{ "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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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 469, "width": 1230 } }, "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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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 434, "width": 567 } }, "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": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [beta, y_hat_sigma]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9b80697bc05f4f0fb3fc4be76b8698a1", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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      ],
      "text/plain": []
     },
     "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 1 seconds.\n",
      "Sampling: [beta, y_hat, y_hat_sigma]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n"
     ]
    },
    {
     "data": {
      "image/png": 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       "
" ] }, "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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" ] }, "metadata": { "image/png": { "height": 438, "width": 516 } }, "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", " y_hat_sigma 0.039, 94% HDI [0.032, 0.047]\n" ] } ], "source": [ "result1.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For Regression Kink, the `effect_summary()` method provides a decision-ready report of the change in gradient (slope) at the kink point:\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
metricmeanmedianHDI_lowerHDI_upperP(effect>0)
0gradient_change1.9324311.9325591.7488252.0931.0
\n", "
" ], "text/plain": [ " metric mean median HDI_lower HDI_upper P(effect>0)\n", "0 gradient_change 1.932431 1.932559 1.748825 2.093 1.0" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats1 = result1.effect_summary()\n", "stats1.table" ] }, { "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": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 434, "width": 559 } }, "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": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [beta, y_hat_sigma]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2e6fcccd110845f18f2c5e4fff9c7ca4", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "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 1 seconds.\n",
      "Sampling: [beta, y_hat, y_hat_sigma]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
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       "
" ] }, "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": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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HDlVUVJQWLVqklJSUPK9NT0/XokWL1LlzZz344IPKzs4u9Lr79u1Tu3btNGXKFLd3LVm6dKkaN26se++9Vxs3biwwjxMnTujDDz9Ut27ddPTo0QLvn5KSonHjxql9+/aaN2+ezp8/n+e12dnZWrFihQYMGKARI0bk+/4VJDY2Vr1799akSZN06tSpPK/7888/ddttt+n6669XcnJyodcDAAAAAAAFK0t1HiuV9/rha6+9ph49etjH6enpGjlyZL51o8u9+eabpp3Uvby89Pnnn6t69epFnisAAAAAoOyiDuGa8l6HyM/Ro0fVpUsXPfXUU/k+b7N//37dcsstuvvuu5WTk1Po9Q4dOqT27dvr5ZdfVnx8fJ7XrV+/XoMGDdI999xzRc8TFVZKSoqGDRum8ePH68CBA3led+jQIT300EPq2bOnzp4969YahmHomWeeUYsWLfT5558rMTExz2uzs7O1evVqDRs2TP369Stwre7duys4ONg+XrNmjUt/t5ctW+YU++WXXwqct3v3btOzSc2bN1eNGjUKnPef//xHDRs21LRp03Ts2LEC17j33nvVtm3bfH+eFSQzM1N33XWXhgwZorVr17o8b/PmzYqNjbWPW7ZsqSpVqrg098EHH9TIkSPtY8MwNHbs2AK/5r998803evvtt02x6dOnq3Xr1i7NL80OHTrkFKtWrZpb9wgICDD9DE5OTtaKFSuuNDUAKHY0lgFAOXXhwgUNGDBAv/32mykeFBSksLCwXOcsXrxY9913X0mkV6rs3bvXNA4PD1dkZKRb92jQoEGB9y0PytLnat++ferWrZsWL16c6+tBQUGKiIiQzWYzxQ3D0LvvvqsbbrhBWVlZbq978uRJXXXVVU6FnKCgIIWEhOQ7d9q0aRoyZEieDWL+/v6KjIyUt7d3rq8bhpHv/WNiYtSnTx998sknuV4bEBCgChUqyMvL+T8Rv/76a/Xr109JSUn5rpGb1NRUDR48WOvXrzfFg4KCTIWjyy1cuFDXXXfdFTWzAQAAAACAvJWlOo/Vynv90MfHR/PmzVPFihXtscOHD2vChAkFzl2/fr2eeuopU+zZZ5/VwIEDizxPAAAAAEDZRR3CdeW9DpGXkydPKioqStu3bzfFQ0ND83y25H//+59efPHFQq0XGxurAQMGaP/+/U7rBQQE5Dpn5syZGjNmTIk2lxmGoZtvvlkLFy40xf39/RUaGprrnPXr16t///6mxqP8ZGVl6bbbbtOrr76a67NS/v7+ef49XbFihbp3755rQ87f/Pz81Lt3b/s4PT1dq1evzjens2fPaufOnU7x5cuXF9hM6NiQNmDAgHyvz8zM1Pjx4/XEE0/kugm2r6+vIiMj5evr6/Tarl271L17d+3YsSPfNfJy991366OPPjLFvL29VaFCBadn2i73888/m8a9evVya93//e9/aty4sX0cHx+vUaNGKTMzM995udUMx4wZ41IdsSz45ptvTGNfX99CNcw5fj+WLl16RXkBQEnwsToBAEDxuO+++/THH39Ikrp06aJJkyZpwIAB9kJDQkKCvv32Wz333HM6ffq0fd6nn36qsWPHqn///lecQ5MmTfTee+9J+munmGnTptlfa9y4sR577LE85+b1i29xcCwQ1KlTx+17VKhQQcHBwaZfLvft21fgL6ZlTXF8roYOHWrf2WPRokWmRrAhQ4Zo6NCheebTtGnTXOPx8fEaNGiQaScVb29vjRw5UmPHjlWPHj3sBY+0tDStWbNG06dP13fffWe/ftGiRXruuef02muvFfS2mNxzzz06efKkJKlDhw56/PHHNWjQIPt7dP78ef3444+qX7++ad7s2bNz/TsxfPhw3X777erbt6+pUHjs2DFt3rxZixYt0nfffaeEhIR880pPT9eQIUO0detWU3zIkCG688471bt3b1WqVEnSXwWjjRs36n//+58+/fRTe0Fs48aNuueee/Tll1+69Z68+OKL2rx5sySpevXqeu6553TjjTfav+9nz57Vd999p5deesm0Q9by5cv1z3/+UzNmzHC6Z/fu3e0/X9atW6dPP/3U/lq3bt00duzYPPNxZRciAAAAAADKO+qHrvOE+mGtWrX02WefaciQIfYNif7effjhhx/OdU58fLxuvvlm0wMn/fr105QpU0okZwAAAABA2UEdwnWeUIfIzahRo+wbMQ8aNEgPPfSQoqKi7O99TEyM5s6dqxdffNF0yvqrr76q0aNHq0mTJm6t99BDDyk6OlrSX5+N5557TkOHDlWFChUkScePH9e8efP073//2/RMzty5c9WuXTs98cQTV/LluuyDDz7Qhg0bJP3VZPj000/rlltuUd26dSX99RzSokWL9Morr2jPnj32ebt27dLYsWP1448/FrjG888/7/QsUIUKFfT0009r5MiRqlevnqS/GkSXLFmi119/XVu2bLFfe/jwYQ0fPlybNm2Sv79/rmtcddVV+umnn+zjZcuWadCgQXnmtGzZslw3zU5MTNTmzZvVpUuXfOderqDP/aOPPqrZs2ebYm3atNGDDz6oq666ytSouWfPHs2fP1/Tpk2zfw7Pnj2rm266SVu3bnXrZ8WCBQvsJxSGh4dr0qRJGjFihJo1ayabzabMzExt27ZN+/btc5r792fi8nzdERYWpgULFqhbt25KS0uz3/PJJ5/Um2++meuc9PR0jRw50vT3r3nz5vafq2VdamqqPvnkE1Osd+/eeTZV5qdt27amseNm7ABQKhkAgCK3fPlyQ5L9T1RUlNv3qFu3rukeR44ccev6v/+8+OKL+c47duyYUatWLdOc4cOHF5jf2LFjTXNmzZqV7/VF8Z4UlwkTJphyGzhwYKHu06hRI9N9XnrppSLO9Mo4fs9c+R6U9OdqypQppjlTpkxx8aszGzp0qOk+tWrVMtatW1fgvM8++8zw8fGxz7PZbMaGDRvynZPXe/TPf/7TyM7OdinfHTt2GAEBAab5lSpVMlauXOnS/OTkZOOtt94yzpw5k+c1EydONN0/PDzcWLhwYYH3/vnnn43Q0FDT3AULFuQ7JyoqKtf3pHv37kZCQkKe886fP2/06dPHNMdmsxmrVq3Kd71Zs2aZ5owdO7bArwsAAAAAACtRP3RG/bB0ePrpp005+vn5GRs3bnS6LicnxxgyZIjp2qpVqxqnT5+2IGsAAAAAQH6oQzijDmG93D4fPj4+xkcffZTvvO3btzs9x/KPf/yjwPXy+kwOHz7cSE1NzXPeqVOnjObNm5vmBAQEGAcOHHD7a3aF42f57z+NGzc2jh8/nue8tLQ0Y9SoUU7zPvvss3zXW7NmjeHl5WWa06ZNGyMmJibPOVlZWU7PIUkyHnvssTzn/PHHH6Zr27Vrl29e48ePt19brVo1w8/Pzz5+5ZVX8pyXmZlphIWFmT5T58+fz/P6BQsWOD2n9PLLLxf4zNfhw4eNZs2ameZOnDgx3zmOz8X9/adVq1bGqVOn8p3rqHr16qZ7FPRsVV4++OADp3y+/fbbXK+9//77TdcFBQUZO3fuLNS6pVFu35958+YV6l579+51+pmRmZlZxBkDQNHyEgCg3Hr44Yf1/PPP53tN7dq1TTvwSH+d1PT3ThSe4OLFi6ZxUFBQoe4TGBiY733Li9L+ufr111+1aNEi+zg8PFzLli1Tt27dCpx7++23a+rUqfaxYRh6/fXX3c7h5ptv1n/+8x95ebn2n1rPPfec6b0JCQnR6tWr1adPH5fmBwUF6eGHH1aVKlVyff3AgQOm3WF8fHy0aNGifE+D+9vAgQOdduVx9xQ36a9TwhYvXqyIiIg8rwkLC9PChQvtuypJf30PXnnlFbfXAwAAAAAABSvtdZ7SwpPqhy+99JKioqLs44yMDI0aNUqJiYmm615//XUtXrzYPvby8tKcOXPsJ9QDAAAAAOCIOoRrPKkO4ej111/XhAkT8r2mTZs2Tp+jBQsWFGq9du3aae7cuQoICMjzmurVq2vp0qWmU4vS0tL0xhtvFGrNwggODtbSpUtVq1atPK/x9/fX559/7nSSV0HP3Lz88svKycmxj6tUqaJffvlFVatWzXOOt7e33nnnHQ0fPtwUnzFjhs6dO5frnLZt26py5cr28fbt2/O8Vvrr+a+/XXPNNabnvhxPJLvcxo0blZSUZB937tw5zxOnsrOz9fjjj5tir776qp599tkCn/mqX7++Fi9erPDwcHvso48+UmxsbL7zHFWoUEE///yzqlev7vKcpKQk08mOkuynyrnrnnvu0ejRo02x8ePH20/z+9u8efOcTiZ799131bJly0KtW9ps2bJF//73v02xzp07a+TIkYW6n+P3Iy0tzek9BYDShsYyACinKlasqFdffdWla4cPH25qSMnMzNT27duLK7VS5/Jj3yXlWyzIj2NBxvG+5UFZ+Fw5NoK98MILatq0qcvzH374YTVs2NA+/vbbb936pd/Pz09vvfWWy9fv3r1bCxcuNMXefPNNNWvWzOV7FOSNN94wFYEmTpyoXr16uTz/xhtvND1QtGXLFm3dutWtHKZOnaoKFSoUeF1YWJhT8e3nn3/WoUOH3FoPAAAAAADkryzUeUoLT6ofent7a+7cuabvd3R0tMaPH28f//7773ruuedM855//nldddVVJZYnAAAAAKBsoQ7hOk+qQ1yuRYsWevTRR126dsKECfLx8bGPT5w4oTNnzri95jvvvCN/f/8Cr6tdu7YmT55sis2ZM0cXLlxwe83CeOqpp1S/fv0Cr/P19dW7775riu3du1fLly/P9fqDBw/qp59+MsWmTp2a58bWl7PZbJo+fbqp8TEtLU0zZ87M8/p+/frZx4ZhmJrHLrd//34dO3bMPh4wYIAGDhxoH69du1apqam5znVsOhswYECeX8P8+fNNzT4dOnRwajTLT4MGDUyf2bS0NH322Wcuz5ekyZMnu9VUJsmpQcnLy8vte1zugw8+MD2nlpiYqFGjRikjI0PSX9+Pu+++2zRn3LhxGjduXKHXLE3i4+M1atQoZWZm2mO+vr6aOXOmbDZboe7p7++vSpUqmWI0lgEo7WgsA4ByasyYMS7vWOPt7a2uXbuaYnv37i2OtEolx180/fz8CnUfx0JDXr/AlmWl/XN17tw5/fLLL/ZxYGCg7rrrLrfu4ePjoxEjRtjHOTk5+v33312ef9111+W7a4+jr7/+WoZh2Mc1a9Y0PahzpXJycjRv3jxT7KGHHnL7PrfccotpvHLlSpfnRkZGatSoUS5fP3z4cNPu1oZh6Mcff3R5PgAAAAAAKFhpr/OUJp5WP6xevbrmzJlj2pn5u+++07Rp0xQbG6tbbrlFWVlZ9tf69+/v9HAVAAAAAACXow7hOk+rQ/ztnnvucbmJIzIyUs2bNzfF3P2MtGzZ0q1Nme+8807Te3rx4kWtWLHCrTULw9vb26mpJz+dOnVS586dTbFFixbleu2SJUtMzyxVrFhRt912m8tr1ahRw+lEp/ye73Fs8rr8Ga/LOTaHXXXVVaa56enpWr16tctz8/LFF1+YxhMnTizwpDJHV/I8la+vr8aOHevWepJ06tQp0zgyMtLUaOmu4OBgLViwwPQzetOmTXr88ceVlpamkSNHmpooW7Zs6dTAWFZlZmZq5MiROnz4sCn+2muvqW3btld0b8cGTcfvGwCUNjSWAUA5dfnpQq5o0KCBaZyYmFiE2ZRujjv7/L3bhrvS09PzvW95UNo/V6tWrTIVPHr27KmQkBC379OhQwfTeN26dS7PvXx3HVc4FpluvvnmK/pl39G2bdt0/vx5+7hRo0amE9lcdSXvyTXXXONWodPb21tDhw41xTZs2ODyfAAAAAAAULDSXucpTTyxfjhgwACnZrEnn3xSgwcP1smTJ+2xatWq6YsvvnD7oRsAAAAAgGehDuE6T6xDSCX/GRk2bJhb11eoUEG9e/c2xUriWZauXbu6tcG15Py15ZXn2rVrTeMhQ4a43ch4+ebdkrR58+Y8P7OOjWWOTWC5xVu3bq1q1aqpc+fOCg8Pz3ducnKy1q9fbx8HBwere/fuua6R20bjV199da7X5qdZs2am0wHdeZ6qbdu2ioyMdHvNixcvmsaOpxMWRqtWrZyaxd5++231799fO3bssMeCg4M1f/58lxuFSzPDMHTnnXfqt99+M8VvueUWPfbYY1d8f8f3yPH7BgClTdE9tQwAKFXq1avn1vWhoaGmcVJSUhFmU7o5Nh6lpaUV6j6OO/sUpqGptCvtnyvHQkh6erref/99t++zZ88e0/j06dMuz23durVba23dutU07tGjh1vzC+L4nvj5+RXqPTl79qxp7M574tiUVpg527dvd/seAAAAAAAgb6W9zlOaeGr98Pnnn9fvv/+uX3/9VdJfO/hu3rzZ/rqXl5e++OILtx9uAgAAAAB4HuoQrvPUOkRJf0YK+yzL5Q1NJfEsS3E+c3N5w5D012ln7nKck5aWpgMHDqhly5ZO19avX1/169fXkSNHJElHjx7VwYMH1ahRI/s1OTk5pk26/25G8/b2Vt++ffX9999Lyr2xbNWqVcrMzLSPe/funWej3L59+0zNiD4+Plq4cGEBX23u/Pz87H/fYmNjlZWV5dKm4u4+Y/Y3x7/bRdU0Om7cOK1cuVKzZ8+2xxwb5WbMmKEWLVoUyXpWmzRpkj777DNTbODAgfrkk0+K5P6ODX8pKSlFcl8AKC40lgFAOXX5Dh2u8Pb2No2zs7OLMp1SzbFwUtj/iC9rBZnCKO2fq5iYGNN49erVeR597o74+HiXr3VnJ5msrCynHZMKc5pYfhzfk927d+v++++/4vu6857UrVvX7fs7zomLi3P7HgAAAAAAIG+lvc5Tmnhq/dDLy0tz5sxR+/btc91k6IUXXlC/fv0syAwAAAAAUNZQh3Cdp9YhSvozUlaeZSmKPC9evKiMjAynJivHZ3/cbe6T/jrNPiAgwNQAmd8zRQMGDNDMmTPt419++cXUWLZlyxYlJCSYrr/8n/9uLNu2bZvOnTunSpUq2V93bDZzPCHtco7PU2VlZRXJ81SSlJCQoMqVKxd4XWFOK5MkX19f0zgrK6tQ98nNu+++q82bN2vnzp1Or02YMEF33HFHka1lpX/961+aNm2aKda1a1d98803bp/al5fLmxwl5+8bAJQ2XlYnAAAoHjabzeoUyowKFSqYxo6/OLrKcZ7jfcuD0v65cqfZyR3uFOncKcTlVmCKiIhweb4rSsN7EhYW5vb9HQuGlxeNAAAAAADAlSvtdZ7SxJPrh1WrVtVDDz3kFG/Xrp2effZZCzICAAAAAJRF1CFc56l1iJL+jJSVZ1mKIk8p91wdY4VZK7f1Cmosu5xjM9jlY19fX0VFReU61zAM/frrr/neK7/GsuJ6nkpy/ZmqwjZ7BgUFmcaOTaRXIigoSM8884xTvFq1apo+fXqRrWOld955R1OmTDHFWrVqpSVLlhRpA67j5yA4OLjI7g0AxYHGMgCAx2vSpIlpfOzYMbfvkZCQoIsXL+Z7XxS/jIyMYrmvYRjFct/cFHWhrKy+JyX5ngMAAAAAAOTHk+uHhw4d0muvveYU//PPP7VmzRoLMgIAAAAAoHzz5DpEaVdWnmUpbJ5F9cxSfvfp37+/6fXly5crJyfHPr68Oax79+6mZpxmzZqpVq1auV579uxZ/fnnn/Zx5cqV1aZNmzzzKK7nqaTi/5xUrFjRND5//nyR3Ts+Pl5PPfWUUzwmJkbffvttka1jlVmzZumRRx4xxRo1aqRffvmlyJtvk5KSTOPCnlAHACWFxjIAKKUu/4UJxatZs2am8fnz593eleTIkSMF3hfFz/EXsJdeekmGYVzxnxUrVhRLvo6/6EtFv5uR43ty5513Fsl7Eh0d7XIOjr8oF2ZOad85CwAAAACAkkb9sOR4av0wPT1do0aNyrW2k52drVtvvVWxsbEWZAYAAAAAKGnUIUqOp9YhSlpZeZalKPKUcs/VMVbYBiXHefm9L5UqVVLbtm3t44SEBG3evFmSlJaWprVr19pfy+3Esauuusr+z5c3lv3666+mhi7HBjZHjs9TNWzYsEiepzIMQ/Xq1ctz3aJQt25d0zg1NbVInjczDENjx47Ns5n13nvv1f79+694HassWLBAd999t+lzUqtWLS1btkzVqlUr0rUMw9CpU6dMseL+XADAlaKxDACKgZeX+cdrdna22/dITEwsomxQkBYtWjjFNmzY4NY91q9fbxqHhISYdkhByahcubJpfPjwYYsycY2Pj48iIiJMsYMHDxbpGqXhPTl69OgVz8mtCQ8AAAAAgLKK+mHZ4qn1w8cee0xbt261j4ODg1W1alX7+OTJkxozZkyZ2a0bAAAAADwVdYiyxVPrECWtrDzLUhR5hoSEyM/Pz+k6x/zd2WT6bzExMUpLSzPFCjqZybFh7O8GsdWrV5vuNXDgwHznRkdH69ChQ6Z75LWGI8fnqY4dO6asrKx855QWNWrUkL+/vyl2/PjxK77vG2+8oUWLFtnHXl5epia2ixcvauTIkU7f77Lgxx9/1OjRo03//qtSpYqWLVvm1KhXFGJjY51Oxatfv36RrwMARYnGMgAoBqGhoaax49HiBUlISNCFCxeKMiXko1KlSmrdurUptmbNGrfu4Xh9QbueoHi0a9fONF61apU1ibihY8eOpvHlO+8UBcf3ZOPGjSX+C/7lDyAVdk5+x9MDAAAAAFDWUD8sWzyxfrhgwQLNmDHDFJsxY4bmzp1reiBx6dKleu2110o6PQAAAACAG6hDlC2eWIewQll5lqU483T8nP19cpg7HOcEBASoSZMm+c65/NQx6VJT2OXNYeHh4ercubPT3Lya0n799dd8r3PUvHlzU3NWZmamU0NmaeXl5eX0Pd2zZ88V3XPt2rV65plnTLEpU6ZoyZIlCg4Otsd27NihRx555IrWKmkrVqzQTTfdpMzMTHssIiJCP//8s5o2bVosa+7atcs0rlevXomccAgAV4LGMgAoBo4nELm7m8fKlSuLLplSwsfHxzQuzO5HxWnYsGGm8fz5812em5KSYtqtI7f7wTVX+jlx3Knm0KFDhSqwlKS+ffuaxvPmzSvSHXB69uypoKAg+zg5OVk//vhjkd3fFT/99JPTLiz5yc7O1uLFi02xrl275nl9af/5AgAAAACAI+qHzkr77/eeVD88dOiQ7rrrLlNs/PjxuuOOO9SvXz89//zzptcmT56s1atXl2SKAAAAAAA3UIdwRh0CP/zwg1vXJyQkONU/8nuWpahs2LBBZ86ccWvO999/bxrnlWePHj1M48WLF7v1fI8kff3116Zxp06d5Ovrm++cPn36mE5QW7t2rVJSUkyNZX379pW3t7fT3GrVqqlVq1b28bJly3TgwAHTKW0NGzZUvXr18s0hMDBQPXv2NMXc+XtmtU6dOpnGO3bsKPS94uLidMstt5ieVxswYICee+45NW/e3GnzqQ8//FBz584t9HolaePGjbr++utNm7CHhIRoyZIlatu2bbGt6/j9yK1JEgBKGxrLAKAY1KlTx9TIkZiY6LQLQX4++OCD4kjLUo67HyUlJVmUSe6GDx9uGh84cEC//fabS3O//PJL09fj4+OjoUOHFml+nuJKPye1a9dWly5dTDHHB11KmxEjRph2hTp16pRmzZpVZPf39/d3+jy++OKLysnJKbI1ChIfH+9W8eXbb7/V6dOn7WObzabBgwfneX1p//kCAAAAAIAj6ofOSvvv955SP0xPT9fIkSNN+bZq1UrTp0+3jydPnmza9Tk7O1u33nqrzp07V6K5AgAAAABcQx3CGXUI7Ny5U7///rvL13/00UdKT0+3j4ODg502ky4O2dnZmjlzpsvXb968WZs2bTLF8vr+X3vttaZnluLi4txqGDp9+rQWLFhgig0ZMqTAeUFBQerevbt9nJ6eru+//17btm2zxxw3F7/c5XWp3377TT///HOer+dnxIgRpvHMmTN1/Phxl+ZaLSoqyjQuzGlzkmQYhsaOHWv6uqtXr67PP/9cXl5/tRjccccdGj9+vGnevffeq/379xdqzZKyc+dOXXvttaYTNwMCAvTDDz+oW7duxbr2li1bTOM+ffoU63oAUBRoLAOAYuDt7a0OHTqYYh999JFLc7/55hv99NNPxZGWpapWrWoaHzp0yHS8sNU6dOjgdMz2P/7xjwJzTExM1LPPPmuKjRs3TlWqVClwzejoaNlsNtOfF154we3cyxPHz0lhjul2bCRbvHix3nrrrULnZBhGoee6olmzZrrhhhtMsUmTJmnv3r1FtsbkyZNNhaAdO3Zo0qRJhb5fYd6Tp556SgkJCQVel5SUpH/+85+m2IABA9SoUaM85xTF5wYAAAAAgJJE/dAZ9UNnVtQPH330Uf3xxx/2cXBwsObPn296ANHLy0uff/65qlWrZo+dPHlSY8aMKfZaGgAAAADAfdQhnFGHcOaJzzE99NBDpmaxvJw4cUIvvfSSKXbbbbcpLCws33mO7+e4ceMKledrr72mI0eOFHhdZmamJk6caIo1adJE/fr1y/X6Ro0a6dprrzXFnnzySZc3D3r44YeVnJxsHwcGBuruu+92aa7j5/v55583bZKdX3PY5a/Fx8frv//9b56v52fChAmqVauWfZyWlqabb77ZdLqVu0qqNjZo0CDTiW5r1qwp1M+w119/XYsXL7aPvb299cUXXzj9jJw+fbpatmxpH1+4cEGjRo1y+b2aPXu209+HFStWuJ2vqw4dOqSBAwcqPj7eHvP19dVXX32V59+HorR8+XLTOL8N1QGgtKCxDACKieOOFtOnT9eqVavynbNkyRKNHTu2ONOyTLVq1UwPGiQnJ+vTTz+1MCNnr7zyimm8Y8cO3XPPPXked5+cnKybb75ZMTEx9pi/v78mT55crHmWZ+3btzeNV65cqd27d7t1jyFDhmjQoEGm2GOPPabnnnvOdGR3QeLi4vTqq6/qmmuucWv9wnjppZcUGBhoH1+4cEF9+vTR6tWrXZqfkpKid955R2fPns319VatWumuu+4yxf773//qrrvuUkpKist5Xrx4UTNmzFDHjh1dnvO3kydPaujQoUpMTMzzmqSkJF133XWm4+ltNptT0dNRmzZt7LvkSH/t1PXrr7+6nSMAAAAAACWJ+qEZ9UPrzZ8/X++//74p9t5776l58+ZO11atWlVz5841PcDy008/aerUqcWeJwAAAADAfdQhzKhDQJK2bdumW2+9Nd/mmNOnT2vQoEGmU+D8/f2dNk0uTsnJybr66qt14sSJPK9JT0/XmDFjtHHjRlP82WefNW1G7ejZZ581PXNz5swZDRo0SLGxsXnOyc7O1iOPPKKvvvrKFH/ggQdUsWLFgr4cSc7NXwcPHrT/c61atdS0adM850ZFRcnX1zfXuV5eXi43Dvn7+zvVstatW6f+/fsrOjrapXtIf70fP/zwg/r166etW7e6PO9KVKhQQT179rSPk5OTtX79erfusXbtWj333HOm2JQpU3I9iS8oKEgLFixQcHCwPbZ9+3Y9+uijbq1ZEk6ePKkBAwaYfhZ6e3trzpw5Lp2od6UOHDhg+rvaokULNWjQoNjXBYAr5WN1AgBQXo0ZM0ZTpkzR+fPnJf21I8i1116rp556SmPHjlWdOnUk/fVL3Zo1azRz5kzNmzdPhmGoYcOGunDhQp5NImXVddddZzqa++6779bXX3+tbt26qWLFiqaHEEJDQzV69OgSza9r164aP368Zs2aZY/Nnj1bBw8e1OTJk9WnTx8FBATo4sWLWrJkif71r39p586dpns8++yz9u8t3Ne0aVM1adLEflR2RkaGunbtqhtuuEGtWrVSWFiYqdjRtGnTXIsBc+fOVdeuXe2Fg5ycHL3yyiv6/PPPdf/992vAgAFq06aNqcgQHx+vP//8U1u3btXixYu1cuVKZWVlmXZbKS4tW7bUe++9Z9qZKDY2Vn369NGNN96oMWPGKCoqShUqVLC/fvz4cW3evFmLFi3St99+q4SEBF133XV5rvHOO+9o586dWrdunT320Ucf6YcfftB9992na665Rh06dFBAQID99aSkJO3atUvbtm3TkiVL9MsvvygtLc1UJHBF165dtWHDBq1du1YtWrTQ5MmTddNNN9l3xIqNjdW3336rl156yakIdvfddzsd3+4oKChIV111lX755Rd7bPDgwbruuuvUoUMHRUREmIpgNWrU0PXXX+/W1wAAAAAAQFGjfuiM+qF1Dhw44LQx0Z133qkxY8bkOadv376aMmWKnn/+eXts8uTJ6tWrl3r16lVsuQIAAAAA3Ecdwhl1CM/297Ms3377rdq2bavJkydr6NChioiIkPTXKWXz5s3TK6+8ooSEBNPcKVOmqEmTJiWa54EDB9SqVSs988wzuuWWW+zf16SkJC1atEivvPKK0+bdgwYN0h133JHv/Xv06KEnn3xSr776qj32xx9/qHnz5nr66ac1cuRI+1oXL160byy0efNm031at27t1AyZny5duigsLMzUsPe3gQMH5js3JCREXbt21e+//+70Wrt27VxubpP+Onluy5YtevPNN+2xdevWqVmzZho9erRGjBihbt26mZ7ZSk9P1/79+7V9+3b99ttv+uGHHxQXFyep5E4sk6TRo0ebGoS///579e7d26W5cXFxuvnmm02btA8cODDfzb+bN2+u9957z/SZ+uCDD9S3b1/dcssthfgKisfAgQOdGgOjoqIUFxfntKmWK/J6PjEv3377rWl8++23u70mAFjCAAAUm48//tiQlOufoKAgIyIiwikeHh5ubN++3ahbt64pfuTIkXzXcvd6R1OmTDHNnzJlSr7Xjx071nT9rFmzClxjz549RmBgYJ7vyeV/6tat61b+RSU5Odno2bNnrjnZbDYjPDw8z5xHjBhhZGdnu7zWkSNHnO7x4osvFtvX5vg9i4qKKnBOSX+uDMMwZs+e7dJnRJIxduzYPO9z6NAho3Xr1vnODw0NNSpUqGB4e3vneU3Lli2L9T263BtvvGF4eXnlmUtAQIARGRlp+Pj45Pp6QWvHxsYaUVFR+b4nwcHBRsWKFQ1fX998r8mP4xpLliwxOnfunOt9goOD81ynT58+xsWLF11673777bd83zt3P/sAAAAAAJQE6odm1A/NSqp+mJaWZrRr1860TqtWrYyUlJQC52ZnZxsDBw40za1Vq5YRGxtb5HkCAAAAAK4MdQgz6hBmJf0ck+Na7nL3e+74mdy0aZNRv359pzzCwsLy/VyMGjXKyMrKKtTXmN9zTnl9XR9//LFx/fXXO90rICDACAsLyzPP5s2bG2fOnHEpz8zMTOPmm2/O817+/v75ftYaNGhgHDx40KW1Lnfdddfler85c+YUOPeFF17Ide4TTzzhdh5ZWVnGww8/nO/PAH9/f6NSpUpGQEBAvtdt2rQpz3UK8xxdfhISEkz51KtXz6V5OTk5xrXXXmvKpXr16i5/XiZMmGCaGxoaauzfvz/fObNmzXJ6r1auXOnSeu5y5We6O39c+Xt7ucufkbPZbMaxY8eK5esEgKJ26egGAECRGz9+vP71r3/l+lpKSooSExNNsZo1a+rXX39VmzZtSiC7ktesWTPNmzfPtINHaRMUFKSffvpJN954o9NrhmHYd25y9MADD+iLL74wnYpUEMddYmw2W67repqxY8fqhRdeMO38VBgNGjTQ+vXrdeedd+Z5rwsXLighIUHZ2dm5vm6z2dS2bdsrysMdkyZN0vfff68aNWrk+npaWpri4+NNu8VcrqDPX6VKlbRs2TI99dRT8vf3z/Wa5ORkxcXFKTMzM8/7tG/fPt91HAUEBOjHH39U9+7dndZKTk7Odc7gwYO1ePFil09H69evn95//30FBga6lRsAAAAAAFaifmhG/dCspOqHjzzyiLZt22YfBwcHa8GCBS7VWby8vPT555+revXq9tiJEyd0xx13lOgOzQAAAACAglGHMKMOYeZpzzH9/QyN48ljSUlJSk1NzXXOhAkTNGfOnCt+pskdNptNc+fO1fXXX2+Kp6Wl5Xral/TXaWC//fabqlSp4tIaPj4+mjt3rp5++mn5+Pg4vZ6enp7nZy0qKkrr1q1Tw4YNXVrrcgMGDHCK2Ww2XXXVVYWam188P97e3nrrrbc0Z86cPN+z9PR0nTt3TmlpaXnep06dOoqMjHR7/cKKiIgwnRQWHR2tNWvWFDhv6tSpWrJkiX3s7e2tuXPnuvx5mT59ulq1amUfX7hwQaNGjcr3vXH8+VKzZk117drVpfXKkgMHDmjTpk328dChQ1W7dm0LMwIA19FYBgDFbPLkyfrll1/UuXPnPK8JCQnRI488op07d6pjx44lmF3Ju+6663Tw4EFNnz5dN9xwgxo1aqTw8PAS/YW7ICEhIfr666/1zTffqEuXLnle9/cvsitWrNC7774rX19ft9ZZsWKFaTxixAjTL12ebMqUKdq7d6+mTJmiAQMGqFatWgoJCZHNZnPrPkFBQfrf//6nffv26b777lPNmjULnOPv76++ffvq1Vdf1eHDhzVnzpzCfhmFMnToUB06dEhvvvmm2rRpU+DXXLduXT344IPasWOH/ej5/Pj4+OjVV1/VkSNH9Pjjj7tU2PH29la3bt00efJk7dy5U6tXr3b56/lbpUqVtGrVKv3f//1fno1zktSyZUt9/vnnWrx4sUJCQtxa4+6779bBgwc1depUDR48WPXq1VNoaKhbhVIAAAAAAEoa9UMz6oeXlET9cN68efrggw9Msffff1/NmjVz+R5VqlTRF198YfoeLVmyRFOnTi2yPAEAAAAARYM6hBl1iEs88TmmBg0a6I8//tCzzz6bb4Nhly5dtHTpUn300Ue5Nl4Vt6CgIH333Xf6+OOP1bhx4zyvq1+/vt566y2tW7dO1apVc2sNm82mf//739q1a5duv/12hYeH53mtt7e3evXqpe+++04rVqxwuSHJUW5NYK1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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 945, "width": 1739 } }, "output_type": "display_data" } ], "source": [ "ax = az.plot_posterior(\n", " result2.idata, var_names=[\"beta\", \"y_hat_sigma\"], ref_val=beta + [sigma]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can see that we have also done a good job at recovering the true gradient change." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 438, "width": 515 } }, "output_type": "display_data" } ], "source": [ "ax = az.plot_posterior(result2.gradient_change, ref_val=gradient_change(beta, kink))\n", "ax.set(title=\"Gradient change\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the effect summary for the polynomial model:\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
metricmeanmedianHDI_lowerHDI_upperP(effect>0)
0gradient_change-1.06188-1.063666-1.405354-0.732880.0
\n", "
" ], "text/plain": [ " metric mean median HDI_lower HDI_upper P(effect>0)\n", "0 gradient_change -1.06188 -1.063666 -1.405354 -0.73288 0.0" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats2 = result2.effect_summary()\n", "stats2.table" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 3 - basis spline model\n", "\n", "As a final example to demonstrate that we need not be constrained to polynomial functions, we can use a basis spline model. This takes advantage of the capability of `patsy` to generate design matrices with basis splines. Note that we will use the same simulated dataset as the previous example." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [beta, y_hat_sigma]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "81ab13770445421b8afaa52e3453d903", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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      ],
      "text/plain": []
     },
     "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, y_hat, y_hat_sigma]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n"
     ]
    },
    {
     "data": {
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",
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       "
" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "result3 = cp.RegressionKink(\n", " df,\n", " formula=f\"y ~ 1 + bs(x, df=3) + bs(I(x-{kink})*treated, df=3)\",\n", " model=cp.pymc_models.LinearRegression(sample_kwargs={\"random_seed\": seed}),\n", " kink_point=kink,\n", ")\n", "\n", "result3.plot();" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 438, "width": 515 } }, "output_type": "display_data" } ], "source": [ "ax = az.plot_posterior(\n", " result3.gradient_change, ref_val=gradient_change(beta, kink), round_to=3\n", ")\n", "ax.set(title=\"Gradient change\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the basis spline model:\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
metricmeanmedianHDI_lowerHDI_upperP(effect>0)
0gradient_change-1.114834-1.10581-1.9938-0.3228560.00475
\n", "
" ], "text/plain": [ " metric mean median HDI_lower HDI_upper P(effect>0)\n", "0 gradient_change -1.114834 -1.10581 -1.9938 -0.322856 0.00475" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats3 = result3.effect_summary()\n", "stats3.table" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using a bandwidth\n", "\n", "If we don't want to fit on _all_ the data available, we can use the `bandwidth` kwarg. This will only fit the model to data within a certain bandwidth of the kink point. If $x$ is the running variable, then the model will only be fitted to data where $threshold - bandwidth \\le x \\le threshold + bandwidth$." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [beta, y_hat_sigma]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "226fdd8b277a4843bc98217ee146b6eb", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "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 7 seconds.\n",
      "There were 150 divergences after tuning. Increase `target_accept` or reparameterize.\n",
      "Sampling: [beta, y_hat, y_hat_sigma]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n"
     ]
    },
    {
     "data": {
      "image/png": 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" ] }, "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", "result4 = 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", " bandwidth=0.4,\n", ")\n", "\n", "fig, ax = result4.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And for the bandwidth-restricted model:\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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metricmeanmedianHDI_lowerHDI_upperP(effect>0)
0gradient_change-1.133473-1.132179-1.926763-0.3711980.003
\n", "
" ], "text/plain": [ " metric mean median HDI_lower HDI_upper P(effect>0)\n", "0 gradient_change -1.133473 -1.132179 -1.926763 -0.371198 0.003" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats4 = result4.effect_summary()\n", "stats4.table" ] } ], "metadata": { "kernelspec": { "display_name": "CausalPy", "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": "3.13.2" } }, "nbformat": 4, "nbformat_minor": 4 }