lineplot(x=xs, y=rvX.pdf(xs));\n", "ax.set_xlabel(\"$x$\")\n", "ax.set_ylabel(\"$f_{X}$\")\n", "\n", "savefig(plt.gcf(), \"figures/samples_from_rvX_n30.png\")" ] }, { "cell_type": "markdown", "id": "f8f8de97-81a8-4eb6-b345-671ad7317b88", "metadata": {}, "source": [ "This is the distribution of IQ scores we can expect to observe for the general population." ] }, { "cell_type": "markdown", "id": "558734a4-f7a8-4c9b-aeda-0d0a2e0a2607", "metadata": {}, "source": [ "### Random samples from the general population" ] }, { "cell_type": "markdown", "id": "c2be8e52-8386-40e3-9f90-3dcf87458e39", "metadata": {}, "source": [ "We'll use the notation $\\mathbf{X} = (X_1, X_2, \\ldots, X_{30})$ to describe a *random sample* from the general population.\n", "\n", "To get a idea of what these random samples look like,\n", "we can generate $10$ samples $\\mathbf{x}_1, \\mathbf{x}_2, \\mathbf{x}_3, \\ldots, \\mathbf{x}_{10}$ of size $n=30$ from $X \\sim \\mathcal{N}(\\mu=100, \\sigma=15)$ as follows." ] }, { "cell_type": "code", "execution_count": 4, "id": "54023e14-f442-4f0e-ae61-e955c70041d8", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 800x280 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 264, "width": 783 } }, "output_type": "display_data" } ], "source": [ "np.random.seed(5)\n", "\n", "samples = [rvX.rvs(30) for i in range(10)]\n", "with plt.rc_context({\"figure.figsize\":(8,2.8)}):\n", " ax = sns.stripplot(samples, orient=\"h\", s=3, color=\"C0\", alpha=0.8, jitter=0)\n", " ax.set_xlim([70,130])\n", " for i, sample in enumerate(samples):\n", " xbar = np.mean(sample)\n", " ax.scatter(xbar, i, marker=\"D\", s=45, color=\"C1\", zorder=10)\n", "\n", "savefig(plt.gcf(), \"figures/samples_from_rvX_n30.png\")" ] }, { "cell_type": "markdown", "id": "16eccf6f-780a-46a0-b1ac-0bb6d2c99881", "metadata": {}, "source": [ "The diamond markers indicate the position of the sample means computed from each sample:\n", "$[\\overline{\\mathbf{x}}_1, \\overline{\\mathbf{x}}_2, \\overline{\\mathbf{x}}_3, \\ldots, \\overline{\\mathbf{x}}_{10}]$.\n", "\n", "\n", "In the next section we're going to talk about the distribution of the diamond shapes,\n", "which correspond to the means computed from random samples." ] }, { "cell_type": "markdown", "id": "f63ee25f-31c4-404b-87f6-de98f96ae277", "metadata": {}, "source": [ "## Sampling distributions\n", "\n", "The *sampling distribution* of the mean for samples of size $n=30$ from the general population $X \\sim \\mathcal{N}(100,15)$ is the probability distribution of the random variable $\\overline{\\mathbf{X}} = \\mathbf{Mean}(\\mathbf{X})$,\n", "where $\\mathbf{X} = (X_1, X_2, \\ldots, X_{30})$ is a *random sample* from $\\mathcal{N}(100,15)$. The sampling distribution describes the kind of means we can expect to observe if\n", "we compute the mean for a sample of size $n=30$ from the standard normal.\n", "\n", "\n", "To visualize the sampling distribution of the mean $\\overline{\\mathbf{X}} = \\texttt{mean}(\\mathbf{X})$,\n", "we can generate $N=1000$ samples from the population model:\n", "$\\mathbf{x}_1, \\mathbf{x}_2, \\mathbf{x}_3, \\ldots, \\mathbf{x}_{1000}$,\n", "then plot a histogram of the means computed from the $1000$ random samples,\n", "`xbars` = $[\\overline{\\mathbf{x}}_1, \\overline{\\mathbf{x}}_2, \\overline{\\mathbf{x}}_3, \\ldots, \\overline{\\mathbf{x}}_{1000}]$,\n", "where $\\overline{\\mathbf{x}}_j$ denotes the sample mean computed from the data in the $j$th sample,\n", "$\\overline{\\mathbf{x}}_j = \\texttt{mean}(\\mathbf{x}_j)$." ] }, { "cell_type": "code", "execution_count": 5, "id": "830f72bc-d6ff-413d-91a1-ba675c3cedf5", "metadata": {}, "outputs": [], "source": [ "N = 1000 # number of random samples\n", "n = 30 # sample size\n", "\n", "xbars = []\n", "for j in range(0, N):\n", " sample = rvX.rvs(n)\n", " xbar = np.mean(sample)\n", " xbars.append(xbar)\n", "\n", "# xbars[0:5]" ] }, { "cell_type": "code", "execution_count": 6, "id": "ae0def9b-f730-48bd-bed2-7abf20e3bb2c", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 800x280 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 262, "width": 780 } }, "output_type": "display_data" } ], "source": [ "with plt.rc_context({\"figure.figsize\":(8,2.8)}):\n", " ax = sns.histplot(xbars, color=\"C1\", bins=40, stat=\"density\")\n", " ax.set_xlim([70,130])\n", " sns.scatterplot(x=xbars, y=-0.01, color=\"C1\", marker=\"D\", alpha=0.1, ax=ax)\n", " ax.set_xlabel(\"$\\\\overline{\\\\mathbf{x}}$\")\n", " ax.set_ylabel(\"$f_{\\\\overline{\\\\mathbf{X}}}$\");\n", " savefig(plt.gcf(), \"figures/hist_sampling_dist_mean_rvX_n30_N1000.png\")" ] }, { "cell_type": "markdown", "id": "019d6799-7a98-4229-a9dc-8a38f202c202", "metadata": {}, "source": [ "The above figure shows the sampling distribution of the mean for samples of size $n=30$ from the general population model $X \\sim \\mathcal{N}(\\mu=100, \\sigma=15)$.\n", "The histogram shows the \"density of diamond shapes,\" and provides a representation of the sampling distribution of the mean $\\overline{\\mathbf{X}} = \\tt{mean}(\\mathbf{X})$.\n" ] }, { "attachments": { "e0fe8438-a861-4deb-a9a7-5ee855cc1b42.png": { "image/png": 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} }, "cell_type": "markdown", "id": "b1b04f69-8593-4627-bb79-1aef11ed347f", "metadata": {}, "source": [ "### Two ways to work with sampling distributions\n", "\n", "You can use either a math description (analytical formulas) or a computational description (simulations) for the sampling distribution. Although the two descriptions seem very different on the surface, they both describe the same underlying concept. I've compiled a little list of the key properties of the estimator $\\tt{mean}$ to show the correspondences between two types of descriptions.\n", "\n", "\n", "\n", "\n", "\n", "The two descriptions give us two different ways to do probability calculations. For example, we can visualize the sampling distribution of the estimator $\\tt{mean}$, by plotting the probability density function of the random variable $\\overline{\\mathbf{X}} = \\tt{mean}(\\mathbf{X})$ or by plotting a histogram of the values $[\\tt{mean}(\\mathbf{x}_1), \\tt{mean}(\\mathbf{x}_2), \\ldots, \\tt{mean}(\\mathbf{x}_N)]$.\n", "\n", "Suppose someone asks us to compute the probability $\\Pr(\\{ a \\leq \\overline{\\mathbf{X}} \\leq b \\})$, which describes the probability that the estimate computed from a random sample of size $n$ will be between $a$ and $b$. We can obtain the answer using the probability description by calculating the difference in the cumulative distribution function $\\Pr(\\{ a \\leq \\overline{\\mathbf{X}} \\leq b \\}) = F_{\\overline{\\mathbf{X}}}(b) - F_{\\overline{\\mathbf{X}}}(a)$. \n", "Using the computational approach, we can obtain the same probability calculating by computing the \\emph{proportion} of observations in the list $[\\tt{mean}(\\mathbf{x}_1), \\tt{mean}(\\mathbf{x}_2), \\ldots, \\tt{mean}(\\mathbf{x}_N)]$ whose values are between $a$ and $b$. \n" ] }, { "cell_type": "markdown", "id": "daa920c3-f3d4-42a8-9b19-d3873709ef2d", "metadata": {}, "source": [ "### Sampling distribution for different sample sizes" ] }, { "cell_type": "markdown", "id": "b7c0f752-4160-4e1a-9a0c-167b154247e3", "metadata": {}, "source": [ "How is the sampling distribution of the mean affected by sample size?\n", "To study this,\n", "we'll generate samples of size $n=10$, $n=30$, and $n=100$\n", "and inspect their meeans." ] }, { "cell_type": "code", "execution_count": 7, "id": "b7c549bc-0c59-4197-9739-db750ae6a79f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "<Figure size 1000x250 with 3 Axes>" ] }, "metadata": { "image/png": { "height": 233, "width": 996 } }, "output_type": "display_data" } ], "source": [ "from ministats import plot_samples_panel\n", "plot_samples_panel(rvX, xlims=[70,130])\n", "\n", "savefig(plt.gcf(), \"figures/samples_from_N10015_n10_n30_n100.png\")" ] }, { "cell_type": "markdown", "id": "feea37e5-18f3-4881-9b9d-25187788e812", "metadata": {}, "source": [ "Let's now generate 10000 samples and plot he sampling distribution of the mean for each sample size." ] }, { "cell_type": "code", "execution_count": 8, "id": "40e50cd3-9fdd-4192-9677-5240e5741843", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 1000x250 with 3 Axes>" ] }, "metadata": { "image/png": { "height": 234, "width": 997 } }, "output_type": "display_data" } ], "source": [ "from ministats import plot_sampling_dists_panel\n", "np.random.seed(47)\n", "xbarss = plot_sampling_dists_panel(rvX, xlims=[70,130], binwidth=1)\n", "\n", "savefig(plt.gcf(), \"figures/sampling_dist_of_N10015_n10_n30_n100.png\")" ] }, { "cell_type": "markdown", "id": "6db667e1-048e-4b69-a737-a9a587d51efe", "metadata": {}, "source": [ "### Central limit theorem\n", "\n", "The central limit theorem is a math formula for the sampling distribution of the mean. It is not an exact formula, but an analytical approximation that gets better and better with larger sample sizes. \n", "\n", "The formal statement of the theorem considers a random sample of size $n$ denoted $\\mathbf{X} = (X_{1}, X_{2},\\dots X_n)$, where each $X_i$ represents an independent draw from the random variable $X$. Let $\\mu$ denote the mean of the random variable $X$, and let $\\sigma$ denote the standard deviation of $X$. Then the sampling distribution of the mean $\\overline{\\mathbf{X}} = \\frac{1}{n}\\sum_{i=1}^n X_i$ will converge to a normal distribution:\n", "\n", "$$\n", " \\overline{\\mathbf{X}} \\;\\; \\to \\;\\; \\mathcal{N}\\Big(\\mu, \\tfrac{\\sigma}{\\sqrt{n}} \\Big),\n", "$$\n", "as the sample size $n$ goes to infinity.\n", "\n", "The central limit theorem tells us three important facts:\n", "\n", "- The mean of the sampling distribution $\\overline{\\mathbf{X}}$\n", " will approximately equal the population mean $\\mu$.\n", " This means, if we use the sample mean to estimate the population mean,\n", " in the long term our estimates will be accurate.\n", "- The second fact that the deviations of $\\overline{\\mathbf{X}}$\n", " from the true value $\\mu$ will be normally distributed.\n", " No matter what population $X$ we start from (not necessary normal),\n", " the sample means will be normally distributed.\n", "- The third fact is a precise math formula for the standard deviation\n", " of the sampling distribution as a function of the population\n", " standard deviation $\\sigma$ and the sample size $n$:\n", " $\\mathbf{se} = \\frac{\\sigma}{\\sqrt{n}}$.\n", "\n", "Recall the *standard error* is defined as the standard deviation of the sampling distribution." ] }, { "cell_type": "markdown", "id": "c974835b-7b80-490d-8666-728672fff710", "metadata": {}, "source": [ "### Verify central limit theorem\n", "\n", "Let's see if the standard errors of the sampling distributions for samples of size $n=10$,\n", "we have simulated are close to the formula predicted by the central limit theorem.\n", "\n", "First use simulation to find the true value of the standard error." ] }, { "cell_type": "code", "execution_count": 9, "id": "323666dc-7159-4c5f-ba07-51e54e5c16ea", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4.713454163708772" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "N = 10000\n", "xbars10 = [np.mean(rvX.rvs(10)) for j in range(0, N)] \n", "np.std(xbars10)" ] }, { "cell_type": "markdown", "id": "71f5b426-812d-45e9-bdcd-9ff4585aec0a", "metadata": {}, "source": [ "Let's compare these observations from the simulation,\n", "to the theoretical standard deviations predicted by the CLT." ] }, { "cell_type": "code", "execution_count": 10, "id": "004edeff-28ec-4aba-9807-1f104c62825e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4.743416490252569" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from math import sqrt\n", "sigma / sqrt(10)" ] }, { "cell_type": "markdown", "id": "546dced8-90ac-4559-90a8-384c3fdd7238", "metadata": {}, "source": [ "Let's now verify the predictions of the central limit theorem for samples of size $n=30$" ] }, { "cell_type": "code", "execution_count": 11, "id": "b820de70-b6e9-4976-8bf2-3c83315414da", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2.7260339953850257, 2.7386127875258306)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xbars30 = [np.mean(rvX.rvs(30)) for j in range(0, N)]\n", "np.std(xbars30), sigma/sqrt(30)" ] }, { "cell_type": "markdown", "id": "e4e4c532-81a5-40d2-9150-d09ca911a747", "metadata": {}, "source": [ "Finally,\n", "let's check the predictions for $n=100$." ] }, { "cell_type": "code", "execution_count": 12, "id": "1662bf48-c3b5-498a-9c4b-106ca3edf282", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1.4930938336228587, 1.5)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xbars100 = [np.mean(rvX.rvs(100)) for j in range(0, N)]\n", "np.std(xbars100), sigma/sqrt(100)" ] }, { "cell_type": "markdown", "id": "fabb7fdd-9292-475d-abe9-fde3f2a6be5b", "metadata": {}, "source": [ "We see there is quite close agreement between the central limit theorem formula for the standard error, and the formula gets more and more accurate for larger $n$." ] }, { "cell_type": "markdown", "id": "44a891d7-41e1-45bf-ac6f-4d47b7e413d2", "metadata": {}, "source": [ "## Conclusion" ] }, { "cell_type": "markdown", "id": "9cb8d6a8-b41e-423c-a23a-687e7a4e64ed", "metadata": {}, "source": [ "## Links" ] }, { "cell_type": "code", "execution_count": null, "id": "4db0ea0a-adb1-4b15-82e9-f7bfbb0f6190", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 5 }