{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Regression kink design with `pymc` models" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "\n", "import causalpy as cp" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "%config InlineBackend.figure_format = 'retina'\n", "seed = 42\n", "rng = np.random.default_rng(seed)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The {term}`Regression kink design` should be analysed by a piecewise continuous function. That is:\n", "* We want a function which can capture the data to the left and to the right of the kink point.\n", "* We want a piecewise function with one breakpoint or kink point\n", "* The function should be continuous at the kink point\n", "\n", "An example of such a function would be a piecewise continuous polynomial:\n", "\n", "$$\n", "\\mu = \\beta_0 + \\beta_1 \\cdot x + \\beta_2 \\cdot x^2 + \\beta_3 \\cdot (x-k) \\cdot t + \\beta_4 \\cdot (x-k)^2 \\cdot t\n", "$$\n", "\n", "Where:\n", "* $\\beta$'s are the unknown parameters,\n", "* $x$ is the running variable,\n", "* $t$ is an indicator variable which is $1$ if $x \\geq k$, and $0$ otherwise,\n", "* $k$ is the value of $x$ at the kink point.\n", "\n", "We can visualise what these functions look like by plotting a number of them with randomly chosen $\\beta$ coefficients, but all with a kink point at $0.5$.\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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9ts1/iHzyySdq1qyZfv755+RQfNddd+nVV19VWFhYckA/e/asFixYoClTptiE+uHDh6tWrVry9/d35McEAECGIQeljhxEDnLUV199lWLbo48+6oJOAAD2IgeljhxEDrJXbGysvv76a7399ts225955hk98sgjLuoKAGAvslDqyEJkISlpoPKTTz5Jft24cWPVrFnThR0BADISOSh15CBy0FWnTp1StWrVUv0QgCTlzp1bDz74oFq3bq0HHnggk7sDXIfheQAeZ/LkyTp37pzNtqZNm9pVW6dOHXXt2lWVK1e+6T4+Pj4qVaqUSpUqpeeff14jRozQvHnzbM7fqFEj+fj4ONT3b7/9Jj8/Pw0bNkzPPvtsiq/nz59fbdq00YMPPqgXXnhBly9flpT06KCvv/5a/fr1u+Xxx44da/OYJx8fH40ZMybFz8bX11f333+/7r//ftWvX19du3ZVbGzsLR9LlJrFixcnh9OratWqpcmTJyeH/aty586t5s2bq2HDhnrrrbdsVrfasGGDvvjiC7Vu3druc//xxx+SpDJlymjmzJkqWLCgzdeDgoLUsGFDVatWTc8++6z+++8/SVJ8fLzGjh2rTZs2SZKaNGmi0aNHpwi6efPmVfv27VWhQgW1adMm+VPGx48f19q1a1WvXj27ewUAICORg1JHDrqGHHR7R44cSTE8/8gjj6hw4cIu6ggAYA9yUOrIQdeQg6QlS5bowoULya/j4+N18eJFHTp0SL/88kuKx7c/88wzGj58eCZ3CQBIC7JQ6shC13hrFjLGaPDgwYqLi5MkhYSEqG/fvi7uCgCQkchBqSMHXeOtOeiquLi45CyUmvPnz2vp0qVaunSpqlevrvHjx/OeGLyCY3+1ASALi4yM1KhRo2xWDpCSHsXUqlUru47RunXrW4biGwUEBGj48OGqXr168rZ//vlH69evt/sY1+vVq1eqofh65cqVU5cuXWy2/fTTT7esOXnypBYsWGCzrXv37rf9D4awsLA0P2Lqgw8+sHl99913a+rUqSlC8fUCAwP1zjvv6P7777fZPmPGjFsGudTkypUr1VB8vfz586tHjx4229auXavY2FhVrVpV48aNu+UnRKtXr66nn37aZtvtfhcAADgDOejmyEGpIwelLi4uTn379lVsbGzyNl9fX/Xs2dOFXQEAboUcdHPkoNR5cw6aPHmyhg4dmvy/kSNHavLkyVqyZEny4LxlWapWrZpmzpyp0aNHy8+PNZgAICsjC90cWSh13paFvvrqK/3222/Jr3v06KF8+fK5sCMAQEYhB90cOSh13paD0mLr1q1q2rSpNm/e7OpWAKfjricAt3Dq1KkUqz9KUkJCgi5cuKD9+/drw4YNyZ+0vCpXrlz64IMPFBgY6LTeLMtShw4dtHXr1uRtmzdvVlhYmEPHufvuu/Xyyy/bte8zzzyjd955R/Hx8ZKk//77T2fOnLnpzZ758+cnf/JRkkqUKKH27dvbda6mTZtq3rx52r59u137S9KmTZt06NAhm22DBw9WUFDQbWsDAgI0bNgwNW/eXMYYSUm//2XLlumpp56yu4fOnTvfMhRf9cQTT2jw4MGKiYmx2T5w4EC7PhncpEkTfffdd8mvHf30LQAAt0MOskUOuj1yUNqNHz9eO3futNnWtm1blStXzkUdAYB3IwfZIgfdHjko/cqVK6cnn3zSoeEBAIBzkIVskYVujyxk69SpU3rnnXeSX5cvX14tW7Z0YUcAAHuRg2yRg26PHJRS9uzZ9dBDD6lWrVoqV66c7rzzToWEhCghIUHnz5/XH3/8oXXr1mnhwoW6cuVKcl1ERIS6dOmiOXPmqGzZsi78DgDnYngegFs4evSohg4d6lBNjRo1NGrUKBUvXtw5TV2nUqVKNq9vHLixx3PPPSfLsuzaN1euXCpZsqQOHDiQvO3IkSM3DcarVq2yed2iRYtbflryRi+++KJDwXjt2rU2r8uUKaMaNWrYXX/vvfeqWrVqNv+xsXbtWruDsa+vr5o3b27XvkFBQbr77rttAm358uV1zz332FVfoUIFm9dHjx5VYmKiw4/kAgDgZshBtshBt0YOSrv58+frs88+s9l23333qXv37i7qCABADrJFDro1clDG+PPPPzV8+HBNmjRJPXv21PPPP+/qlgDAa5GFbJGFbo0slNLIkSN16dIlSZKPj4+GDRuW5XoEAKSOHGSLHHRr5CBb2bNn19ChQ9WkSRPlyJEj1X2CgoJUpEgR1atXT926dVO/fv20bt265K9HRkbq9ddf1+LFix36/w7gThieB+BxgoKCNHr0aDVs2DBDjhcdHa2DBw/q9OnTunz5sqKjo5WYmHjLmpMnTzp8nusf62SP4sWL2wTjixcvprrf1f6v99hjjzl0rrp168rX19fmk6m3cv3jDyXp8ccfd+h8UtKnPa8Pxjce81bKlCmjnDlz2r1/4cKFbYJx1apV7a4NDg5Wzpw5k3/+iYmJioyMdOj8AABkFHKQLXLQ7ZGDkqxduzbFjfh8+fJp8uTJCggIcE1TAACHkINskYNuzxtz0I2PEo+OjlZERIT+/PNPrV27Vj/88IOioqIkJf1/a8iQIdq/f7+GDBniinYBAA4gC9kiC92ep2ehVatWadmyZcmvX3zxRZUvX96FHQEAnIUcZIscdHuenoPy5Mnj0NN28uXLpxkzZqh79+42+envv//WvHnz9OKLLzqjTcDlGJ4H4HGio6PVv39/xcXF6emnn07TMcLDw/Xtt99q6dKlOnTo0G2D8I1uFlJvpWjRog7tf+OnAyMjI1Pd7+DBg8mPbpKSPmFYokQJh84VFBSkEiVK6PDhw3btv3//fpvXabkZdWPNv//+q6ioKGXPnv22tUWKFHHoXDceMy311//OL1++nKWCMQDAe5CDbJGDbo8clHQDtnv37jb/XwkJCdHMmTNVrFgxF3YGAHAEOcgWOej2yEFJv+OgoCAVLlxYdevWVZcuXdSvXz9t2LAheZ85c+aoVKlSatWqlQs7BQDcDlnIFlno9jw5C12+fFkjRoxIfp0/f36eLAgAHowcZIscdHuenIPSyrIsjR8/Xr///rvCw8OTt8+ZM4fheXgshucBuIXq1avr888/t9lmjFFkZKSOHDmiVatW6YsvvkgOh9HR0erTp4/8/PzUqFEju89jjNGMGTM0bdo0RUdHp7nfy5cvO1wTEhLi0P6+vr42r28W3iMiImxeFylSxO5HP12vaNGidgXj2NjYFD87R0O/pFQHlS5cuGBXME7vzzI4ODhd9fZ++hYAAHuQg1IiB90cOcgx+/bt06uvvmrzewsMDNT06dPtfkQnAMB5yEEpkYNujhyUfgUKFNC0adPUvn17m9XeJk6cqCZNmrj9G8EA4G7IQimRhW6OLHTNe++9pxMnTiS/7tevn8M/HwCAa5GDUiIH3Rw5KGMEBgaqQ4cOGjVqVPK2Q4cO6eTJkypcuLALOwOcw8fVDQBAWlmWpZCQEFWsWFE9evTQ4sWLdffddyd/3RijAQMG2P1JSEkaOHCg3nnnnXSF4qvndlRawqo9Ll26ZPPa0dB3lb1h88KFCym2peWcqZ0vtWOnJr0/S2f9LgAAyCjkIPuQgxznTTno6NGjat++vc3P1t/fX5MnT3boEZ0AgMxFDrIPOchx3pSDbiUgIEDDhg2Tj8+1t4+ioqK0cOFCF3YFALiKLGQfspDjPCUL7dmzR1988UXy64ceesihIUoAQNZFDrIPOchxnpKDMsKjjz6aYtuuXbtc0AngfKw8D8BjFCpUSB9++KGeeeaZ5E9SRkdHa8CAAfrqq69uG3YWLFigb775xmZb9uzZ9eSTT6p69eoqWbKkChYsqODgYGXLlk1+frZ/QsuWLZuh34+zpDX0pSXsp+echFMAAOxHDrIPOQhXnThxQm3bttWZM2eSt/n4+Gj8+PEKCwtzYWcAAEeRg+xDDoIjSpYsqYoVK+q3335L3rZlyxa1bt3ahV0BAFJDFrIPWch7TJkyJXn114CAAA0ZMsTFHQEAnIUcZB9yEBxRvHhxZcuWTTExMcnbzp4968KOAOdheB6ARylWrJj69Omjfv36JW/77bfftGjRIjVu3PimdcYYvffeezbbHnzwQU2aNEm5c+e+7XnT8gimzHLjpzNv/JSpva4+7up2QkNDU2xLyzkvXrxo17EBAEASclBK5CCk5syZM2rbtq3N47slafjw4WrYsKGLugIApAc5KCVyENLrnnvusRmeP3bsmAu7AQDcClkoJbKQ97r+/5exsbF64okn0nysl156yeZ10aJFtWrVqjQfDwCQ8chBKZGDkF6hoaE6depU8uvUfjeAJ/C5/S4A4F6aN2+u++67z2bb5MmTFR8ff9OaPXv22AzP5MyZU5MnT7YrFEvS+fPn09ZsJsiVK5fN6xMnTqTpE6LHjx+3a7+AgABlz549TbXXS+0NOYIxAAC3Rg6yRQ7CjSIiItS2bVsdPXrUZnu/fv3UokUL1zQFAMgQ5CBb5CCk141vtqf3EfYAAOciC9kiCwEA4D3IQbbIQUivGz/8cOM9IsBTMDwPwCN1797d5vU///yjH3744ab779+/3+Z1WFiYQyFs9+7djjWYiUqXLm3z+KioqKgUw0K3Ex0d7VBNmTJlbF7v2bPHofOlVlO8ePEUgRsAAKREDrqGHITrRUZGqkOHDjpw4IDN9tdff11t2rRxTVMAgAxFDrqGHIT0uvrI+6vy5MnjmkYAAHYjC11DFgIAwLuQg64hByE9wsPDUyygwD0heCqG5wF4pLCwMFWoUMFm24cffqiEhIRU9z937pzN6yJFijh0vtWrVzvWYCYKCgpS6dKlbbatXLnSoWOsWrXqpj+71FSuXNnm9fLlyx06nyQtW7bslscEAACpIwddQw7CVTExMercuXOKG9rt2rVT165dXdQVACCjkYOuIQchvW5807pAgQIu6gQAYC+y0DVkIe/Vpk0bDR061OH/vfHGG7c9Vmr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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 511, "width": 1511 } }, "output_type": "display_data" } ], "source": [ "def f(x, beta, kink):\n", " return (\n", " beta[0]\n", " + beta[1] * x\n", " + beta[2] * x**2\n", " + beta[3] * (x - kink) * (x >= kink)\n", " + beta[4] * (x - kink) ** 2 * (x >= kink)\n", " )\n", "\n", "\n", "def gradient_change(beta, kink, epsilon=0.01):\n", " gradient_left = (f(kink, beta, kink) - f(kink - epsilon, beta, kink)) / epsilon\n", " gradient_right = (f(kink + epsilon, beta, kink) - f(kink, beta, kink)) / epsilon\n", " gradient_change = gradient_right - gradient_left\n", " return gradient_change\n", "\n", "\n", "x = np.linspace(-1, 1, 1000)\n", "kink = 0.5\n", "cols = 5\n", "\n", "fig, ax = plt.subplots(2, cols, sharex=True, sharey=True, figsize=(15, 5))\n", "\n", "for col in range(cols):\n", " beta = rng.random(5)\n", " ax[0, col].plot(x, f(x, beta, kink), lw=3)\n", " ax[1, col].plot(x, np.gradient(f(x, beta, kink), x), lw=3)\n", " ax[0, col].set(title=f\"Random {col+1}\")\n", " ax[1, col].set(xlabel=\"x\")\n", "\n", "ax[0, 0].set(ylabel=\"$y = f(x)$\")\n", "ax[1, 0].set(ylabel=r\"$\\frac{dy}{dx}$\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The idea of regression kink analysis is to fit a suitable function to data and to estimate whether there is a change in the gradient of the function at the kink point." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below we will generate a number of datasets and run through how to conduct the regression kink analysis. We will use a function to generate simulated datasets with the properties we want." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def generate_data(beta, kink, sigma=0.05, N=50):\n", " if beta is None:\n", " beta = rng.random(5)\n", " x = rng.uniform(-1, 1, N)\n", " y = f(x, beta, kink) + rng.normal(0, sigma, N)\n", " df = pd.DataFrame({\"x\": x, \"y\": y, \"treated\": x >= kink})\n", " return df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 1 - continuous piecewise linear function\n", "In this example we'll stick to a simple continuous piecewise function." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "kink = 0.5\n", "# linear function with gradient change of 2 at kink point\n", "beta = [0, -1, 0, 2, 0]\n", "sigma = 0.05\n", "df = generate_data(beta, kink, sigma=sigma)\n", "\n", "fig, ax = plt.subplots()\n", "ax.scatter(df[\"x\"], df[\"y\"], alpha=0.5)\n", "ax.axvline(kink, color=\"red\", linestyle=\"--\")\n", "ax.set(title=f\"Change in gradient at kink point: {gradient_change(beta, kink):.2f}\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use the regular `cp.pymc_models.LinearRegression` model and enforce the continuous piecewise nature by cleverly specifying a design matrix via the `formula` input.\n", "\n", "In this example, setting the formula to `\"y ~ 1 + x + I((x-0.5)*treated)\"` (where the 0.5 is the kink point) equates to the following model:\n", "\n", "$$\n", "\\mu = \\beta_0 + \\beta_1 \\cdot x + \\beta_3 \\cdot (x-k) \\cdot t\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{note}\n", "The change in gradient either side of the kink point is evaluated numerically. The `epsilon` parameter determines the distance either side of the kink point that is used in this change in gradient calculation.\n", ":::" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [beta, sigma]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5b79d08e6db04f9a88225ded2871ca82", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "result1 = cp.RegressionKink(\n", " df,\n", " formula=f\"y ~ 1 + x + I((x-{kink})*treated)\",\n", " model=cp.pymc_models.LinearRegression(sample_kwargs={\"random_seed\": seed}),\n", " kink_point=kink,\n", " epsilon=0.1,\n", ")\n", "\n", "fig, ax = result1.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want to plot the posterior distribution of the inferred gradient change, you can do it as follows." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "ax = az.plot_posterior(result1.gradient_change, ref_val=gradient_change(beta, kink))\n", "ax.set(title=\"Gradient change\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We know that the correct gradient change is 2, and that we have correctly recovered it as the posterior distribution is centred around 2." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also ask for summary information:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " ================================Regression Kink=================================\n", " Formula: y ~ 1 + x + I((x-0.5)*treated)\n", " Running variable: x\n", " Kink point on running variable: 0.5\n", "\n", " Results:\n", " Change in slope at kink point = 1.9\n", " \n", "Model coefficients:\n", " Intercept -0.0058, 94% HDI [-0.018, 0.0063]\n", " x -0.99, 94% HDI [-1, -0.96]\n", " I((x - 0.5) * treated) 1.9, 94% HDI [1.8, 2.1]\n", " sigma 0.039, 94% HDI [0.032, 0.047]\n" ] } ], "source": [ "result1.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 2 - continuous piecewise polynomial function\n", "\n", "Now we'll introduce some nonlinearity into the mix.\n", "\n", "In this example, we're going to have a 2nd order polynomial on either side of the kink point. So the model can be defined as:\n", "\n", "$$\n", "\\mu = \\beta_0 + \\beta_1 \\cdot x + \\beta_2 \\cdot x^2 + \\beta_3 \\cdot (x-k) \\cdot t + \\beta_4 \\cdot (x-k)^2 \\cdot t\n", "$$\n", "\n", "While it's a bit verbose, we can implement this in a [patsy](https://patsy.readthedocs.io/en/latest/index.html) formula as so:\n", "\n", "> `y ~ 1 + x + np.power(x, 2) + I((x-0.5)*treated) + I(np.power((x-0.5), 2)*treated)` \n", "\n", "where the 0.5 is the kink point." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "kink = 0.5\n", "# quadratic function going from 1*x^2 on the left of the kink point, to 1*x^2 -\n", "# 1*(x-kink) - 5*(x-kink)^2 to the right of the kink point\n", "beta = [0, 0, 1, -1, -5]\n", "df = generate_data(beta, kink, N=200, sigma=sigma)\n", "\n", "fig, ax = plt.subplots()\n", "ax.scatter(df[\"x\"], df[\"y\"], alpha=0.5)\n", "ax.axvline(kink, color=\"red\", linestyle=\"--\")\n", "ax.set(title=f\"Change in gradient at kink point: {gradient_change(beta, kink):.2f}\");" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [beta, sigma]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "91f483ff22a24e8fbe2cecfcb1586e4f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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\n" ], "text/plain": [ "\n" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 3 seconds.\n", "Sampling: [beta, sigma, y_hat]\n", "Sampling: [y_hat]\n", "Sampling: [y_hat]\n", "Sampling: [y_hat]\n", "Sampling: [y_hat]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "formula = f\"y ~ 1 + x + np.power(x, 2) + I((x-{kink})*treated) + I(np.power(x-{kink}, 2)*treated)\"\n", "\n", "result2 = cp.RegressionKink(\n", " df,\n", " formula=formula,\n", " model=cp.pymc_models.LinearRegression(sample_kwargs={\"random_seed\": seed}),\n", " kink_point=kink,\n", " epsilon=0.01,\n", ")\n", "\n", "fig, ax = result2.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also evaluate the posterior distribution of the parameters and see how they match up with the true values." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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