{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'\n", "\n", "from matplotlib import pyplot as plt\n", "from lifelines import CoxPHFitter\n", "import numpy as np\n", "import pandas as pd\n", "from lifelines.datasets import load_rossi\n", "\n", "plt.style.use('bmh')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Assessing Cox model fit using residuals (work in progress)\n", "\n", "This tutorial is on some common use cases of the (many) residuals of the Cox model. We can use resdiuals to diagnose a model's poor fit to a dataset, and improve an existing model's fit. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = load_rossi()\n", "\n", "df['age_strata'] = pd.cut(df['age'], np.arange(0, 80, 5))\n", "df = df.drop('age', axis=1)\n", "\n", "cph = CoxPHFitter()\n", "cph.fit(df, 'week', 'arrest', strata=['age_strata', 'wexp'])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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modellifelines.CoxPHFitter
duration col'week'
event col'arrest'
strata[age_strata, wexp]
number of observations432
number of events observed114
partial log-likelihood-434.50
time fit was run2019-11-17 14:15:30 UTC
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coefexp(coef)se(coef)coef lower 95%coef upper 95%exp(coef) lower 95%exp(coef) upper 95%zp-log2(p)
fin-0.410.670.19-0.79-0.030.460.97-2.100.044.82
race0.291.330.31-0.320.900.732.450.930.351.50
mar-0.340.710.39-1.100.420.331.52-0.870.381.38
paro-0.100.910.20-0.480.290.621.33-0.500.620.70
prio0.081.080.030.020.141.031.152.83<0.0057.73
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\n", 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" ] }, "metadata": { "image/png": { "height": 260, "width": 375 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cph.print_summary()\n", "cph.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Martingale residuals\n", "\n", "Defined as:\n", "\n", "$$ \\delta_i - \\Lambda(T_i) \\\\ = \\delta_i - \\beta_0(T_i)\\exp(\\beta^T x_i)$$\n", "\n", "where $T_i$ is the total observation time of subject $i$ and $\\delta_i$ denotes whether they died under observation of not (`event_observed` in _lifelines_). \n", "\n", "From [1]:\n", "\n", "> Martingale residuals take a value between $[1,−\\inf]$ for uncensored observations and $[0,−\\inf]$ for censored observations. Martingale residuals can be used to assess the true functional form of a particular covariate (Thernau et al. (1990)). It is often useful to overlay a LOESS curve over this plot as they can be noisy in plots with lots of observations. Martingale residuals can also be used to assess outliers in the data set whereby the survivor function predicts an event either too early or too late, however, it's often better to use the deviance residual for this.\n", "\n", "From [2]:\n", "\n", "> Positive values mean that the patient died sooner than\n", "expected (according to the model); negative values mean that\n", "the patient lived longer than expected (or were censored)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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weekarrestmartingale
3131.0True0.989383
795.0True0.972812
606.0True0.947727
2257.0True0.976976
1388.0True0.920273
\n", "
" ], "text/plain": [ " week arrest martingale\n", "313 1.0 True 0.989383\n", "79 5.0 True 0.972812\n", "60 6.0 True 0.947727\n", "225 7.0 True 0.976976\n", "138 8.0 True 0.920273" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "r = cph.compute_residuals(df, 'martingale')\n", "r.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 260, "width": 399 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "r.plot.scatter(\n", " x='week', y='martingale', c=np.where(r['arrest'], '#008fd5', '#fc4f30'),\n", " alpha=0.75\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Deviance residuals\n", "\n", "One problem with martingale residuals is that they are not symetric around 0. Deviance residuals are a transform of martingale residuals them symetric. \n", "\n", "- Roughly symmetric around zero, with approximate standard deviation equal to 1.\n", "- Positive values mean that the patient died sooner than expected.\n", "- Negative values mean that the patient lived longer than expected (or were censored).\n", "- Very large or small values are likely outliers.\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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weekarrestdeviance
3131.0True2.666807
795.0True2.294411
606.0True2.001769
2257.0True2.363998
1388.0True1.793808
\n", "
" ], "text/plain": [ " week arrest deviance\n", "313 1.0 True 2.666807\n", "79 5.0 True 2.294411\n", "60 6.0 True 2.001769\n", "225 7.0 True 2.363998\n", "138 8.0 True 1.793808" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "r = cph.compute_residuals(df, 'deviance')\n", "r.head()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 260, "width": 383 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "r.plot.scatter(\n", " x='week', y='deviance', c=np.where(r['arrest'], '#008fd5', '#fc4f30'),\n", " alpha=0.75\n", ")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "r = r.join(df.drop(['week', 'arrest'], axis=1))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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finracemarparoprioweekarrest
313-0.005650-0.0115930.012142-0.027450-0.02048611
79-0.005761-0.0058100.007687-0.020926-0.01337251
60-0.005783-0.0001460.003277-0.014325-0.00631561
2250.014998-0.0415680.004855-0.002254-0.01572571
1380.0115720.005331-0.0042410.0130360.00440581
\n", "
" ], "text/plain": [ " fin race mar paro prio week arrest\n", "313 -0.005650 -0.011593 0.012142 -0.027450 -0.020486 1 1\n", "79 -0.005761 -0.005810 0.007687 -0.020926 -0.013372 5 1\n", "60 -0.005783 -0.000146 0.003277 -0.014325 -0.006315 6 1\n", "225 0.014998 -0.041568 0.004855 -0.002254 -0.015725 7 1\n", "138 0.011572 0.005331 -0.004241 0.013036 0.004405 8 1" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "r = cph.compute_residuals(df, 'delta_beta')\n", "r.head()\n", "r = r.join(df[['week', 'arrest']])\n", "r.head()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 244, "width": 383 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.scatter(r['week'], r['prio'], color=np.where(r['arrest'], '#008fd5', '#fc4f30'))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[1] https://stats.stackexchange.com/questions/297740/what-is-the-difference-between-the-different-residuals-in-survival-analysis-cox\n", "\n", "[2] http://myweb.uiowa.edu/pbreheny/7210/f15/notes/11-10.pdf" ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }