{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Channing House Data\n", "\n", "This is the `channing` dataset in the R package [boot](https://cran.r-project.org/web/packages/boot/index.html).\n", "From the package description:\n", " \n", "> Channing House is a retirement centre in Palo Alto, California.\n", "> These data were collected between the opening of the house in 1964 until July 1, 1975.\n", "> In that time 97 men and 365 women passed through the centre.\n", "> For each of these, their age on entry and also on leaving or death was recorded.\n", "> A large number of the observations were censored mainly due to the resident being alive on July 1, 1975 when the data was collected.\n", "> Over the time of the study 130 women and 46 men died at Channing House.\n", "> Differences between the survival of the sexes, taking age into account, was one of the primary concerns of this study.\"\n", "\n", "These data feature *left truncation* because residents entered Channing House at different ages, and their lifetimes were not observed before entry.\n", "This is a biased sampling problem since there are no observations on individuals who died before potentially entering Channing House." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "sns.set(style=\"darkgrid\", palette=\"colorblind\", color_codes=True)\n", "\n", "from survive import datasets\n", "from survive import SurvivalData\n", "from survive import KaplanMeier, NelsonAalen" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading the Dataset\n", "\n", "The `channing()` function in the `survive.datasets` module loads a `pandas.DataFrame` containing the Channing House data.\n", "The columns of this `DataFrame` are\n", "\n", "* `sex` - Sex of each resident (male or female).\n", "* `entry` - The resident's age (in months) on entry to the centre.\n", "* `exit` - The age (in months) of the resident on death, leaving the centre or July 1, 1975 whichever event occurred first.\n", "* `time` - The length of time (in months) that the resident spent at Channing House (this is `exit - entry`).\n", "* `status` - Right-censoring indicator. 1 indicates that the resident died at Channing House, 0 indicates that they left the house prior to July 1, 1975 or that they were still alive and living in the centre at that date." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " sex entry exit time status\n", "resident \n", "0 male 782 909 127 1\n", "1 male 1020 1128 108 1\n", "2 male 856 969 113 1\n", "3 male 915 957 42 1\n", "4 male 863 983 120 1" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "channing = datasets.channing()\n", "channing.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploratory Data Analysis\n", "\n", "We use the Channing House data to create a `SurvivalData` object." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "female\n", "\n", " 798+ 804 804+ 812+ 819+ 821+ 822 824+ 825+ 829+ 830 836+\n", " 840 845 848+ 848+ 854+ 857+ 860+ 861 861+ 868 870+ 870+\n", " 872+ 873 874+ 875+ 876+ 882+ 883 885 888+ 891+ 891+ 892+\n", " 893+ 895 895+ 897 897+ 898+ 899+ 901 904+ 905 905 905+\n", " 905+ 905+ 906+ 908 908 911 912+ 912+ 912+ 913+ 914+ 915 \n", " 916+ 917+ 918+ 919 919+ 922+ 923 924+ 925+ 926 926+ 926+\n", " 926+ 927+ 927+ 927+ 928 928+ 929+ 930 930+ 931 932 932+\n", " 932+ 932+ 933+ 934 934+ 936 938+ 938+ 938+ 939+ 939+ 940 \n", " 940+ 941 942+ 943+ 944 944 944+ 944+ 945+ 946+ 947+ 948 \n", " 948+ 948+ 950+ 950+ 952+ 952+ 953+ 953+ 954 954+ 955+ 955+\n", " 955+ 957+ 957+ 958+ 958+ 959 959+ 959+ 960+ 961+ 961+ 962+\n", " 963 963+ 964+ 965+ 965+ 966 967+ 969 969 970 970+ 971+\n", " 971+ 973+ 973+ 975 975+ 975+ 976 976+ 976+ 976+ 977+ 977+\n", " 978 978+ 979+ 979+ 979+ 981+ 982 982 982+ 983 983+ 984+\n", " 985+ 985+ 985+ 985+ 986 986+ 987+ 988+ 988+ 989 989+ 989+\n", " 990 990 990 990 991 991+ 992 992+ 992+ 993+ 993+ 994 \n", " 994 994+ 994+ 995 995 995+ 996 996 996 996+ 996+ 997+\n", " 998 998+ 999 1000 1000+ 1001 1001+ 1001+ 1003 1003+ 1004 1004+\n", "1005 1005+ 1005+ 1006 1006 1006+ 1006+ 1006+ 1008+ 1008+ 1009+ 1010 \n", "1010+ 1010+ 1010+ 1011 1011+ 1011+ 1012 1012 1012+ 1012+ 1012+ 1013 \n", "1013+ 1014 1014+ 1014+ 1014+ 1015 1015+ 1015+ 1016+ 1017 1018 1018 \n", "1019 1019 1019+ 1019+ 1019+ 1019+ 1020 1020+ 1020+ 1021 1022+ 1023 \n", "1023 1023+ 1023+ 1024 1024+ 1027 1028+ 1029 1029+ 1030 1030+ 1031+\n", "1031+ 1032+ 1033 1033+ 1034+ 1035+ 1036+ 1036+ 1037+ 1038+ 1040 1040 \n", "1040 1040 1041 1041 1041 1042+ 1042+ 1043 1043+ 1044 1044+ 1047 \n", "1047+ 1049+ 1050+ 1051+ 1053+ 1054+ 1054+ 1055+ 1056 1056 1057+ 1059+\n", "1061+ 1062+ 1063 1063+ 1064 1065+ 1068 1068 1070 1071+ 1071+ 1072 \n", "1072+ 1073 1073+ 1074 1080+ 1083 1084 1085 1085 1085+ 1086 1088+\n", "1089 1091+ 1093 1097 1102+ 1105+ 1105+ 1109+ 1114+ 1115 1119+ 1122 \n", "1131 1132 1134+ 1142 1147+ 1152 1172 1172+ 1186+ 1192 1200 1200 \n", "1207+\n", "\n", "male\n", "\n", " 777 781 843+ 866+ 869 872 876 893 894 895+ 898 906+\n", " 907 909 911 911+ 914+ 927 932 936+ 940+ 943+ 943+ 945 \n", " 945+ 948 951+ 956+ 957 957+ 959+ 960+ 966 966+ 969 970+\n", " 971 972+ 973+ 977+ 983 984+ 985 989 993 993 996+ 998 \n", "1001+ 1002+ 1005+ 1006+ 1009 1012 1012 1012+ 1013+ 1015+ 1016+ 1018+\n", "1022 1023+ 1025 1027+ 1029 1031 1031+ 1031+ 1033 1036 1043 1043+\n", "1044 1044+ 1045+ 1047+ 1053 1055 1058+ 1059 1060 1060+ 1064+ 1070+\n", "1073+ 1080 1085 1093+ 1094 1094 1106+ 1107+ 1118+ 1128 1139 1153+\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/survive-0.3-py3.7.egg/survive/survival_data.py:183: RuntimeWarning: Ignoring 5 observations where entry >= time.\n", " RuntimeWarning)\n" ] } ], "source": [ "surv = SurvivalData(time=\"exit\", entry=\"entry\", status=\"status\", group=\"sex\",\n", " data=channing)\n", "print(surv)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The warning here is due to the fact that five of the observations in the data have entry times that are the same or later than the corresponding final times.\n", "These observations consequently cannot be used." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " sex entry exit time status\n", "resident \n", "56 male 953 953 0 0\n", "351 female 957 957 0 0\n", "372 female 944 944 0 0\n", "373 female 935 935 0 0\n", "433 female 959 912 53 1" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# The five observations responsible for the warning above\n", "display(channing.loc[channing.exit <= channing.entry])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The last line above doesn't even make sense since the entry time (959) is greater than the exit time (912).\n", "The resident's duration is 53, which suggests that the entry time is likely supposed to be 859 (after all, 859+53=912).\n", "Nevertheless, we will ignore this observation." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " total events censored\n", "group \n", "female 361 129 232\n", "male 96 46 50" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(surv.describe)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting the At-Risk Process\n", "\n", "Due to the left-truncation, the risk set size initially increases as residents enter Channing House and then decreases as residents die or are censored." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 378, "width": 618 } }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "colors = dict(female=\"b\", male=\"g\")\n", "surv.plot_at_risk(colors=colors)\n", "plt.show()\n", "plt.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimating the survival function" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The out-of-the-box Kaplan-Meier estimator does a poor job estimating the survival function for the Channing House data because risk set of the male residents is zero very early on before growing.\n", "This causes the survival function estimate to be zero for most of the observed times, which is clearly wrong.\n", "We will show the problem graphically in this case and then discuss how to fix it." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 378, "width": 615 } }, "output_type": "display_data" } ], "source": [ "km = KaplanMeier().fit(surv)\n", "\n", "plt.figure(figsize=(10, 6))\n", "km.plot(colors=colors)\n", "plt.show()\n", "plt.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One way to address this issue is to condition on survival up to a later time, say 68 or 80 years (816 or 960 months)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KaplanMeier(conf_level=0.95, conf_type='log-log', n_boot=500,\n", " random_state=None, tie_break='discrete', var_type='greenwood')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "km68 = KaplanMeier()\n", "km68.fit(time=\"exit\", entry=\"entry\", status=\"status\", group=\"sex\",\n", " data=channing, min_time=816, warn=False)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 716, "width": 615 } }, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots(nrows=2, ncols=1, figsize=(10, 12))\n", "\n", "km68.plot(\"female\", color=colors[\"female\"], ax=ax[0])\n", "ax[0].set(title=\"Female Channing House residents (68 years or older)\")\n", "ax[0].set(xlabel=\"Age (months)\")\n", "\n", "km68.plot(\"male\", color=colors[\"male\"], ax=ax[1])\n", "ax[1].set(title=\"Male Channing House residents (68 years or older)\")\n", "ax[1].set(xlabel=\"Age (months)\")\n", "\n", "plt.show()\n", "plt.close()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KaplanMeier(conf_level=0.95, conf_type='log-log', n_boot=500,\n", " random_state=None, tie_break='discrete', var_type='greenwood')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "km80 = KaplanMeier()\n", "km80.fit(time=\"exit\", entry=\"entry\", status=\"status\", group=\"sex\",\n", " data=channing, min_time=960)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 716, "width": 615 } }, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots(nrows=2, ncols=1, figsize=(10, 12))\n", "\n", "km80.plot(\"female\", color=colors[\"female\"], ax=ax[0])\n", "ax[0].set(title=\"Female Channing House residents (80 years or older)\")\n", "ax[0].set(xlabel=\"Age (months)\")\n", "\n", "km80.plot(\"male\", color=colors[\"male\"], ax=ax[1])\n", "ax[1].set(title=\"Male Channing House residents (80 years or older)\")\n", "ax[1].set(xlabel=\"Age (months)\")\n", "\n", "plt.show()\n", "plt.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimating the cumulative hazard" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "NelsonAalen(conf_level=0.95, conf_type='log', tie_break='discrete',\n", " var_type='greenwood')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "na = NelsonAalen(var_type=\"greenwood\")\n", "na.fit(surv)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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