{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Age at first marriage\n", "\n", "Comparing results from NSFG using my original code and lifelines." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "import shelve\n", "\n", "from lifelines import KaplanMeierFitter\n", "\n", "from utils import decorate\n", "from utils import values\n", "from utils import resample_rows_weighted\n", "from utils import round_into_bins\n", "\n", "from empiricaldist import Pmf, Cdf\n", "\n", "random_seed = 12" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def set_palette(*args, **kwds):\n", " \"\"\"Set the matplotlib color cycler.\n", " \n", " args, kwds: same as for sns.color_palette\n", " \n", " Also takes a boolean kwd, `reverse`, to indicate\n", " whether the order of the palette should be reversed.\n", " \n", " returns: list of colors\n", " \"\"\"\n", " reverse = kwds.pop('reverse', False)\n", " palette = sns.color_palette(*args, **kwds)\n", " \n", " palette = list(palette)\n", " if reverse:\n", " palette.reverse()\n", " \n", " cycler = plt.cycler(color=palette)\n", " plt.gca().set_prop_cycle(cycler)\n", " return palette" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [], "source": [ "def plot_kmf_map(ax, kmf_map, cohorts, **options):\n", " \"\"\"\n", " \"\"\"\n", " label = options.pop('label', None)\n", "\n", " palette = set_palette('hls', len(cohorts))\n", " for cohort in cohorts:\n", " series = kmf_map[cohort]\n", " label = label if label is not None else f'{cohort+1900}s'\n", " series.plot(ax=ax, label=label, **options)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def PercentileRow(array, p):\n", " \"\"\"Selects the row from a sorted array that maps to percentile p.\n", "\n", " p: float 0--100\n", "\n", " returns: NumPy array (one row)\n", " \"\"\"\n", " rows, cols = array.shape\n", " index = int(rows * p / 100)\n", " return array[index,]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def PercentileRows(ys_seq, percents):\n", " \"\"\"Given a collection of lines, selects percentiles along vertical axis.\n", "\n", " For example, if ys_seq contains simulation results like ys as a\n", " function of time, and percents contains (5, 95), the result would\n", " be a 90% CI for each vertical slice of the simulation results.\n", "\n", " ys_seq: sequence of lines (y values)\n", " percents: list of percentiles (0-100) to select\n", "\n", " returns: list of NumPy arrays, one for each percentile\n", " \"\"\"\n", " nrows = len(ys_seq)\n", " ncols = len(ys_seq[0])\n", " array = np.zeros((nrows, ncols))\n", "\n", " for i, ys in enumerate(ys_seq):\n", " array[i,] = ys\n", "\n", " array = np.sort(array, axis=0)\n", "\n", " rows = [PercentileRow(array, p) for p in percents]\n", " return rows" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def MakeSurvivalCI(sf_seq, percents, flip=False):\n", " \"\"\"Makes confidence intervals from a list of survival functions.\n", "\n", " sf_seq: list of SurvivalFunction\n", " percents: list of percentiles to select, like [5, 95]\n", "\n", " returns: (ts, rows) where ts is a sequence of times and\n", " rows contains one row of values for each percent\n", " \"\"\"\n", " # find the union of all ts where the sfs are evaluated\n", " ts = set()\n", " for sf in sf_seq:\n", " ts |= set(sf.ts)\n", "\n", " ts = list(ts)\n", " ts.sort()\n", "\n", " # evaluate each sf at all times\n", " if flip:\n", " ys = 1-sf.Probs(ts)\n", " else:\n", " ys = sf.Probs(ts)\n", " ss_seq = [100*ys for sf in sf_seq if len(sf) > 0]\n", "\n", " # return the requested percentiles from each column\n", " rows = PercentileRows(ss_seq, percents)\n", " return ts, rows" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def PlotSurvivalFunctions(sf_map):\n", " \"\"\"Plot estimated survival functions.\n", "\n", " sf_map: map from group name to sequence of survival functions\n", " predict_flag: whether the lines are predicted or actual\n", " colormap: map from group name to color\n", " \"\"\"\n", " for name, sf_seq in sorted(sf_map.items(), reverse=False):\n", " if len(sf_seq) == 0:\n", " continue\n", "\n", " sf = sf_seq[0]\n", " if len(sf) == 0:\n", " continue\n", "\n", " ts, rows = MakeSurvivalCI(sf_seq, [50])\n", " plt.plot(ts, 100-rows[0], label='19%ds'%name, alpha=0.8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## NSFG original analysis\n", "\n", "Get the curves computed in marriage.ipynb" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "with shelve.open('sf_map') as d:\n", " sf_map = d['sf_map']" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "palette = set_palette('hls', 6)\n", "PlotSurvivalFunctions(sf_map)\n", "decorate()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## NSFG corrected analysis\n", "\n", "Load the data cleaned in clean_nsfg.ipynb and run the analysis with `lifelines`" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 46.6 ms, sys: 5.19 ms, total: 51.8 ms\n", "Wall time: 49.1 ms\n" ] }, { "data": { "text/plain": [ "(70183, 45)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%time unweighted = pd.read_hdf('FemMarriageData.hdf', 'FemMarriageData')\n", "unweighted.shape" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "evrmarry\n", "False 33584\n", "True 36599\n", "Name: count, dtype: int64" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "evrmarry = unweighted['evrmarry']\n", "values(evrmarry)" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "30 0\n", "40 9\n", "50 18\n", "60 33\n", "70 30\n", "80 13\n", "90 0\n", "100 0\n" ] } ], "source": [ "for name, group in unweighted.groupby('birth_index'):\n", " missing = group['evrmarry'] & group['agemarry'].isna()\n", " print(name, missing.sum())" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [], "source": [ "def resample_by_cycle(unweighted):\n", " dfs = []\n", "\n", " for name, group in unweighted.groupby('cycle'):\n", " df = resample_rows_weighted(group, 'finalwgt')\n", " dfs.append(df)\n", "\n", " return pd.concat(dfs).reset_index(drop=True)" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "sample = resample_by_cycle(unweighted)" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "birth_index\n", "30 323\n", "40 4014\n", "50 10381\n", "60 15638\n", "70 17170\n", "80 13793\n", "90 7835\n", "100 1029\n", "Name: count, dtype: int64" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "values(sample['birth_index'])" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [], "source": [ "def fill_missing(df):\n", " for cohort in range(30, 110, 10):\n", " # find people in this cohort who are married by have no agemarry\n", " missing = (df['birth_index'] == cohort) & df['evrmarry'] & df['agemarry'].isna()\n", " n = missing.sum()\n", " if n == 0:\n", " continue\n", " \n", " # find people in this cohort who have been married once\n", " donors = (df['birth_index'] == cohort) & df['evrmarry'] & df['agemarry'].notna()\n", "\n", " # select their ages when married\n", " agemarry = df.loc[donors, 'agemarry']\n", " low, high = np.percentile(agemarry, [1, 99])\n", " index = agemarry.between(low, high)\n", "\n", " # fill missing data with a random sample\n", " sample = np.random.choice(agemarry[index], size=n, replace=True)\n", " df.loc[missing, 'agemarry'] = sample" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fill_missing(sample)\n", "missing = sample['evrmarry'] & sample['agemarry'].isna()\n", "missing.sum()" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cdf = Cdf.from_seq(sample['age'], name='age')\n", "cdf.plot()\n", "decorate()" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cdf = Cdf.from_seq(sample['agemarry'], name='agemarry')\n", "cdf.plot()\n", "decorate()" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "def make_kmf_map(grouped):\n", " \"\"\"Dictionary that maps from cohort name to survival function\n", " \"\"\"\n", " kmf_map = {}\n", "\n", " for cohort, group in grouped:\n", " kmf = KaplanMeierFitter()\n", " kmf.fit(group['duration'], group['observed'])\n", " series = (1 - kmf.survival_function_['KM_estimate']) * 100\n", " series.name = cohort\n", " kmf_map[cohort] = series\n", " \n", " return kmf_map" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [], "source": [ "evrmarry = sample['evrmarry']\n", "sample['observed'] = evrmarry\n", "sample.loc[evrmarry, 'duration'] = sample['agemarry']\n", "sample.loc[~evrmarry, 'duration'] = sample['age']" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [], "source": [ "grouped = sample.groupby('birth_index')\n", "nsfg_map = make_kmf_map(grouped)" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [], "source": [ "def decorate_plot(**options):\n", " decorate(xlabel='Age (years)',\n", " ylabel='Percent ever married',\n", " xlim=[13, 55], \n", " **options,\n", " )\n", "\n", " ax.legend(title='Decade of birth', loc='lower right')" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cohorts = range(40, 100, 10)\n", "\n", "fig, ax = plt.subplots()\n", "plot_kmf_map(ax, nsfg_map, cohorts, title='U.S. Women, NSFG')\n", "decorate_plot()" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "plot_kmf_map(ax, nsfg_map, cohorts, label='')\n", "PlotSurvivalFunctions(sf_map)\n", "decorate_plot(title='U.S. Women, NSFG')" ] }, { "cell_type": "code", "execution_count": 112, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "for i in range(11):\n", " sample = resample_by_cycle(unweighted)\n", " fill_missing(sample)\n", " evrmarry = sample['evrmarry']\n", " sample['observed'] = evrmarry\n", " sample.loc[evrmarry, 'duration'] = sample['agemarry']\n", " sample.loc[~evrmarry, 'duration'] = sample['age']\n", " grouped = sample.groupby('birth_index')\n", " nsfg_map = make_kmf_map(grouped)\n", " plot_kmf_map(ax, nsfg_map, cohorts, label='', alpha=0.1)\n", "\n", "PlotSurvivalFunctions(sf_map)\n", "decorate_plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## NSFG time between marriages" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "cycle\n", "3 7969\n", "4 8450\n", "5 10847\n", "6 7643\n", "7 12279\n", "8 5601\n", "9 5699\n", "10 5554\n", "11 6141\n", "Name: count, dtype: int64" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "values(sample['cycle'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the last two cycles, the `mardat` variables are in years rather than century-months." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "subset = sample.query('cycle <= 9')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "16635" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "subset['mardat01'].notna().sum()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "902" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "subset['mardat02'].notna().sum()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "91" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "subset['mardat03'].notna().sum()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "19" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "subset['mardat04'].notna().sum()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "time_between_two = (subset['mardat02'] - subset['mardat01']) / 12\n", "pmf_two = Pmf.from_seq(time_between_two, name='first and second')\n", "pmf_two.make_cdf().plot()\n", "decorate(xlabel='Time between first two marriages')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "time_between_three = (subset['mardat03'] - subset['mardat01']) / 12\n", "pmf_three = Pmf.from_seq(time_between_three, name='first and third')\n", "pmf_three.make_cdf().plot()\n", "decorate(xlabel='Time between first three marriages')" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.stats import gaussian_kde\n", "\n", "kde_two = gaussian_kde(time_between_two.dropna())\n", "kde_three = gaussian_kde(time_between_three.dropna())\n", "\n", "qs = np.linspace(0, 25)\n", "ps = kde_two(qs)\n", "pmf = Pmf(ps, qs)\n", "pmf.normalize()\n", "pmf.make_cdf().plot(color='gray')\n", "\n", "ps = kde_three(qs)\n", "pmf = Pmf(ps, qs)\n", "pmf.normalize()\n", "pmf.make_cdf().plot(color='gray')\n", "\n", "pmf_two.make_cdf().plot()\n", "pmf_three.make_cdf().plot()\n", "decorate(xlabel='Time between first two marriages')" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([7.91666667])" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.percentile(time_between_two.dropna(), [50])" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([12.66666667])" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.percentile(time_between_three.dropna(), [50])" ] }, { "cell_type": "code", "execution_count": null, "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": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 4 }