{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Age at first marriage\n", "\n", "Comparing results from NSFG and IPUMS data." ] }, { "cell_type": "code", "execution_count": 1, "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": 2, "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": 3, "metadata": {}, "outputs": [], "source": [ "def plot_kmf_map(kmf_map, cohorts, **options):\n", " \"\"\"\n", " \"\"\"\n", " fig, ax = plt.subplots()\n", " palette = set_palette('hls', len(cohorts))\n", " for cohort in cohorts:\n", " series = kmf_map[cohort]\n", " series.plot(ax=ax, label=f'{cohort+1900}s')\n", "\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": "markdown", "metadata": {}, "source": [ "## NSFG original analysis\n", "\n", "Get the curves computed in marriage.ipynb" ] }, { "cell_type": "code", "execution_count": 4, "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": 5, "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": 6, "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": 7, "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": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "with shelve.open('sf_map') as d:\n", " sf_map = d['sf_map']" ] }, { "cell_type": "code", "execution_count": 9, "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": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 54.9 ms, sys: 11.1 ms, total: 66 ms\n", "Wall time: 1.17 s\n" ] }, { "data": { "text/plain": [ "(70183, 45)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%time unweighted = pd.read_hdf('FemMarriageData.hdf', 'FemMarriageData')\n", "unweighted.shape" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "dfs = []\n", "\n", "np.random.seed(random_seed)\n", "for name, group in unweighted.groupby('cycle'):\n", " df = resample_rows_weighted(group, 'finalwgt')\n", " dfs.append(df)\n", " \n", "nsfg_female = pd.concat(dfs).reset_index(drop=True)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "evrmarry\n", "False 30192\n", "True 39991\n", "Name: count, dtype: int64" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "evrmarry = nsfg_female['evrmarry']\n", "values(evrmarry)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "67" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "invalid = evrmarry & nsfg_female['agemarry'].isna()\n", "invalid.sum()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cdf = Cdf.from_seq(nsfg_female['age'], name='age')\n", "cdf.plot()\n", "decorate()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cdf = Cdf.from_seq(nsfg_female['agemarry'], name='agemarry')\n", "cdf.plot()\n", "decorate()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "nsfg_female['observed'] = nsfg_female['evrmarry']\n", "nsfg_female.loc[evrmarry, 'duration'] = nsfg_female['agemarry']\n", "nsfg_female.loc[~evrmarry, 'duration'] = nsfg_female['age']" ] }, { "cell_type": "code", "execution_count": 17, "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": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "values(nsfg_female['birth_index'])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "def make_kmf_map(grouped):\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": 19, "metadata": {}, "outputs": [], "source": [ "grouped = nsfg_female.dropna(subset='duration').groupby('birth_index')\n", "nsfg_map = make_kmf_map(grouped)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cohorts = range(40, 100, 10)\n", "plot_kmf_map(nsfg_map, cohorts, title='U.S. Women, NSFG')" ] }, { "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(nsfg_female['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 = nsfg_female.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": "markdown", "metadata": {}, "source": [ "## IPUMS data\n", "\n", "Includes 10% sample from years 2008-2022, excluding 2020.\n", "\n", "2008 is the first year that includes MARRNO and YRMARR.\n", "\n", "2020 uses \"experimental weights\" to correct for the effect of the pandemic on data collection" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(4421014, 17)" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "unweighted = pd.read_csv('usa_00002.csv.gz')\n", "unweighted.shape" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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YEARSAMPLESERIALCBSERIALHHWTCLUSTERSTRATAGQPERNUMPERWTSEXAGEBIRTHQTRMARSTBIRTHYRMARRNOYRMARR
0200820080111451741.4820080000001119030111731.4613541197311999
1200820080111451741.4820080000001119030112601.2023211197611999
2200820080111451741.4820080000001119030113851.701346200500
3200820080111451741.4820080000001119030114861.721046200800
42008200801211441270.54200800000021118000111260.5215034195811986
\n", "
" ], "text/plain": [ " YEAR SAMPLE SERIAL CBSERIAL HHWT CLUSTER STRATA GQ PERNUM \\\n", "0 2008 200801 11 451 741.48 2008000000111 90301 1 1 \n", "1 2008 200801 11 451 741.48 2008000000111 90301 1 2 \n", "2 2008 200801 11 451 741.48 2008000000111 90301 1 3 \n", "3 2008 200801 11 451 741.48 2008000000111 90301 1 4 \n", "4 2008 200801 21 1441 270.54 2008000000211 180001 1 1 \n", "\n", " PERWT SEX AGE BIRTHQTR MARST BIRTHYR MARRNO YRMARR \n", "0 731.46 1 35 4 1 1973 1 1999 \n", "1 601.20 2 32 1 1 1976 1 1999 \n", "2 851.70 1 3 4 6 2005 0 0 \n", "3 861.72 1 0 4 6 2008 0 0 \n", "4 260.52 1 50 3 4 1958 1 1986 " ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "unweighted.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Resample" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "np.random.seed(random_seed)\n", "df = resample_rows_weighted(unweighted, 'PERWT').reset_index(drop=True)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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YEARSAMPLESERIALCBSERIALHHWTCLUSTERSTRATAGQPERNUMPERWTSEXAGEBIRTHQTRMARSTBIRTHYRMARRNOYRMARR
020102010013447701242943609.39201000344770121041213689.3111826199200
120182018016680782018000899530329.6720180066807811002611319.6826531195311972
2201120110111371841046490727.81201101137184113024713757.7211336199800
3201520150187080111184011976.042015008708011411336121976.0415921195611989
42008200801276573308084601.20200800276573137021212480.9625621195221990
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" ], "text/plain": [ " YEAR SAMPLE SERIAL CBSERIAL HHWT CLUSTER STRATA GQ \\\n", "0 2010 201001 344770 1242943 609.39 2010003447701 210412 1 \n", "1 2018 201801 668078 2018000899530 329.67 2018006680781 10026 1 \n", "2 2011 201101 1137184 1046490 727.81 2011011371841 130247 1 \n", "3 2015 201501 870801 1118401 1976.04 2015008708011 411336 1 \n", "4 2008 200801 276573 308084 601.20 2008002765731 370212 1 \n", "\n", " PERNUM PERWT SEX AGE BIRTHQTR MARST BIRTHYR MARRNO YRMARR \n", "0 3 689.31 1 18 2 6 1992 0 0 \n", "1 1 319.68 2 65 3 1 1953 1 1972 \n", "2 3 757.72 1 13 3 6 1998 0 0 \n", "3 2 1976.04 1 59 2 1 1956 1 1989 \n", "4 2 480.96 2 56 2 1 1952 2 1990 " ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "YEAR\n", "2008 299410\n", "2009 302983\n", "2010 306569\n", "2011 308061\n", "2012 311020\n", "2013 311509\n", "2014 317721\n", "2015 317237\n", "2016 321294\n", "2017 321932\n", "2018 322854\n", "2019 323509\n", "2021 326095\n", "2022 330820\n", "Name: count, dtype: int64" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "values(df['YEAR'])" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SEX\n", "1 2179525\n", "2 2241489\n", "Name: count, dtype: int64" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "values(df['SEX'])" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['AGE'].isna().sum()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cdf_age = Cdf.from_seq(df['AGE'], name='age')\n", "cdf_age.plot()\n", "decorate(ylabel='CDF')" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['BIRTHYR'].isna().sum()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 4.421014e+06\n", "mean 1.976567e+03\n", "std 2.323732e+01\n", "min 1.913000e+03\n", "25% 1.959000e+03\n", "50% 1.978000e+03\n", "75% 1.996000e+03\n", "max 2.022000e+03\n", "Name: BIRTHYR, dtype: float64" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['BIRTHYR'].describe()" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cdf_birthyr = Cdf.from_seq(df['BIRTHYR'], name='birth year')\n", "cdf_birthyr.plot()\n", "decorate(ylabel='CDF')" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MARRNO\n", "0 2033496\n", "1 1805405\n", "2 457689\n", "3 124424\n", "Name: count, dtype: int64" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "values(df['MARRNO'])" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.45996144775836495" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "married0 = df['MARRNO'] == 0\n", "married0.mean()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.4083689850337502" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "married1 = df['MARRNO'] == 1\n", "married1.mean()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.1035257974754208" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "married2 = df['MARRNO'] == 2\n", "married2.mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`married3` actually means three or more times" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.028143769732464092" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "married3 = df['MARRNO'] == 3\n", "married3.mean()" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "df['cohort10'] = round_into_bins(df, 'BIRTHYR', 10) - 1900" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "480383" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "millennial1 = df['BIRTHYR'].between(1981, 1988)\n", "millennial1.sum()" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "436541" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "millennial2 = df['BIRTHYR'].between(1989, 1995)\n", "millennial2.sum()" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "467955" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "genz1 = df['BIRTHYR'].between(1996, 2003)\n", "genz1.sum()" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "474873" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "genz2 = df['BIRTHYR'].between(2004, 2012)\n", "genz2.sum()" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "df['gen'] = np.nan\n", "df.loc[millennial1, 'gen'] = 1\n", "df.loc[millennial2, 'gen'] = 2\n", "df.loc[genz1, 'gen'] = 3\n", "df.loc[genz2, 'gen'] = 4" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "gen\n", "1.0 480383\n", "2.0 436541\n", "3.0 467955\n", "4.0 474873\n", "NaN 2561262\n", "Name: count, dtype: int64" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "values(df['gen'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set up the values we need for Kaplan-Meier estimation" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "df['agemarr'] = df['YRMARR'] - df['BIRTHYR']\n", "df['duration'] = np.nan\n", "df['observed'] = np.nan" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "df.loc[married0, 'duration'] = df.loc[married0, 'AGE']\n", "df.loc[married0, 'observed'] = 0" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "df.loc[married1, 'duration'] = df.loc[married1, 'agemarr']\n", "df.loc[married1, 'observed'] = 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For people married more than once, `YRMARR` is the year of the *last marriage*, so we have to treat year of first marriage as missing data." ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [], "source": [ "def fill_missing(df):\n", " df['filled'] = np.nan\n", "\n", " for cohort in range(10, 110, 10):\n", " # find people in this cohort who have been married once\n", " donors = (df['cohort10'] == cohort) & (df['MARRNO'] == 1)\n", "\n", " # select their ages when married\n", " agemarr = df.loc[donors, 'agemarr']\n", " low, high = np.percentile(agemarr, [2, 98])\n", " index = agemarr.between(low, high)\n", "\n", " # find people in this cohort married more than once \n", " missing = (df['cohort10'] == cohort) & (df['MARRNO'] > 1)\n", " n = missing.sum()\n", "\n", " # fill missing data with a random sample\n", " sample = np.random.choice(agemarr[index], size=n, replace=True)\n", " df.loc[missing, 'filled'] = sample" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 582113.000000\n", "mean 25.688171\n", "std 6.746906\n", "min 15.000000\n", "25% 21.000000\n", "50% 24.000000\n", "75% 29.000000\n", "max 66.000000\n", "Name: filled, dtype: float64" ] }, "execution_count": 98, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.random.seed(random_seed)\n", "fill_missing(df)\n", "df['filled'].describe()" ] }, { "cell_type": "code", "execution_count": 110, "metadata": {}, "outputs": [], "source": [ "df.loc[married2, 'duration'] = np.minimum(df.loc[married2, 'filled'], \n", " df.loc[married2, 'agemarr'])\n", "df.loc[married2, 'observed'] = 1" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [], "source": [ "df.loc[married3, 'duration'] = np.minimum(df.loc[married3, 'filled'], \n", " df.loc[married3, 'agemarr'])\n", "df.loc[married3, 'observed'] = 1" ] }, { "cell_type": "code", "execution_count": 112, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 112, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['duration'].isna().sum()" ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [], "source": [ "agemarr_cdf = Cdf.from_seq(df['agemarr'])" ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MARRNO\n", "0 55015\n", "1 329901\n", "2 122644\n", "3 40405\n", "Name: count, dtype: int64" ] }, "execution_count": 114, "metadata": {}, "output_type": "execute_result" } ], "source": [ "subset = df.query('cohort10 == 50')\n", "values(subset['MARRNO'])" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [ { "data": { "image/png": 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IyzETAZxeHM0N11KSGI62SxKhvVJJ7D+S5M790MpozoVTFCg9DvnpkL+37jEdio6cp1yqUZO00I4Q1hHCEhueh3aAwGh1habweBkFFfz5453sqJs/1z7YyC2DOjB5YALtQzz3D39J7IQQ4jQlNSVsOPYLWau/wPjjVnqlV9G5pvFrCtoZKOuVgN/AgSSNuoaRnfrJYoWLUVsBeXsgd7f6WJ/E1Z6lOb1GqyZp4Z0hogtEdFafhyepo296KWt7M5tNYdH6LP65cj81ZhtBRj1PXNOT6/vFodd5/v+nktgJIbya1WZlV+EufslaS97P3xOzMZNBBxU6npbMVQT7UD4wmZChw+kyeiI94hKdFq/bqyyEkzshdxec3KU+nsqgyZ0DtD4Q2Q2iejR8RHZTR+AkeRNNOFFSzV+W7WRdxikALukayT9v6EtsaNPt1TyRJHZCCK9TYapgXc46fsxeS96vP9B3ZxmDDygEnzY9qybED0YNIfH6WwkdOBSNTsp3LVZdAjnb6z62Qc4OdUVqU4JioH1faN8bonpCdC91FE4SONEMiqKwfOtx/v7lPsprLfj56Jgzvju/H9LR63ouSmInhPAKORU5rDm2hrXZazi1YzND95gZn64Qftp0LUtIAAFXjCH62kn4D0iTZK4lTFXq6NuJrXBim5rIFR1p+rXhnSGmr5rIxfSF9ikQ2K5t4xUeo6zGzJ8/3smqfepmCP07hPLizakkRXrnIhhJ7IQQHqvWWssP2T/wyaFPyN6zgUv22rhln0JMccNrlAB/gseNI+yaa/AfNAiNXn4tnpfVAgX765K4ukQuf1/TrURCO0JsP4jrrz7GpKpNd4VoBdUmK3e+t5nNWcX46DQ8dEU37r60Mzo3WOnqKPIbTAjhcQ4XH+aTQ5/w1eEvSNxfwvjNCqmZp83h8vUl+PLLCL76agIuuQSt9JA7t5oyOL4ZsjdA9no1mTNXnfm6wGiIS4PY/hDXD2L6qU16hXAAk8XG3R9sZXNWMUFGPR/cOZiUhFBnh+V0ktgJITxCtaWalZkrWX5oOftzdjJyt8ITW2zEn6p7gVZLwCUjCLnmGoIuuwztWfZVFqjbaGWvg+yNaiKXt+fMTegNQRCbqiZy9R/BsbLllWgTFquNB5du56eDBfj56Hhv2kBJ6upIYieEcGultaV8tP8jPkr/CG1BMeO22Xhwu0Jg3apWbUAAoTfeSNiU32OIb2ovCEHJMTj6K2T9on4UZ575mtCO0GEodBiifkQmy64LwilsNoVHP93Nit25GHRa3pyaRlrH5m1X6Q0ksRMu6x//+Adff/01O3bswGAwUFJS4uyQhAvJrczl/X3vs+zgMnxLqpj8k41RuxV0dQNLPgkJhE/5PSGTJqELDHRusK6m9DgcWQtZv8LRX9R9U0+n0aqrUjsMa0jkgmWPZuF8iqLw7NfpLNt6HK0G/nVLKpd0lYU3p5PEzoOZTCYMTcwdMpvNbbbf68UwmUzcdNNNDB06lP/85z/ODke4iMzSTN7d8y5fHvkSba2ZazYpXL8BfE3qHDr/gQMJv+N2AkeNklWt9UyVahKXsRoyfoDCg42/rtGpZdWOwyFxhJrIGWXrM+F6Xll9iHd+VUeU/+/GFK7sHePkiFyPJHZOMmrUKPr06YNOp2PRokUYDAaeffZZbr31VmbMmMHy5cuJjo7m1Vdf5aqrrsJqtXLXXXfxww8/kJubS4cOHbjvvvuYOXOm/Zp33HEHJSUlDBw4kAULFuDr68uaNWtISkpiyZIl/Pvf/2bjxo0sXLiQtWvXUlJSwogRI3jxxRcxmUz87ne/Y/78+fakr7i4mJkzZ/Lll19SW1vLyJEj+de//kXXrl3b5D16+umnAXjvvffa5H7CtR0tO8or217h+6Pfg2JjxB6F23/RE1yi7v9oTOlL9COP4N+/v5MjdQGKou7icPh7NZHL3gA2c8PXNVp1TlziJZA4HBIGg2+Q8+IVohn+80sm878/BMBT1/bkxjSZWtEUSeycaNGiRfz1r39l06ZNLF26lHvvvZfPPvuM66+/njlz5vDyyy8zZcoUsrOz8fHxIT4+nmXLlhEREcG6deu46667iImJ4eabb7Zfc/Xq1QQHB7Nq1apG95o9ezYvvvgi/fr1w2g0snbtWtasWUNMTAxr1qzh8OHDTJ48mdTUVKZPnw6oieKhQ4f44osvCA4O5pFHHmH8+PHs27cPHx8fsrOz6dmz5zm/xzlz5jBnzhwA5s6dy9y5c8/5+n379tGhQ4cLeTuFhyo3lfPmrjf5IP0DLDYLPbIV7v/Zn6jscsCEPjaGqD//meDx472uEWkjNhsc3wTpX0L6F2eWV0M7QOfLofNlkHQp+IU6JUwhLsSyLcd45qt9APz5im7cMTzJyRG5Lo2iKE3s4+JaysrKCAkJobS0lODgxv2PampqyMzMJCkpCaPRqP6l2tQy/Lbg49/sFWGjRo3CarXy888/A2C1WgkJCWHSpEksXrwYgNzcXGJiYli/fj1Dhgw54xozZswgNzeX5cuXA2oitnLlSrKzs+0l2KysLJKSkpg/f/4Zo3tr164lIyMDXV256uabb0ar1bJkyRIOHTpEt27d+PXXXxk2bBgAp06dIiEhgUWLFnHTTTdhsVjIyso65/cZHh5OeLg6qbWoqIiioqJzvj4xMRH9b/qIvffeezz44IPNmmN3xs+DcFtWm5XPDn/Gq9tfpaimiOBKhUd+CqPrjkJAXRQRcffdhE+dgtZb/1tbzepih/QvYf9XUJHX8DW9H3QaBV3qkrnwTrJiVbilXw8XMvWdTVhtCndd2olHr+rudX/EnSsP+i3PG7EzV8FcJ03ynZMDhua3UOjbt6/9uU6nIyIigj59+tiPRUdHA5Cfnw/AggULeOedd8jOzqa6uhqTyURqamqja/bp06fJeXUDBgw441ivXr3sSR1ATEwMu3fvBiA9PR29Xs/gwYPtX4+IiCA5OZn09HQA9Ho9Xbp0afb3e3qSJ8S5bM7dzD83/ZMDxQcAuCI3ijs/r0BbXAhaLaE33US7B2agj4x0cqROYLPBsQ2wcwns+x/UlDR8zTcEkq+EHteqo3MGf6eFKURryCio4N4PtmK1KUxMjfXKpK6lPC+xcyO/XcCg0WgaHav/4bXZbCxZsoSHH36YF198kaFDhxIUFMTzzz/Pxo0bG10j4Cy9uZo63tT9bTbbGa87GynFitaWU5HD85uf5/vs7wEI1QXy993daf+/DQD4du1C7PPPY+ze3ZlhOkfhYdi1BHYtbVxm9Y+E7ldDj+vUEqvsrSo8REmViT8u2kJZjYW0jmE8d0NfSeqawfMSOx9/deTMWfd2kPqS6H333Wc/lpGR4bD79ejRA4vFwsaNGxuVYg8cOGBP5mJjY9mxY8c5r3P6CN0999zTaD5gU2JjpaWCN1IUha+OfMXcjXOpMFeg1WiZFjyOqxcfwrJPTepCb/kd0Y884l1l16oi2POJOjp3YkvDcUMg9JwIfW9WV7FqZfWv8Cxmq417P9hGZmElcaF+vDElDaOP/Jw3h+cldhpNi8qh7qJr164sXryYb7/9lqSkJN5//302b95MUpJjJpB27dqVCRMmMH36dN544w2CgoKYPXs2cXFxTJgwAXB8KTY7O5uioiKys7OxWq32JLJLly4ESl8yj1FaW8qzG55lZdZKAFIjU/hb8XD4+9tYqqrQhYQQ849nCRozxsmRtqHiLFj3Kmz/ACx1nZY1OnWuXMrvIHm8lFmFx1IUhSf+t4f1R04RYNDxnzsGEBno6+yw3IbnJXYe6u6772b79u1MnjwZjUbDLbfcwn333cc333zjsHu+++67zJw5k2uuuQaTycSll17KihUr2qwH3hNPPMGiRYvsn/fr1w+ANWvWMGrUqDaJQTjWppObmPPLHPKq8tBpdMzo+gfGLc+i4ut/AeA/aBCx//dPfNq3d3KkbSRvH/zysjpKp1jVY+37QMqt0OdGCIxybnxCtIH//JLJfzcdQ6OBV2/tR/f2514sIBrzvFWxwqvJz4N7MFlNvLb9Nd7b+x4KCh2DOzIvcSb+c17GlJkJOh3tHphBxPTp3tFk+Ngm+PklOHjaH2qdRsMls9ReczKvSHiJH/bnceeiLSgKPHZ1D/54SSdnh+QSvHtVrBDCpWWUZDD759nsL9oPwA1db+BPXE7hPX/BVFqKvn174l5+Cf+6EVqPlr0BVj+jbusFgAZ6XgcjHoJYL/j+hTjN/twyHvhoO4oCvxuYwJ0jpFfdhZDETgjRZr7J/IbHf32cWmstYb5hPDXsKfpvLuHkU/eD2YyxTx/iF7yGT5SHlxzL8+D7J2Hnf9XPtT6QMhmGPwiRbbOzixCu5FRFLXe+t4VKk5UhncL5+4TesgL2AkliJ4RwOJtiY8GOBby5600AhsUO49lhz6AsfJ+Tb70NQNCVVxI7by5aPz9nhupYVgtsehPWzoPaMkAD/X4Po2ZDiGyPJLzXP75O50RJNYkR/iz8fRoGvdbZIbktSeyEEA5VZa7isV8fY9VRdZu7ab2m8UD36eTNnkP5KrVfXeR99xI5YwYarQf/Ms/6BVb8BfLVbZGI7QfjX4T4NOfGJYSTbThyik+3n0Cjgfm/60eov/RivBiS2AkhHCa3MpcHfniA/UX78dH68MTQJ7g6aCjHpt5O7b50ND4+xMz9ByHXXuvsUB2n7CR89xjsUbf+wy8cxjwJ/aZI/znh9UwWG49/vgeAWwd1IDUh1LkBeQBJ7IQQDrGzYCczf5jJqZpThBvDmT96Pt3zDWT94WYs+fnowsOJf+1V/Pv3d3aojnEqAzb8G7Z/CJZqQAMDpsFlj4O/bK0nBMA7v2ZyKL+CiAADfx3nhTvKOIAkdkKIVvdlxpc8te4pTDYT3cK68eplrxK4fi9H//oISnU1vl27EP/66xjiPXBeWfZGWPcv2P81UNdNKn4QjP8/WekqxGlOlFTzyveHAHh0fA9C/NumR6qnk8ROCNFqFEVh4c6F/HvnvwEYnTCaeSPmUb3oI068+BIAAZdcQtzLL6HzpN1DbFY1kVv3Khzf1HC861gY9oD0ohOiCX//ci/VZiuDEsO5oX+cs8PxGJLYCSFazes7X+f1na8DcGfvO3mg9z3kPfUMpZ9+CkDYbbcR/ehsNHoP+dVjqYUdH8Kv/4LiTPWYzgB9J8PQGRAlpSUhmvLD/jy+3ZuHTqvhmYnS2qQ1echvVyGEs72+oyGpe3jAw9wWex3H75xO1ZYtoNUSPWcO4b+/zclRthJTFWxbDL++AuU56jG/MBj4Rxg4HYKinRufEC6sxmzlyS/2AnDniCSS2wc5OSLPIomdcElZWVk888wz/PDDD+Tm5hIbG8vvf/97/va3v2EwyFJ4V3N6+fXPaX/md36XkvW732E+mo02IIC4+S8TeMklTo6yFdSWw+b/wPrXoLJAPRYUC8NnQv8pYAhwbnxCuIF/rznMsaJq2gcbmXm5NORubZLYeTCTydRkEmQ2m/Hxce1Jqvv378dms/HGG2/QpUsX9uzZw/Tp06msrOSFF15wdnjiNG/uepMFOxYA8FDaQ9xU1ZOsP/wOW1kZPnFxxL/+b4zdujk5yotUXaI2Ft7wb6guVo+FdoARsyD1VtD7OjU8IdzFkYIKFv54BIAnr+1JgK+kIa3Ng7uBurZRo0bxwAMP8OCDDxIWFkZ0dDRvvfUWlZWVTJs2jaCgILp06cI336ibglutVu68806SkpLw8/MjOTmZV155pdE177jjDiZOnMg//vEPYmNjSU5OJisrC41Gw9KlSxk5ciRGo5EPP/zQ/toXXniBmJgYIiIiuP/++zGbzfbrFRcXM3XqVMLCwvD39+eqq67i0KFDbfL+XHnllbz77ruMHTuWTp06cd111/Hwww/zad1cLeEa3t79Nq9ufxWAmf1ncotmMMfvuRdbWRl+qakkfrzUvZM6UxX8/BLM7wtr/qEmdeGdYcK/4YFtavsSSeqEaBZFUXjyi72YrDZGdmvHlb3bOzskjySJnRMtWrSIyMhINm3axAMPPMC9997LTTfdxLBhw9i2bRtjx45lypQpVFVVYbPZiI+PZ9myZezbt48nnniCOXPm8PHHHze65urVqzlw4ACrVq3iq6++sh+fPXs2M2fOJD09nXHjxgGwZs0aMjIyWLNmDYsWLeK9997jvffes59zxx13sGXLFr744gvWr1+PoiiMHz/envxlZ2cTGBh4zo+5c+farzd37tzzvj47O/us71dpaSnh4dL/y1W8vfttXtmm/nHxp35/YmrYVRy75x5sVVX4DxlCh0XvoY+IcHKUF8hqgS3vwqv9YfXTUFsK7brDDf+BGZuh322gc+1RbyFczYrdufx8qBCDXsvT1/WSBRMOolEURXF2EOdTVlZGSEgIpaWlBAcHN/paTU0NmZmZJCUlYTQaURSFaku1U+L00/s1+wd11KhRWK1Wfv75Z0AdkQsJCWHSpEksXrwYgNzcXGJiYli/fj1Dhgw54xozZswgNzeX5cvVjvZ33HEHK1euJDs7216CzcrKIikpifnz5zNz5kz7uXfccQdr164lIyMDnU7tfn/zzTej1WpZsmQJhw4dolu3bvz6668MGzYMgFOnTpGQkMCiRYu46aabsFgsZGVlnfP7DA8PtydjRUVFFBUVnfP1iYmJ6JtYMXn48GHS0tJ44YUXmD59+lnP/+3Pg3CMd/a8w8tbXwZgRuoM/thxMlm33IopMxPf5GQ6fvA+uiA3nBCtKLDvf/DDM3DqsHostAOMfgz63ASevOWZEA5kstgY9fwackpreHBMVx4c48Yj+U5wrjzotzyuuF1tqWbwR4Odcu+Nt27E38e/2a/v27ev/blOpyMiIoI+ffrYj0VHqyvr8vPzAViwYAHvvPMO2dnZVFdXYzKZSE1NbXTNPn36NDmvbsCAAWcc69Wrlz2pA4iJiWH37t0ApKeno9frGTy44b2MiIggOTmZ9PR0APR6PV26dGn293t6ktcSJ06c4Morr+Smm246Z1In2sYnBz+xJ3X3pd7H9OTbyf7DnZgyM9G3b0/Cm2+4Z1J35Ef4/inI2aZ+7h8Bl/5Vyq1CtIJPtx0np7SG6GBf7hnZ2dnheDT589OJfruAQaPRNDpWP/pns9lYsmQJDz/8MHfeeSffffcdO3bsYNq0aZhMpkbXCAhoelVeU8ebur/NZmt2/G1Ris3JyWH06NEMGzaMN998s9mxCcdYd2Idz2x4BoDpfaZzT++7yPnLX6netg1tUBAd3noTn2g3a/VRdAQ+mgyLr1OTOp8AGDkbZu6EIfdIUifERbJYbfx7bQYAd13aGaOP7JHsSB43Yuen92PjrRuddm9HqS+J3nffffZjGRkZDrtfjx49sFgsbNy4sVEp9sCBA/Ts2ROA2NhYduzYcc7rnD5Cd88993DzzTef8/WxsbH25ydOnGD06NGkpaXx7rvvopUymFMdLD7IrB9nYVWsXN3pamakziBv7jzKV61C4+ND/ILX8O3qRq0LTFXwy0tqc2FrLWj1MOAPcOlfIDDK2dEJ4TG+3JVDdlEV4QEGbhmU4OxwPJ7HJXYajaZF5VB30bVrVxYvXsy3335LUlIS77//Pps3byYpKclh95swYQLTp0/njTfeICgoiNmzZxMXF8eECRMAx5ZiT5w4wahRo+jYsSMvvPACBQUF9q+1by8rqdpaflU+96++n0pzJWnRafx92N8pfvddij/4AIDYfz5HwKBBTo6ymRQF0r+Eb+dA6TH1WKfRcNX/QTuZ9yNEa7LZFBasUQch7hyRhL/B49IOlyPvsJu4++672b59O5MnT0aj0XDLLbdw33332duhOMK7777LzJkzueaaazCZTFx66aWsWLGiTXrgrVq1isOHD3P48GHif7NRvBus9/EoVeYqZqyeQW5lLonBibwy+hWqV3xH/vNqP8GoRx4hePx4J0fZTAUH4Zu/wpE16uchCXDlPOh+jezlKoQDfLs3l8P5FQQb9Uwd2tHZ4XgFj1sVK7yb/Dy0LqvNyoNrHmTt8bWE+Ybx4fgPiTxaQtatt4HZTPjtU4l+9FFnh3l+5mpYOw/WLwCbBXS+6m4RIx4Cg+eN8AvhChRF4ZpXf2FvThl/uqwLs8YmOzskt+XVq2KFEK3n+S3Ps/b4WgxaA/+67F/E+USS+de7wWwmcMzlRD3yiLNDPL/c3fDJdChQV3PT7Up1lC68k3PjEsLDrT1QwN6cMvwNOqYNd8y0IXEmSeyEEE36MP1DPkz/EIC5l8wlNSqV3H/MVduaREUR++yzaFx5QYvNCutehR+eBZsZAqLg2legu5uUjYVwY4qi8K8f1J2KpgzpSFiA7PHdViSxE0KcYe2xtfxz0z8BeLD/g4xLHEflunUUv/8+ADH/+Ae60FDnBXg+Jdnw2b1w9Bf18+Sr4bp/QUCkc+MSwkuszzjF9uwSDHotd14io3VtSRI7IUQjuZW5zPllDgoKN3S9gT/0/gPWsjJy5vwNgNBbfkfgJSOcHOVZKArsXgZf/xlqy9SedFc9B/2myOIIIdrQa2vUnVtuGZhAVJDMd25LktgJIexsio05v8yh3FROn8g+/G3I39BoNOQ++yyW3Fx8OnYg+i9/cXaYTasuhq9mwd5P1c/jB8GkN2QunRBtbOvRItZlnEKv1XCX7DLR5iSxE0LYLdq7iM25m/HT+zHvknn4aH0oW/ktZV98CVotcf/8J1p/F1xFemIbLLtdLcFqdDBqNoyYBTr5FSdEW3vtB3W07ob+8cSFOq5xv2ia/NYTQgCQfiqdf23/FwCPDHyEjsEdMefnk/vUUwBE3DUdv9/sTex0igJb3oGVs8FqgrBEuOEdiE9zdmRCeKU9J0pZc6AArQbuHSWjdc4giZ0QgmpLNbN/no3FZmF0wmgmdZ2EoijkPv4E1pISfHv2oN1p29m5BFMlfPUQ7Fqqft79GpiwAPxCnRqWEN5sQd3cumtTYkmMbHrvcuFYktgJIXh568scKT1CpF8kTw97Go1GQ/HHH1Px449oDAbi/vlPNAYXaldQeAiWTlF702l0MOZJGPYnWSAhhBMdyivnmz25ANw/uvnbTYrWJYmdEF7u5+M/89/9/wXg2eHPEmYMw3TsGHnPqe1O2j34IL5duzozxMb2fApfPACmCgiMhhvfhcThzo5KCK/3/oajAIztGU236CAnR+O9XLi7qPB21113HR06dMBoNBITE8OUKVPIyclxdlge5VT1KR7/9XEAbu1+K8PjhqMoCif/9hhKVRX+AwcSfsftTo6yjtUC38yG5dPUpC7xErj7Z0nqhHABNWYrn20/AcAU2RPWqSSx82Amk6nJ42azuVWuX1NTQ0FBQatcqymjR4/m448/5sCBA3zyySdkZGRw4403Oux+3kZRFJ5a/xSnak7RJbQLD6U9BEDZV19TtWkTGqORmHlzXWN3CVMVLP09bHxd/XzEQzDlcwiKdmpYQgjVN3tOUl5jIS7Uj+GdpRG4M7nAb2zvNGrUKB544AEefPBBwsLCiI6O5q233qKyspJp06YRFBREly5d+OabbwCwWq3ceeedJCUl4efnR3JyMq+88kqja95xxx1MnDiRf/zjH8TGxpKcnExWVhYajYalS5cycuRIjEYjH374of21L7zwAjExMURERHD//fc3SvqKi4uZOnUqYWFh+Pv7c9VVV3Ho0CH71/Py8oiLi2PixIl89tlnrZYw1nvooYcYMmQIHTt2ZNiwYcyePZsNGza0+n281fJDy1l7bC0+Wh+eu+Q5jHoj1ooK8v5PLcFG3nMPhvh45wYJUFUE70+Eg9+A3gg3vw9jnpJWJkK4kCWbjgEweWACWq3MdXUmj0vsFEXBVlXllA9FUVoU66JFi4iMjGTTpk088MAD3Hvvvdx0000MGzaMbdu2MXbsWKZMmUJVVRU2m434+HiWLVvGvn37eOKJJ5gzZw4ff/xxo2uuXr2aAwcOsGrVKr766iv78dmzZzNz5kzS09MZN24cAGvWrCEjI4M1a9awaNEi3nvvPd577z37OXfccQdbtmzhiy++YP369SiKwvjx4+2JVceOHVm/fj0dO3bk7rvvJiYmhj/96U9s3bq1ye937ty5BAYGnvMjOzu7yXOLior48MMPGTZsGD4+Pi16n8WZjpUf4/nNzwMws/9MksOTASh89TWsBYUYOnYk/A/TnBmiqvQ4vHMlHNsIxhB1lK7ndc6OSghxmiMFFWzMLEKrgRvTXOCPQS+nUVqajThBWVkZISEhlJaWEhwc3OhrNTU1ZGZmkpSUhNFoxFZVxYH+zulhlbxta7Obt44aNQqr1crPP/8MqCNyISEhTJo0icWLFwOQm5tLTEwM69evZ8iQIWdcY8aMGeTm5rJ8+XJATcRWrlxJdnY2hroVjFlZWSQlJTF//nxmzpxpP/eOO+5g7dq1ZGRkoNPpALj55pvRarUsWbKEQ4cO0a1bN3799VeGDRsGwKlTp0hISGDRokXcdNNNjWKxWCx88803LF68mC+//JKuXbty++23M2XKFKKj1XJZUVERRUVF53xfEhMT0esbRmIeeeQRXnvtNaqqqhgyZAhfffUVERERZz3/tz8PomkPrnmQ1dmrGdh+IG+PfRutRkvNgYNkTpoEVisJb73l/G3D8tPh/UlQngNBsTDlU4jq4dyYhBBneO6b/Sz8MYPRye14d9ogZ4fjkc6VB/2Wx43YuZO+ffvan+t0OiIiIujTp4/9WH1ClJ+fD8CCBQtIS0ujXbt2BAYG8uabb54xwtWnTx97Une6AQMGnHGsV69e9qQOICYmxn6v9PR09Ho9gwcPtn89IiKC5ORk0tPTz7iWXq/n2muvZdmyZWRmZtK+fXv+8pe/MG/ePPtrwsPD6dKlyzk/Tk/qAP7yl7+wfft2vvvuO3Q6HVOnTm3xyKhobNPJTazOXo1Oo2POoDloNVq1Z90zfwerlaCxY52f1GVvgHfGqUldZDLc+Z0kdUK4ILPVxvKtxwGYPLCDk6MR4IHtTjR+fiRva7oU2Bb3bonflhQ1Gk2jY5q6nlw2m40lS5bw8MMP8+KLLzJ06FCCgoJ4/vnn2bhxY6NrBAQ03RCyqeNN3d9ms7Xoe6inKAo///wz77//PsuWLSMsLIwnnniCO++80/6auXPnMnfu3HNeZ9++fXTo0PDLITIyksjISLp160aPHj1ISEhgw4YNDB069ILi9HZWm5V/blbn0N3U7Sa6hKm9psq+/JLqLVvR+PkRPfsRZ4YI+7+G5X8AS4263+utS8E/3LkxCSGa9MP+fAoraokMNHB5jyhnhyPwxMROo0HjintZXqT6kuh9p3X/z8jIcNj9evTogcViYePGjY1KsQcOHKBnz5721x08eJD333+fDz74gMLCQm688UY+//xzRo4caU9M691zzz3cfPPN57xvbGzsWb9Wn3TW1tZe6Lfl9T459AkHiw8SbAjm/tT7AbCWl5P3f+p8u8h778XnHP8NHG77h/DFDFBs0O0quPEdMHje/89CeIqlm9VFEzekxeOjkyKgK/C4xM5Tde3alcWLF/Ptt9+SlJTE+++/z+bNm0lKSnLY/SZMmMD06dN54403CAoKYvbs2cTFxTFhwgQAsrOz6dGjB6NGjeLpp5/mhhtuOOuIIail2PDw5o28bNy4kc2bNzNixAjCwsLIyMjg8ccfp3PnzjJad4HKTGW8tv01AO5LvY9QYygABa++irWwEENSEhHO7Fm351P43/2AAv2mwDXzZeWrEC7sZGk1aw+o03cmD0hwcjSinqTXbuLuu+9m0qRJTJ48mcGDB3Pq1KlGo3eO8O6775KWlsY111zD0KFDURSFFStW2Eu4kZGRZGZmsnr1aqZOnXrOpK6l/P39+fTTT7n88stJTk7mzjvvpG/fvvz444/4+vq22n28yZs736S4tpikkCRuTlZHTmsOHKD4w48AiH7sb87bNuzQKvj0LkCBtGlw3auS1Anh4pZvOY5NgUFJ4XRqF+jscEQdj1sVK7yb/Dw07WjZUSb+byIWm4V/X/5vLom/BEVROPr7KVRv3UrQlVcSP/9l5wSX9St8MEmdU9f7Rpj0Jmh15z9PCOE0NpvCpc+v4XhxNS/dnMKk/tLmxJFkVawQopEXNr+AxWZhRNwILom/BICyL76geutWNP7+zlswkbMdPpqsJnVdx8H1CyWpE8INrMs4xfHiaoKMeq7qHePscMRpLiixW7BgAYmJiRiNRgYPHsymTZvO+fr58+eTnJyMn58fCQkJPPTQQ9TU1FxQwEKIllmXs461x9ei1+j5y8C/AHULJp5/AYDIe+/Bp337tg+s4AB8cAOYyqHjCLh5Eeik+bQQ7mDJZrXV1sTUOPwM8seYK2lxYrd06VJmzZrFk08+ybZt20hJSWHcuHH2/me/9dFHHzF79myefPJJ0tPT+c9//sPSpUuZM2fORQcvhDg3i81i32Hid91/R6eQTgCceuvthgUTtzthwUTxUVg8EapOQWw/uOW/4NOydkFCCOcoqjTx3d48QN1CTLiWFid2L730EtOnT2fatGn07NmThQsX4u/vzzvvvNPk69etW8fw4cO59dZbSUxMZOzYsdxyyy3nHeUTQly85QeXc7jkMKG+odyTcg8A5rx8iup2N4n6y8Ntv2CiPBcWT1CbD7frDrd9AsZzzxkRQriOz7afwGS10TsumN5xIc4OR/xGixI7k8nE1q1bGTNmTMMFtFrGjBnD+vXrmzxn2LBhbN261Z7IHTlyhBUrVjB+/Piz3qe2tpaysrJGH0KIlimtLWXBjgUA3J96PyG+6i/gwgULUGpq8Ovfn8DRo9s2qOpieP96KM6E0I4w5TMIOPsWcUII16IoCkvryrCy04RralE/gcLCQqxWq32rq3rR0dHs37+/yXNuvfVWCgsLGTFiBIqiYLFYuOeee85Zip03bx5PP/10S0KTbaYEID8Hp1u4cyEltSV0Ce3Cjd1uBKD2SCYln3wCQNSfZ53RRNqhLLWwdArk74PA9jD1fxDsxGbIQogW236shIN5FRh9tFyXIv//uiKHr4pdu3Ytc+fO5d///jfbtm3j008/5euvv+aZZ5456zmPPvoopaWl9o9jx46d9bX1e52aTKZWj124n6qqKuDM7dK8TV5lHksPLAXgLwP+gl6r/g1XMH8+WK0Ejh6Nf1pa2wWkKGrz4ayfwRAEv18O4Y5pri2EcJylm9R/j8f3iSHEz7t/z7qqFo3YRUZGotPpyMvLa3Q8Ly+P9mdZVff4448zZcoU/vjHPwLqJvWVlZXcdddd/O1vf0OrPTO39PX1bXYTWr1ej7+/PwUFBfj4+DR5PeH5FEWhqqqK/Px8QkND7Qm/t3p377uYbWb6R/VnaKy6U0f1zp2Uf/cdaLW0e+jBtg3oh2dg9zLQ6tXVr+37tO39hRAXrdpk5atdOYDsNOHKWpTYGQwG0tLSWL16NRMnTgTU/TtXr17NjBkzmjynqqrqjGSr/h/d1iibaTQaYmJiyMzM5OjRoxd9PeHeQkNDz/pHhrcoqCpg+cHlANyTcg8ajQZFUch/8SUAQiZMwNitW9sFtOVd+PlF9fm1r0CXy9vu3kKIVvPD/nwqTVbiQv0YlNS87SFF22vxnj2zZs3i9ttvZ8CAAQwaNIj58+dTWVnJtGnTAJg6dSpxcXHMmzcPgGuvvZaXXnqJfv36MXjwYA4fPszjjz/Otdde22qjKgaDga5du0o51sv5+Ph4/UgdqKN1tdZaUtulMiRmCACVv/xC1aZNaAwG2j3Q9B9hDnHwO/j6z+rzkbOh3+/b7t5CiFb1xc4TAFybEtu283NFi7Q4sZs8eTIFBQU88cQT5ObmkpqaysqVK+0LKrKzsxuN0D322GNoNBoee+wxTpw4Qbt27bj22mv5xz/+0XrfBerqXNlCSni7wupClh1YBpw2Wmez2Ufrwm67DZ/YNprwnLMDlt0BihVSboVRs9vmvkKIVldWY2bNgQIAWTTh4tx+r1ghRIMXNr/Aon2L6BvZlw/Gf4BGo6H0yy/J+ctf0QYF0fm7b9GHhTk+kJJseHsMVORBp1Fw6zLQt3G/PCFEq1m25Rh/Wb6LLlGBrHroUhmxa2OyV6wQXuhU9Sk+Pvgx0DBaZzOZKJj/CgARf/xj2yR11cXwwY1qUhfVC25eLEmdEG7uy10nAXW0TpI61yaJnRAeYtG+RVRbqukV0YsRcSMAKFmyFPOJE+jbtSN86hTHB2GzwfI7ofAABMXCbcvAKJ3phXBnpypq+fVwIaDOrxOuTRI7ITxAcU0xS/YvAeDelHvRaDRYKyoofP11ACJnzEDr1wZ7sa77F2SsBr0f3PYxhMQ5/p5CCIdasfskVptCn7gQkiIDnB2OOA9J7ITwAIv3LabaUk2P8B5cGn8pAEXvvIu1uBhDYiKhN0xyfBDHNqv96gDG/5/0qhPCQ3yxU+1dJ4sm3IMkdkK4uZKaEj5K/wg4bW5dZSVFH3wAQLsHZ6LRt3gBfMtUl8AnfwCbBXrfAP3aoOwrhHC4nJJqNmcVo9HANSkxzg5HNIMkdkK4ucX7FlNlqaJ7eHdGJ4wGoOR//8NWVoZPxw4EjR3r2AAUBb6cqa6EDe0I17wMMrlaCI9Qv9PEwMRwYkLaYDqHuGiS2AnhxkprS/lof91oXd+GvnXF76ujdeG/n4LG0dvsbX0P9n2ubhd247uyWEIIDyJlWPcjiZ0QbuyD9A+oNFfSNawrozuoo3WVv/yCKTMTbWAgIddf79gA8tNhZV3j4cufhPg0x95PCNFmjhRUsOdEGTqthqt6e/dWje5EEjsh3FSZqYwP930IqKN1Wo36v3PR4vcBCL3hBnSBDlzBZqqCZdPAUgNdxsDQNtyqTAjhcPWjdSO6RBIR6OvkaERzSWInhJv6/NDnlJvL6RzSmTEdxwBQe/gwlb/8AlotYVMcvC/rt49CQToERsPEheDokq8Qos0oisKXUoZ1S/KbWAg3pCgKyw6qe8Le2uPWhtG6url1gZeNxhAf77gA9n6mzq1DA5PehMB2jruXEKLN7TtZRkZBJb56LWN7RTs7HNECktgJ4YY2524mqywLf70/V3e6GgBrSQml//sfAOFTpzru5iXH4IuZ6vNLZql7wQohPEp9Gfay7lEEGX2cHI1oCUnshHBD9XvCXtPpGgJ81Hl0xcuWodTU4NujB/4DBzrmxooCX/8ZakshfiCMetQx9xFCOI3NpvDVzoa9YYV7kcROCDdTWF3I6qOrAbg5+WYAFLOZ4g/VtifhU6Y4bpPufZ/DoW9B6wMTFoBO/pIXwtNsyy7mREk1gb56RnePcnY4ooUksRPCzXx++HMsioW+7fqSHJ4MQPn332PJzUUXEUHw1eMdc+PqYljxV/X5JX+GdsmOuY8QwqnqF02M7RmN0Ufn5GhES0liJ4QbsdqsLD+4HICbu91sP160aDEAYZMno/V1UFuC75+CynyI6KrOrRNCeByL1cbXu9Uy7LWpUoZ1R5LYCeFG1uWs40TFCYIMQYxLHAdA9a5dVO/YAT4+hN3yO8fc+Oj6ulWwwLXzQS89rYTwROuPnKKwwkSYvw8jukQ6OxxxASSxE8KN1C+amNB5Aka9EWhoSBwyfjz6dg5oO2KpVfeCBeg/FRJHtP49hBAu4etd6mjdVX1i8NFJiuCO5L+aEG4itzKXn47/BMBNyTcBYM7Lo2zlSgDCpk5xzI1/mQ+FByAgCq74u2PuIYRwOrPVxsq9uQBc0zfGydGICyWJnRBu4pNDn2BTbAxsP5BOIZ0AKP7vf8FiwW9AGn69erX+TQsOws8vqM+veg78wlr/HkIIl/Dr4UJKqsxEBvoyOCnC2eGICySJnRBuwGwz88nBT4CGRRO2mhpKliwFIHyKAxoS22xqCdZqgi5XQK9JrX8PIYTLqC/Dju/THp3WQS2ThMNJYieEG/jp2E8UVBcQbgzn8g6XA1C2ciXWkhJ8YmMJuvyy1r/p9vchex34+MPVL4KjeuMJIZzOZLHxbV0Z9uo+UoZ1Z5LYCeEG6hdNXN/lenzqmgKXfvY5AKE33YhGr2/dG5bnwarH1eej/wZhHVv3+kIIl/Lr4ULKaixEBfkyIDHc2eGIiyCJnRAu7ljZMdblrEODhhu63QCA6fgJqjZuBI2GkAkTWv+m386BmlKISYHB97T+9YUQLuUrexk2Rsqwbk4SOyFc3LJDywAYFjeMhKAEAEr/9zkA/kMG4xPbyk1EszfCnuWABq59BXStPBoohHAptRYr3+2rK8PKali3J4mdEC7MZDXx+aHPgYZFE4rN1lCGvf761r2hzQbfPqo+7/d7iO3XutcXQricnw8WUl5joX2wkbQOsvLd3UliJ4QL+/7o9xTXFhPlH8Wl8ZcCUL11K+bjx9EGBBA0Zkzr3nD3MjixFQyBcNnjrXttIYRLqt9CbHyfGLRShnV7ktgJ4cKWH1L3hb2x643otWpJtKRutC7oqivR+vu33s1Mlep+sKDuBRsU3XrXFkK4pBqzlVX78gApw3oKSeyEcFG5lblsyd0CwMQuEwGwVVbad5po9TLsulehPAdCOsCQ+1v32kIIl/TTwQIqai3EhhjplxDq7HBEK5DETggX9W3Wtygo9I/qT0yg+pd02apVKFVV+HTogF///q13s9IT6tZhAFc8DT7G1ru2EMJlSRnW80hiJ4SLWpG5AoDxSePtxxoWTUxE05oNg1c/DZZqSBgCvVp5JFAI4ZJqzFa+lzKsx5HETggXdLTsKPtO7UOn0XFF4hWAA3vXHd8Ku9StybhynuwwIYSXWHsgn0qTlbhQP1KlDOsxJLETwgXVj9YNiRlCuFHtAu+Q3nWKAitnq89TboW4VizvCiFcWn1T4mv6xrRuBUA4lSR2QrgYRVH4JvMbAK5Kuko9dnrvukmTWu9mez6B45vU/WAvf6L1riuEcGnVJiur0/MBKcN6GknshHAxB4oPkFmaiUFr4PIOlwMO6l1nroZVT6rPRzwEwfLLXQhvseZAPtVmKwnhfvSJC3F2OKIVSWInhIupH627NP5SAg2BQEPvuuDxV6H182udG61/DcqOQ3A8DJ3ROtcUQriFr+vKsFf3iZUyrIeRxE4IF6IoCisz1T519WXY03vXhbRW77ryXPj5ZfX5FU+DoRUbHQshXFqVycLq/epq2GukDOtxJLETwoXsLNhJTmUOAT4B9i3Eyr6r613XsQN+/Vpp79Z1r4K5EuIGQO8bWueaQgi3sDo9nxqzjcQIf3rFBjs7HNHKJLETwoXUr4a9LOEyjHq1SXDpZ58B6k4TrVIyqSyELe+oz0c9Ku1NhPAy9jKsrIb1SJLYCeEiLDYL32Z9CzSUYU3Hj1O1aZPau+6661rnRhv+DeYqiEmFLpe3zjWFEG6hstbCmgPqatjxfaQM64kksRPCRWzK3URRTRGhvqEMiR0CQOnn/wMgYOiQ1uldV10MG99Un1/6FxmtE8LLrN6fT63FRlJkAD1jpAzriSSxE8JF1K+GHdtxLD5aHxRFofTLLwAImTixdW6y6S0wlUO7HpA8/vyvF0J4lBW76veGbS9lWA8liZ0QLsBkNbH66GqgoQxbe/Ag5qPZaAwGgi5vhZJpbYVahgW49GHQyv/+QngTKcN6B/nNLoQL+PnEz5Sby4n2j6Z/tLqtV/l3qwAIGDECbUDAxd9kyztqKTa8M/RqpbYpQgi38UNdGbZjhL+UYT2YJHZCuID6MuyViVei1aj/W5Z/9x0AQWOvuPgbmKvVFicAl8wCre7irymEcCsrdteXYWU1rCeTxE4IJ6syV/HjsR8BuKpTXRk2M5PaQ4dArydo9OiLv8m296EyH0ISoO/ki7+eEMKtVJkayrBXSxnWo0liJ4ST/XDsB2qsNXQM7kjP8J7AaWXYwYPRhVzkPo4WE/w6X30+4kHQ+Vzc9YQQbmfN/gJqzDY6hEtTYk8niZ0QTnZ6Gba+PFK+Sk3sgsaOvfgb7PwvlJ2AwPaQ+vuLv54Qwu1IGdZ7SGInhBOV1JSw7sQ6AMYnqe1HzCdOULNnD2g0BI25yNWwVgv8Urcn7LAHwMd4cdcTQridapOVH/ZLGdZbSGInhBOtPb4Wi2IhOSyZTqGdACirG63zT0tDHxFxcTfY+ykUZ4JfOAyYdrHhCiHc0JoD+VSbrSSE+9E7Tsqwnk4SOyGc6OfjPwMwukPDAonyVd8DrVCGtdngpxfU50PvB0MrtEwRQridr6UM61UksRPCScw2M+ty1DLsJXGXAGApKKB62zYAgq4Yc3E32P8lFB4A3xAYNP3iriWEcEvVJis/pEsZ1ptIYieEk+zI30GFuYJwYzi9I3sDUP7996AoGPv2xSfmIn4JK0rD3LrBd4PxIlfWCiHc0tq6Mmx8mB994uT3gDeQxE4IJ/n5hFqGHR47vKEpcd38uuCLbUp8fDPkbAedr5rYCSG8Un0Z9mopw3oNSeyEcJL6+XWXxNeVYYuLqdy4CWiF+XUbF6qPfW6CgMiLu5YQwi3VmBtWw14lZVivIYmdEE6QU5HD4ZLDaDVahsUOA6DihzVgteLbvTuGDh0u/OJlJ2Hf/9Tng+9qhWiFEO5o7YF8qkxW4kL9SImXMqy3kMROCCf45cQvAKS2SyXEV/2Fa98b9mIXTWx5B2wW6DAUYlIu7lpCCLf19e5cAMb3aS9lWC8iiZ0QTvDT8Z+AhjKstaKCynXqCtngiynDWmph67vq80EyWieEt6oxW1mdngeobU6E95DETog2VmutZePJjUBDm5OKtT+imM0YkpIwdOly4Rff+zlUFkBQLPS4thWiFUK4o7UHCuxl2NSEUGeHI9qQJHZCtLEtuVuosdYQ5R9Ft7BuwOll2CsurmRSv2hi4B9A53OxoQoh3FT93rBX9ZYyrLeRxE6INlbf5uSSuEvQaDTYqqup+Fk9dlGrYY9vgZxtaouTNNk+TAhv1agM21fKsN5GEjsh2pCiKGfMr6v45ReU6mp8YmMx9up54RevH63rfYO0OBHCi/10sIBKk5XYECP9pAzrdSSxE6INHS07yrHyY+i1eobGDAWg/Du1KfFFlWHLc9X5dSAtToTwcj8eLABgbC8pw3qjC0rsFixYQGJiIkajkcGDB7Np06Zzvr6kpIT777+fmJgYfH196datGytWrLiggIVwZ/Vl2AHRA/D38UcxmahYswaAoHEXUYbd8i7YzJAwGGL7tUaoQgg3tf7IKQCGdY5wciTCGfQtPWHp0qXMmjWLhQsXMnjwYObPn8+4ceM4cOAAUVFRZ7zeZDJxxRVXEBUVxfLly4mLi+Po0aOEhoa2RvxCuBV7GbZuNWzlxo3YKirQtYvELzX1wi5qMam960C2DxPCy+WV1XCkoBKNBgYnSWLnjVqc2L300ktMnz6dadPUydkLFy7k66+/5p133mH27NlnvP6dd96hqKiIdevW4eOjrtJLTEy8uKiFcENV5iq25G0B4NL4SwGoWLMWgKDRl6HRXuDMiH2fQ2U+BMVAj+taIVIhhLtan6GO1vWODSHEX1bGe6MW/UtiMpnYunUrY8Y0dMbXarWMGTOG9evXN3nOF198wdChQ7n//vuJjo6md+/ezJ07F6vVetb71NbWUlZW1uhDCHe34eQGLDYLCUEJdAzuiKIoVKxdC0DgqFEXfuGNb6iPA+6UFidCeLn6xG6olGG9VosSu8LCQqxWK9HR0Y2OR0dHk5ub2+Q5R44cYfny5VitVlasWMHjjz/Oiy++yLPPPnvW+8ybN4+QkBD7R0JCQkvCFMIlnV6G1Wg0mA4fxpyTg8ZgIGDI4Au76PGtcGIL6AyQdkfrBSuEcEvrjhQCkth5M4evirXZbERFRfHmm2+SlpbG5MmT+dvf/sbChQvPes6jjz5KaWmp/ePYsWOODlMIh1IUxb5wwl6G/fFHAPwHD0br739hF95UN1rX+wYIbHfRcQoh3NexoiqOFVWj02oYmBju7HCEk7Rojl1kZCQ6nY68vLxGx/Py8mjfvn2T58TExODj44NOp7Mf69GjB7m5uZhMJgwGwxnn+Pr64uvr25LQhHBpB4sPkl+Vj1FnZED7AYC6jRhA4MiRF3bRinzY86n6XPaFFcLr1a+G7RsfQqBvi6fQCw/RohE7g8FAWloaq1evth+z2WysXr2aoUOHNnnO8OHDOXz4MDabzX7s4MGDxMTENJnUCeGJ6kfrBscMxlfni7W0lKrt2wEIHHWBid3O/6otTuIGQFz/1gpVCOGmNmRImxNxAaXYWbNm8dZbb7Fo0SLS09O59957qaystK+SnTp1Ko8++qj99ffeey9FRUXMnDmTgwcP8vXXXzN37lzuv//+1vsuhHBxPx9v2EYM1N0msFoxdOmMIT6+5RdUFNjxkfq8/9TWClMI4aYURbGP2A3tJDvPeLMWj9VOnjyZgoICnnjiCXJzc0lNTWXlypX2BRXZ2dloT2vbkJCQwLfffstDDz1E3759iYuLY+bMmTzyyCOt910I4cJKa0vZUbADOG0bsR8vsgybsw0K9oPeCL0mtkKUQgh3lnWqipOlNRh0WtI6hjk7HOFEF1SEnzFjBjNmzGjya2vr2jecbujQoWzYsOFCbiWE21ufsx6bYqNLaBdiA2NRrFYqf1JH8C44sdvxX/Wxx7VgDGmlSIUQ7qq+zUlqh1D8DLrzvFp4MtkrVggH++1uE9W7dmEtKUEbHIx/vwvY/stSC7uXqc9Tb22tMIUQbmxdRl2bk04yv87bSWInhAMpisL6k2rz7hFxI4DTVsOOGI7G5wIaCh/4BmpKICgWki5wxE8I4TEURWGD7A8r6khiJ4QDHS07SmF1IQatgZSoFKAV5tfVL5pI+R1opeQihLc7lF9BYYUJX72W1A6hzg5HOJkkdkI4UP3esH3a9cFX54s5N5fa/ftBoyHg0ktbfsHyPDj8vfpcyrBCCBrm1w1MDMdXL3/seTtJ7IRwoPrEbkB0XVPiH9X5dn4pKejDLmDl2u6PQbFC/ECI7NpqcQoh3JfsDytOJ4mdEA6iKApbcusSO/tuE2uBC2xKfHrvOhmtE0IANpvChkw1sRsiCycEktgJ4TDHK46TV5WHXqsnpV0KttpaKuva/lzQ/LqTOyF/H+h8odekVo5WCOGO0nPLKKkyE2DQ0TdeWh8JSeyEcJj60breEb3x0/tRtWkTSnU1+uhofLt3b/kF60frul8NfqGtF6gQwm3Z59clheOjk3/ShSR2QjjM1rytwOll2IbVsBqNpmUXs5hO6113W6vFKIRwb+tlf1jxG5LYCeEgpy+cUBTl4ubXHfoWqosgKAY6j27FKIUQ7spitbExswiQ/WFFA0nshHCA3MpcTlScQKfRkRqViikjA/OJE2gMBgKGDGn5BevLsH1vlt51QggA9uSUUVFrIdiop2dssLPDES5CEjshHGBz7mYAeoT3IMAnwN6U2H/wYLT+/i27WEUBHPpOfZ4iq2GFEKr6MuzgThHotC2c3iE8liR2QjjAuebXtdjuZWCzQFwaRF3AogshhEeS/WFFUySxE8IBTp9fZy0tpWrbNuAC59fZtxC7pbXCE0K4OZPFxpasYgCGdZHETjSQxE6IVlZQVcDRsqNo0NAvuh+Vv/4KViuGzp0xxMe37GInd0HebtAZoPcNjglYCOF2dh4vodpsJTzAQLeoIGeHI1yIJHZCtLL6Mmz38O4EG4Lt8+suarQueTz4h7dWiEIIN2ffRqxTBFqZXydOI4mdEK2svgybFp2mtjn5dR0AgZe2MLGzWWHPJ+pzKcMKIU5TP79uiPSvE78hiZ0Qrcy+P2z0AEyHD2MtLERjNOLXL7VlFzq6DirzwRgKnS9r9TiFEO6pymRhW3YJIAsnxJkksROiFRXVFJFRmgFA/+j+VG7YCIB///5oDYaWXWzf5+pj92tA38JzhRAea93hU5gsNuLD/OjcLsDZ4QgXI4mdEK2ofn5dl9AuhBnDqNy4AQD/ljYltllh3xfq814TWzFCIYS7++FAPgCjk6Navj2h8HiS2AnRik4vwypWK1Wb1EbFAUMGt+xC2esbyrBJF7DoQgjhkRRFYc1+NbG7rHuUk6MRrkgSOyFa0emNiWvS92MrK0MbGIixZ8+WXWjvZ+qjlGGFEKfZn1vOydIafPVahsrCCdEESeyEaCWltaUcLD4IqCtiq+rLsAMHotHrm38hKcMKIc5iTV0ZdljnCIw+sm+0OJMkdkK0km1521BQSApJItIv0r5w4sLLsCFShhVCNCJlWHE+ktgJ0Uoa9a8zmajaqpZlW7xwYu/n6mP3a6UMK4SwK6kysfWouo3YaEnsxFlIYidEKzl9f9jqPXtQqqrQhYXh27Vr8y9is8K+/6nPpQwrhDjNjwcLsCnQLTqQ+DB/Z4cjXJQkdkK0gnJTOfuL9gNqYle5oW5+3eDBaLQt+N9MyrBCiLNYe6AAUNucCHE2ktgJ0Qq252/HpthICEogOiCaqgudX2cvw8pqWCFEA6tNYW19/zopw4pzkMROiFZgb3MSPQBbTQ3V27cD6ohds9mskF6/Gvb61g5RCOHGdhwrobjKTJBRT1rHMGeHI1yYJHZCtAL7/Lr2A6jevh3FbEYfHY0hMbH5F8leDxV5UoYVQpyhfrTu0q7t8NHJP93i7OSnQ4iLVGWuYl/hPkBdEVu5saEM26LtfqQMK4Q4ix/2SxlWNI8kdkJcpB0FO7AoFmICYogLjLPPr/MfdIFl2J4TWz9IIYTbyiurYW9OGRoNjEpu5+xwhIuTxE6Ii7QtbxugjtZZKyqp3r0baOHCiewNDWXYTqMcEKUQwl3VNyXuGx9KZKCvk6MRrk4SOyEu0vZ8daFE/+j+VG/dAlYrPgkJ+MTFNf8isjesEOIs6rcRGy2jdaIZJLET4iKYrWZ2FewCIC0q7cK2EZMyrBDiLGotVn45VAjINmKieSSxE+IipBelU2OtIdQ3lKSQJCo31jcmbsE2YlKGFUKcxebMYipNViIDfekdG+LscIQbkMROiItQP7+uX1Q/rCUl1Karu08EDB7U/Ivs+1x9lDKsEOI3Ti/DarUtWGUvvJYkdkJchK35amPi/lH9qdq8GRQFQ5fO6Ns1cy7M6XvDShlWCPEba6TNiWghSeyEuEA2xcaO/B2AunDCvo1YS8qwxzZKGVYI0aSswkqOFFai12oY0TXS2eEINyGJnRAXKLM0k5LaEow6Iz0ietgbE/u3ZOHEgW/Ux25XShlWCNFIfVPigYnhBBt9nByNcBeS2Alxgbblq/Pr+rbrC4XFmDIyQKMhYODA5l/k0Cr1setYB0QohHBn9vl13aXNiWg+SeyEuED1Cyf6R/enauMmAIw9eqALDW3eBUqyoSAdNFrocrmDohRCuKPKWgsbjxQB0uZEtIwkdkJcoNNXxNrbnAxpwfy6Q9+pjwmDwS+stcMTQrixXw8XYrLaSAj3o3O7QGeHI9yIJHZCXIDcylxyKnPQaXSktEtpWDjRkvl1B+sSOynDCiF+Y+3BAgBGJ0eh0UibE9F8ktgJcQHqR+uSw5PxySvGfPw46PX49U9r3gXM1ZD5k/pcEjshxGkUReHHA2piN0q2ERMtJImdEBegfuFE/6iG+XV+vXujCwxo3gWyfgFLNQTHQXQvR4UphHBDh/MrOFFSjUGvZWgnaXMiWkYSOyEuQH1ilxadRtWWLQD4t2Q17MFv1ceuY0HKLEKI0/xYV4YdnBSOn0Hn5GiEu5HETogWKq0t5XDxYQBSo1Kp2qruPuE/cEDzLqAocOi0xE4IIU6ztq4MO7KblGFFy0liJ0QL7SzYiYJCYnAiIWU2zNnZoNHg169f8y5QeFBtdaIzQKeRjg1WCOFWKmstbMpU25yMSpY2J6LlJLETooW25qkjdP2i+lG9VS3D+vboji4oqHkXqG9zkjgCDM2ckyeE8AobjpzCZLURH+ZH53by+0G0nCR2QrTQ9vztQF1j4vr5dQOaWYaF0+bXjWvt0IQQbm7taathpc2JuBCS2AnRArXWWvYU7gHqVsRurkvs0pqZ2NWUQvZ69XnXKxwRohDCTSmKwtqD6jZiI7tJGVZcGEnshGiBPYV7MNvMRPpFEmsNovbQIQD8BzSzf92RtWCzQEQXiOjsuECFEG4ns7CSY0XVGHRahnWOcHY4wk1JYidEC9j3h43qT/V2tSRrSEpCH9HMX8Ky24QQ4izqy7ADk8II8NU7ORrhriSxE6IF7I2Jo/tTtaWuzUlz59fZbHB4lfpcEjshxG/UbyMmbU7ExZDETohmstqs7MjfAdTNr7M3Jm5mYpe7EyrywBAIHYc5KEohhDuqMVvZeOQUIG1OxMWRxE6IZjpUcogKcwUBPgF0McRTs28fAP5pzZxfV1+G7TQK9L6OCVII4ZbWHzlFrcVGbIiRrlGBzg5HuDFJ7IRopvr5dantUjHt3g0WC/rYGHzi4pp3gUMyv04I0bQf63ebSI6SNifiokhiJ0QzNZ5f18I2J5WFcEKdkydtToQQv/WjzK8TrUQSOyGaQVEUtuepq2D7RfVr+cKJw98DCrTvA8GxDopSCOGOjp6qJLOwEr1Ww/Au0uZEXBxJ7IRohuMVx8mvzkev1dM7OJnqnTuBFiycsO82IWVYIURj9W1OBiSGEWT0cXI0wt1JYidEM9RvI9YrohfK/gyU2lp04eEYkpLOf7LVAhmr1eeyjZgQ4jcayrCyGlZcPEnshGgGe2PiRvPr0po3yfn4JnUrMb8wiG/BnrJCCI9XY7ayLqMQUPeHFeJiXVBit2DBAhITEzEajQwePJhNmzY167wlS5ag0WiYOHHihdxWCKexL5yI6k/Vls1AC7YRqy/DdhkDWp0jwhNCuKlNmUXUmG20DzbSvX2Qs8MRHqDFid3SpUuZNWsWTz75JNu2bSMlJYVx48aRn59/zvOysrJ4+OGHueSSSy44WCGcoaSmhMzSTABSwvtQvU0ty/q1aOEEMr9OCHGG01fDSpsT0RpanNi99NJLTJ8+nWnTptGzZ08WLlyIv78/77zzzlnPsVqt3HbbbTz99NN06tTpogIWoq3tKNgBQFJIEn5H87BVVKANCMDYvfv5T64shLw96vNOox0XpBDCLa09oA6KjJQyrGglLUrsTCYTW7duZcyYMQ0X0GoZM2YM69evP+t5f//734mKiuLOO+9s1n1qa2spKytr9CGEs9RvI3Z6mxO//v3R6JpRVs36RX2M6gmB8otbCNHgWFEVGQWV6LQahneJdHY4wkO0KLErLCzEarUSHR3d6Hh0dDS5ublNnvPLL7/wn//8h7feeqvZ95k3bx4hISH2j4SEhJaEKUSrql8Rm9outWHhRHPLsFk/q4+JMgVBCNFYfRk2rUMYIX7S5kS0Doeuii0vL2fKlCm89dZbREY2/6+RRx99lNLSUvvHsWPHHBilEGdntprZe2ovACntUqjaWt+YuJkLJzJ/Uh+TJLETQjS21r6NmIzmi9ajb8mLIyMj0el05OXlNTqel5dH+/btz3h9RkYGWVlZXHvttfZjNptNvbFez4EDB+jcufMZ5/n6+uLrK5ukC+dLL0qn1lpLqG8osUWQeeoUGoMBY58+5z+5PBcKDwIa6Djc4bEKIdxHraWhzYlsIyZaU4tG7AwGA2lpaaxevdp+zGazsXr1aoYOHXrG67t3787u3bvZsWOH/eO6665j9OjR7NixQ0qswuXVz69LbZdKdV0Z1i8lBa3BcP6T6+fXte8D/uEOilAI4Y42ZRZRZbISFeRLr9hgZ4cjPEiLRuwAZs2axe23386AAQMYNGgQ8+fPp7KykmnTpgEwdepU4uLimDdvHkajkd69ezc6PzQ0FOCM40K4ovoVsSlRKVR/V7dwosVl2EsdEJkQwp2t2a+WYUcnR0mbE9GqWpzYTZ48mYKCAp544glyc3NJTU1l5cqV9gUV2dnZaLWyoYVwf4qi2BdO9IvqR9Xm/wItWDhRn9jJwgkhxG+sqWtzMrq7bCMmWleLEzuAGTNmMGPGjCa/tnbt2nOe+957713ILYVocycqTlBYXYheqyfZFM6xnBzQ6fBPTT3/yaXHoTgTNDroOMzhsQoh3EdmYSWZhZX46DSM6CptTkTrkqE1Ic6ivgzbM7wn1h1qk2Fjz55oAwLOf3JmXZuT2FQwyvwZIUSDH/aro3WDksIJ9L2g8RUhzkoSOyHOon7hREpUClWbpX+dEKJ11O82MTpZyrCi9UliJ8RZNNpxoiX96xRF+tcJIZpUWWth45EiAC6T+XXCASSxE6IJFaYKDpUcAqCvPhFTRgagbiV2XsVZUHoMtHrocGYbICGE9/rlcCEmq42OEf4kRTZjWocQLSSJnRBN2FWwC5tiIy4wDv/92QAYOndGHxZ2/pPry7BxA8Agv7iFEA3W7G8ow0qbE+EIktgJ0YT6hRNqGXYbAP5pze1fV5fYSRlWCHEaRVHsbU6kDCscRRI7IZpQ378utV0qVVvrFk6kNaMM22h+nTQmFkI02HeyjLyyWvx8dAzuJLvRCMeQxE6I37DarOwq2AVASnAPavbuA8AvrRkrYk8dhopc0PlC/CBHhimEcDP1ZdjhXSLx1eucHI3wVJLYCfEbh0oOUWWpItAnkLjsSrBY0EdH4xMXe/6T60frEgaBj9GxgQoh3Ep9/zopwwpHksROiN+ob3PSt11farapJVn/tP7Nm+gs/euEEE0oqjSx/VgJAKO7t3NuMMKjSWInxG+cPr+uum7hhF9zFk4oymkLJ2R+nRCiwU8HC1AU6BETTEyIn7PDER5MEjshfmNnwU4AUiP6UL29fsSuGYldfjpUFYKPP8Q1cwWtEMIr/GBvcyKjdcKxJLET4jT5VfmcqDiBVqOle5EftqoqtIGB+Hbtev6T68uwCYNBb3BsoEIIt2Gx2vjxYAEg8+uE40liJ8Rp6ufXdQvrhrKzbjVs/35odM1YwSZtToQQTdhxrITSajOh/j7069CMJudCXARJ7IQ4Tf38upR2KQ37w/ZvRlnVZoOsX9TnktgJIU5TX4Yd2a0dOq3sNiEcSxI7IU5TP2LXr10qVdvqErsBzUjs8nZDTQkYgiAm1WHxCSHczw+nbSMmhKNJYidEnWpLNfuL9gPQ1xSFtaAQjY8Pxj59zn9y/WrYjkNBp3dglEIId5JTUs3+3HK0GnXETghHk8ROiDp7CvdgUSxE+UURmH4cAGPv3mh9fc9/cpa0ORFCnGntAXXRRL8OYYQFyKIq4XiS2AlRp77NSUpUCtXb1P51zSrDWi1wdJ36XBoTCyFOI7tNiLYmiZ0QdeoXTvSL6kf1FnV+nV///uc/8eROqC0DYwi0b0bZVgjhFWrMVn49XAjAKOlfJ9qIJHZCADbF1tCYWJ+EKSsLAP/mJHZZdW1OOo4ArWzsLYRQbcwsotpspX2wkZ4xwc4OR3gJSeyEALJKsyitLcWoMxKfWQ6Ab9eu6EJCzn+y9K8TQjTh+315gLo3bLP2mhaiFUhiJwQNZdhekb0wbVNH7vzSmjFaZzFB9gb1uSR2Qog6NpvCt3tzARjbq72ToxHeRBI7IWhI7PpH9aeqfuFE2oDzn3hiK5irwD8Sono4MkQhhBvZll1MfnktQUY9wztHOjsc4UUksROC0xZOBPWgZp+6lZh/c0bsTi/DSqlFCFHnmz3qaN2YHtEY9PJPrWg78tMmvF5hdSHZ5dlo0JB8UgtWK/qYGHxiY89/sj2xkzYnQgiVoiisrEvsruwtZVjRtiSxE16vfrSua1hXNDvTAfBPa0b/OnM1HN+kPk8a6ajwhBBuZveJUk6UVONv0MluE6LNSWInvN62PHVOXb+ofg37wzanDHtsI1hNEBwH4Z0cGaIQwo3Ul2FHJ0dh9JEWSKJtSWInvJ594UR4CtU7dwHg15wRO5lfJ4T4DUVR+Gb3SUDKsMI5JLETXq3KXMX+ov0A9C0JQqmqQhscjG+XLuc/ObNuf1jZRkwIUWd/bjlZp6ow6LWMlm3EhBNIYie82q7CXVgVKzEBMfjtywLAv18/NNrz/K9RW662OgFZOCGEsKsvw17atR2BvnonRyO8kSR2wqttz1PLsKlRqVRvVefa+Q1oRhn26HpQrBCWBKEdHBmiEMKNrNyjlmGvkjKscBJJ7IRXs8+va9ePqq31CyeaM7/uR/VRdpsQQtTJKKjgYF4Feq2GMT2inR2O8FKS2AmvZbFZ2Fmgbh+WWhuNtagIjcGAsXfv85+cVTe/ThI7IUSd+t51w7tEEuLv4+RohLeSxE54rYPFB6myVBHkE0TUwQIAjH37oDUYzn1iVRGcVFfPysIJIUS9b6QMK1yAJHbCa9WXYVOiUqjeoDYaDhg0+PwnHv0VUKBddwiScosQAo4VVbHnRBlaDVzRU34vCOeRxE54rfrGxP0j+1G5YQMAAUOHnP/E0/vXCSEEDWXYwUkRRAT6Ojka4c0ksRNeSVGUhoUTlZHq/Do/P/xSUs5/svSvE0L8hr0M20fKsMK5JLETXul4xXEKqgvQa/XEHygC1NWwmvPNr6vIh4J0QAOJIxwfqBDC5eWW1rAtuwSAcb0ksRPOJYmd8Er1o3W9Inph2rgFaGEZtn0f8A93VHhCCDfy7V61DJvWMYzoYKOToxHeThI74ZXq59elhadStXkzAP5DmpHYSZsTIcRvyGpY4UoksRNeqX7EbmBxKLaqKnQhIRh79Dj/ibJwQghxmlMVtWzKVKdzSBlWuAJJ7ITXKakp4UjpEQA6HioD1NG68+4PW3IMio6ARgcdhjo6TCGEG/huXx42BfrEhZAQ7u/scISQxE54nx0FOwBICknCtll93qz5dfVl2Lj+YAx2THBCCLeyYrdahr1SyrDCRUhiJ7zOtnx1ft3AkL5U79gBQEBz5tdJmxMhxGmKK02szzgFyPw64ToksRNeZ3ueOr9uSH4IitmMPiYGn44dz32Sosj8OiFEIyv35mKxKfSMCaZTu0BnhyMEIImd8DI1lhr2nNoDQNKhckAdrdNoNOc+segIlB0HnQESmrHtmBDC4325MweAa1NinRyJEA0ksRNeZe+pvVhsFiL9ItFu2wu0sH9d/CAwyARpIbxdflkN64+oZdhr+sY4ORohGkhiJ7xKfZuTIQG9qE1PB8B/cEv618n8OiGEumhCUaBfh1BZDStciiR2wqvUNyYenhsKioKhc2d8oqPOfZLN1jBiJwsnhBDAl7vU1bDX9pUyrHAtktgJr2FTbOzI3wFAp8MVAAQMbUY/uvx9UFkAPgEQP9CBEQoh3MHx4iq2Hi1Go4GrpQwrXIwkdsJrHC45TLm5HD+9H4btB4Bmzq87skZ9TBwOeoMDIxRCuIOv60brBieFy96wwuVIYie8Rv1o3XB9d8xZWaDV4j+wGSNwR9aqj51GOyo0IYQb+UJWwwoXJomd8Br1jYkvyQ0FwNi7N7rg8+wgYamFrF/V551GOS44IYRbyCioYG9OGTqthqt6SxlWuB5J7IRXUBSFrXlbAeh8qG5+XXN2mzi2CSzVEBgNUT0cGaIQwg18tVMtw47oEkl4gEzNEK5HEjvhFTLLMsmtzMWg8cFv5yGgufPr1qqPnUbB+ZoYCyE8mqIofLHzBCBlWOG6JLETXmF9znoALqc71oJCNAYDfv36nf/E+oUTUoYVwuvtzy0no6ASg17L2F7Rzg5HiCZJYie8Qn1iNyovHAC//v3RGs+zmq26GHLUhsaS2Akh6rcQG53cjmCjj5OjEaJpktgJj2e2mtmUuwmApEMt6F+X+TMoNohMhmApuwjhzRRF4ctdshpWuD5J7ITH21Gwg2pLNRGGMLQ71G3EWjy/Tgjh1XYeL+VYUTX+Bh2XdT/PbjVCOJEkdsLj1Zdhrzb3wFZWhjYoCGOvXuc/URI7IUSd+jLsmB7R+Bv0To5GiLOTxE54vPrEbvAJdaNu/0GD0Oh05z6pJBuKMkCjg8QRjg5RCOHCbDaFr6QMK9yEJHbCo5XUlLD31F4AYvcXAM3sX1c/Whc/AIznaWIshPBom7KKyCurJcio59Jukc4OR4hzuqDEbsGCBSQmJmI0Ghk8eDCbNm0662vfeustLrnkEsLCwggLC2PMmDHnfL0QrWlD7gYUFHr6JWHZtguAgOHDzn9ihrQ5EUKo6suwV/Zqj6/+PKP9QjhZixO7pUuXMmvWLJ588km2bdtGSkoK48aNIz8/v8nXr127lltuuYU1a9awfv16EhISGDt2LCdOnLjo4IU4n/oy7LX58ShmM4aOHTEkJZ37JJsNMn9Un8v+sEJ4NbPVxjd7cgEpwwr30OLE7qWXXmL69OlMmzaNnj17snDhQvz9/XnnnXeafP2HH37IfffdR2pqKt27d+ftt9/GZrOxevXqiw5eiHNRFIV1OesA6J1eBUDg5ZejOd8OEnl7oOoUGALVUqwQwmutyzhFUaWJ8AADwzpHODscIc6rRYmdyWRi69atjBkzpuECWi1jxoxh/fr1zbpGVVUVZrOZ8PDws76mtraWsrKyRh9CtFT9NmJGRY/f5n0ABF1+2flPrN9touNw0EkTUiG82f+2q9Wl8X3ao9fJtHTh+lr0U1pYWIjVaiU6uvFWKtHR0eTm5jbrGo888gixsbGNksPfmjdvHiEhIfaPhISEloQpBNBQhr2mojO2snJ04eH4paae/8T6hROdpQwrhDerrLXYy7DX94t3cjRCNE+b/vnx3HPPsWTJEj777DOM59jO6dFHH6W0tNT+cezYsTaMUniK+sTukiO+AASOGnX+NifmGjiqlm9l4YQQ3m3lnlyqzVaSIgPo3yHU2eEI0Swt6rIYGRmJTqcjLy+v0fG8vDzat29/znNfeOEFnnvuOb7//nv69u17ztf6+vri6+vbktCEaMS+jZiiELNN/cOgWWXYYxvBUgOB7aFddwdHKYRwZZ9sOw7ApH5x55+bK4SLaNGIncFgIC0trdHCh/qFEEPPsffm//3f//HMM8+wcuVKBgyQyejC8eq3EetTGgy5BWiMRgKGNaPNyem7TcgvciG81omSatYfOQXAxH5xTo5GiOZr8b4os2bN4vbbb2fAgAEMGjSI+fPnU1lZybRp0wCYOnUqcXFxzJs3D4B//vOfPPHEE3z00UckJiba5+IFBgYSGBjYit+KEA3s8+tORAHFBAwbhtbP7/wnHpH+dUII+Hz7CRQFBieFkxDu7+xwhGi2Fid2kydPpqCggCeeeILc3FxSU1NZuXKlfUFFdnY2Wm3DQODrr7+OyWTixhtvbHSdJ598kqeeeuriohfiLOrbnPTYWwE0swxbVQQ5O9TnnUY6KDIhhKtTFIVP68qwN/SXRRPCvVzQTsYzZsxgxowZTX5t7dq1jT7Pysq6kFsIccFKakrYd2ofEWUKxowToNEQOGrU+U/M+hlQ1Ll1wdKIVAhvtet4KRkFlRh9tFzV59zzx4VwNdKUR3ic+m3Erjqu7uno168f+ohmNBaVbcSEEDQsmhjXqz1BRullKdyLJHbC49TPrxt6WG1t0qwyLDReOCGE8Eomi40v6vaGnSRlWOGGJLETHqV+GzH/GoXI/WpbnsDLmpHYFWdBcSZodJA4wrFBCiFc1poD+ZRUmYkK8mW4bCEm3JAkdsKj1G8jNiBTi8ZqxdCpE75JSec/MeMH9TF+IPgGOTZIIYTLql80MbFfnGwhJtyS/NQKj1Jfhh2THQK0oAx78Fv1sesVjghLCOEGiitN/LA/H4BJ/aV3nXBPktgJj7I+Zz06q0KX/WVAM8uwpqqG+XXdrnRccEIIl/blrhzMVoVescF0bx/s7HCEuCCS2AmPUb+NWK+jCvoqE7rISPxSUs5/YtbP6jZiwfEQ3cvxgQohXNIn204AsmhCuDdJ7ITHqN9GbMQRdZ/hoNGj0Wib8SN+cKX62G2cbCMmhJc6nF/BzmMl6LQarkuRPpbCfUliJzzG10e+BkVh4GH188DmzK9TlIb5dVKGFcJrfbZdXTQxsls72gX5OjkaIS6cJHbCI1SYKliRuYKkXAgorkbj70/A0KHnPzFvD5SdAL0fJF3i+ECFEC7HZlP4rK4MK1uICXcniZ3wCCsyV1BtqeaKutWwgcOHo/Vtxl/d9WXYTqPAx89xAQohXNaGI6fIKa0hyKjn8h5Rzg5HiIsiiZ3wCMsPLgdgWIa6/XGzyrBwWhl2nCPCEkK4gfpFE9f0jcXoo3NyNEJcHEnshNvbW7iX9KJ0Yst0+B/NB52OwJEjz39iRQEc36I+l8ROCK9UVmPmmz0nAbhBetcJDyCJnXB7yw4uA+COox0B8O/fH31Y2PlPPPQdoEBMCgTLKjghvNHHm49RZbLSJSqQtI7N+L0hhIuTxE64tUpzJSsyV+BrUkj5US2nhN16S/NOtrc5kdWwQngjq03hvXVZAPxheBIaaXckPIAkdsKt1S+auDk9FE15JYaOHQkaO/b8J1pMDfvDShlWCK/03d5cjhdXE+bvI1uICY8hiZ1wa8sOLENvURi3oRaAiOl/RKNrxuTno7+CqQICoiCmn4OjFEK4ov/8kgnAbYM7yqIJ4TEksRNua+8pddHEZXu1GIoq0EdHE3Lddc072b4adiw0Z3cKIYRH2XmshC1Hi/HRaZg6tKOzwxGi1ci/aMJtLT+4HI1N4eYtBgDCp92BxmA4/4mKAge/UZ/L/DohvNI7v6qjddf2jSUq2OjkaIRoPZLYCbdUaa5kxZEVDNmvEJxfiS40lLCbbmreyYWHoDgLdAa1MbEQwqvkltbw9S61xckfRiQ5ORohWpckdsItrchcQZW5ksmb1IbEYVN+jzYgoHkn16+GTRwBvkEOilAI4aoWrc/CYlMYlBRO77gQZ4cjRKuSxE64peUHl9MvQyH2pAmtvz/ht93W/JPt8+ukDCuEt6kyWfhoYzYAd8ponfBAktgJt7P31F72ndrHpPXq56G/+x260NDmnVxdDNl1J0qbEyG8zifbTlBabaZDuD9jekQ7OxwhWp0kdsLtfHLwE7ofU0g+bkPj40P47bc3/+TDq0GxQrseEJbosBiFEK7HZlN4t27RxLThiei00pBYeB5J7IRbqTRX8vWRr5m4zgZAyKRJ+ERHNf8C9jKsjNYJ4W1+PFjAkYJKgnz13DQgwdnhCOEQktgJt/JN5jdEHa+k/xEFtFoi7vxD80+2WuDwKvW5zK8TwuvUNySePDCBQF+9k6MRwjEksRNuw6bYWHpgKRM3qKN1wVddhaFDh+Zf4PhmdY6dXxjED3RQlEIIV7Q/t4xfDhei1cDtwxKdHY4QDiOJnXAbKzJXUHoonSHpCgARd01v2QXqmxJ3uQJ08te6EN7knbrRuit7tych3N/J0QjhOJLYCbdQbalm/tb5TNhgQwsEjhqFMTm5+RdQFNi/Qn0u8+uE8CqFFbV8viMHkBYnwvNJYifcwvv73idm90ku21U3Wnf3XS27QM42OHUI9EboeoUDIhRCuKrF67IwWWykJITSv0OYs8MRwqEksRMur6CqgE9+fZMZX6pz68Juuw3/fv1adpEdH6mPPa4Fo3SaF8JbFFWa7Ism7rm0ExqNtDgRnk0SO+HyFmz5F/d8UklwNfj27EnUI39t2QXMNbB7ufo89dbWD1AI4bJeX3uYSpOV3nHBjOvV3tnhCOFwktgJl3ag6AC+73xK9+OgBPgRP/9ltAZDyy5y8BuoKYHgOEga6ZA4hRCuJ6+shsXrjwLw57HJaKUhsfACktgJl6UoCsvfe9Te3iR+7nMta29Sr74Mm/I70OpaMUIhhCt79YdD1FpsDOgYxqhu7ZwdjhBtQhI74bJ+2fY5VyxOB8AweSLB48a2/CLluXD4e/V5ipRhhfAW2aeqWLLpGAB/GZcsc+uE15DETrgkU20VFXP+TlANlCZFkvS3py/sQruWgmKDhMEQ2aV1gxRCuKz5qw9isSlc0jWSwZ0inB2OEG1GEjvhktY9NYPEozVU+2pIXvBWy+fVgdq7rr4MK4smhPAah/LK+Xz7CQAeHtuCfpdCeABJ7ITLyfvua6I/Ww9A/oM3E9ap+4VdKGcbFOxXe9f1ur4VIxRCuLKXVh3EpsC4XtGkJIQ6Oxwh2pQkdsKl1KSnkzvnbwCsGxbKmNsfu/CL7fiv+ii964TwGntOlPLNnlw0GnUlrBDeRjbMFC7BZjJR+PrrnHrzLQxWKxntIfnxuei1F/gjaqmF3cvU51KGFcJrvPDdAQAmpMTSLTrIydEI0fYksRNOV71zJzl/+xumwxkAbEzWsPOOIbycNPrCL3pAetcJ4W02ZxWx9kABeq2GB8d0c3Y4QjiFJHbCaWzV1RT861WKFi0Cm43SAA1vj9VQNSKFBZe/eHEXl951QngVRVF4/lt1tO6mAQkkRgY4OSIhnEMSO+EUlZs2cfLxxzEfzQbg595a3r1cQ0qXEbw96iX8ffwv/OLSu04Ir/PzoUI2ZRZh0Gv50+XS2kh4L0nsRJsy5+VR+NprlCxT9241hQfx4uWVbO+i5epOV/PMsGfw0flc3E12fQyKVXrXCeElrDbFPrduypCOxIT4OTkiIZxHEjvRJixFRZx68y2KP/oIxWQCIHt0dx5PPUS1UcuUnlN4eMDDaDUXuVBbetcJ4XX+88sRdh0vJcCg495RnZ0djhBOJYmdcChreTlF775H0XvvYauqAsCY1p//jQniP9pfAQ0PpT3EtF7TWmfLn5ztUJAuveuE8BIHcst54duDADx+TU8iA32dHJEQziWJnXAIW3U1xR9+yKm33sZaWgqAsWdP/GfcxZOWT/n15K/oNDqeGvYUE7tMbL0b14/WSe86ITyeyWLjwaU7MFltXN49iskDE5wdkhBOJ4mdaFXWkhKKP15G0fuLsRYUAmDo3Jl2f/oTx/rHcs+PfyanMgejzsgLI19gZEIrtiKR3nVCeJVXVh8k/WQZYf4+zLuhT+uM+gvh5iSxE63ClJVF0eL3KfnsM5TqagB84uKIfGAGwddcw/KMT3lu5WzMNjMJQQm8POplksNbuSv8zv9K7zohvMTWo0W8vlbtfTn3+j5EBRmdHJEQrkESO3HBFEWhatNmihYtomLNGnXhAuDbvTvhd9xOyPjx1GitPLb+Cb488iUAlyVcxjMjniHYENy6wRRnwbd1248NuVd61wnhwSprLcz6eCc2BSb1i+OqPjHODkkIlyGJnWgxa0Ul5d9+S9GHH1C7L91+PHDUKMLvuAP/wYPQaDRklWbx0NqHOFxyGJ1Gx8z+M7mj1x2tXy6xWeHTu8FUDh2GwpD7Wvf6QgiXMndFOkdPVREbYuTJ63o5OxwhXIokdqJZFJuNqk2bKP3sM8q+W2Uvt2qMRkImTiB86u34dkqyv37V0VU8/uvjVJoriTBG8PzI5xnYfqBjgvv1FTi2AQxBcP1CGa0TwoOtOZDPhxvVxubP35RCiN9F9r0UwsNIYifOyZSVRcnnn1P6xRdYck7ajxs6diTkhhsIvelG9GFh9uOF1YW8uOVFvjryFQD9o/rzwsgXaOffzjEBntwJa+aqz6/6J4QlOuY+QginK6408cjyXQBMG57I8C6RTo5ICNcjiZ04g+n4Ccq/X0X5ym+p3rHDflwbFETw+PGETJyAX2pqo5KqxWZh6YGlvLb9NSrMFWjQcHuv2/lT/z/ho3XQX9Tmavj0LrCZ1fYmshJWCI+lKAqP/W8P+eW1dG4XwCNXdnd2SEK4JEnsBIqiUHvwkJrMfb+a2vSGeXNotQSMGE7oxIkEXnYZWuOZK892Fuzk2Q3Psr9oPwA9I3ry+JDH6R3Z27GBf/80FOyHwGi45hWQVgdCeKyPtxzj610n0Ws1vDw5FaOPTLkQoimS2HkpxWSiascOKtaspXz1aszZ2Q1f1GrxT0sj6IoxBI27Ep/oqCavUVJTwvxt8/nk0CcABBmCmNlvJjd2uxGdo+e5ZfwAG19Xn09YAAERjr2fEMJpvtuby5zP9gDwp8u70jc+1LkBCeHCJLHzEoqiYDp8mMp166hYt46qzVtQ6rb4AtAYDAQMH07QmDEEXja60by53yo3lfNFxhcs3LmQktoSACZ0nsBDaQ8R4dcGCVZVEXxet/J1wJ3Q9QrH31MI4RTrDhcy46PtWG0KN6bFM2N0F2eHJIRLk8TOQylWK6ajR6nZvZvKdeupXL8eS35+o9fowsMbkrkRw9EGBJzzmntP7WXZgWWsyFxBtUVdFds1rCuPDX6M/tH9Hfa9NKIo8PWfofwkRHSBsc+0zX2FEG1ux7ES/rh4CyarjSt7tee5SX3QamXKhRDnIomdB7CZTNQePERN+j5q09Op2ZdOzcGDjUbkADS+vvgPGEDAsGEEDB+Gb7duaLTac167ylzFyqyVfHzgY/ae2ms/3jmkM7f2uJVJXSeh17bhj9Guj2Hvp6DRwfVvguHcyagQwj0dyC3njnc3UWWyMqJLJK/ckoped+7fV0IISezcimK1Yj5+nNpDh+o+DquPmZlgsZzxeo3RiDE5Gf9BAwkYNgy//v3R+vqe9z42xcaugl18feRrvjryFRXmCgB8tD6MTRzLzd1upl9Uv7bdl9FigrVz1Z51ACMfgfi0tru/EKLNZJ+qYsp/NlJSZaZfh1DemJKGr14WSwjRHJLYuShrSQk1+w9Qsz+d2vT9agKXkYFSW9vk63UhIfj27IGxR0+MPXpg7NkDQ2IiGl3zfhkqisKuwl18l/Ud3x39jtzKXPvXEoISuLnbzUzoMoEw49nn3jlM3l51Z4m83ernqbfBJX9u+ziEEA6XX1bD7/+zkfzyWpKjg3j3joEE+Mo/VUI0l/zf4mSKomA5eZLqvXupTd9Pzf791OxPb9QM+HQaX18MnTth7NoV365dMXTpgrFbN/QxMS0eQVMUhd2Fu/k261tWHV3FycqGe/rr/RmVMIqJXSYyOGYwWo0TSiA2K6xfAD88A1YT+EfANfOh53VtH4sQwuFKqkxM+c8msouq6Bjhz/t3DiLU3+DssIRwK5LYtTFbTQ01e/dSvWMn1Tt2UL1jB5aCgiZf65OQgLF7d3y7J+PbrRvGrl3xSUho9ijcb9VYath7ai878news2AnOwt2UlRTZP96fTI3LnEcw+OG46s7f9nWYYqz1JWvR39VP+92JVz7LwiKdl5MQgiHqay1cMe7mzmQV050sC8f3DmYqOAz+2YKIc7tghK7BQsW8Pzzz5Obm0tKSgqvvvoqgwYNOuvrly1bxuOPP05WVhZdu3bln//8J+PHj7/goN2BYjJhzsnBdOwYpuxsTJlZVO/cSc3+/WA2N36xTqcmbj16YOzeHWOP7vh2744uKOiC72+2mjladpRDJYfYVbCLHfk72F+0H4vSeC6ev96fkQkj1WQudjhGvZN/kVotsPMjWPkomCrAEAjj5kL/qdKAWAgPlllYyeH8CkL9fXj/zsEkhPs7OyQh3FKLE7ulS5cya9YsFi5cyODBg5k/fz7jxo3jwIEDREWd2ch23bp13HLLLcybN49rrrmGjz76iIkTJ7Jt2zZ693bwzgQOZDOZsOTmYs7NrXvMw3z8OKZj2Zizj2E+eRJstibP1UVG4peagn9qKn4pKRh790br53dBcVRbqjlWfowjJUfIKM0go0T9yC7LPiOJA2jn147UqFRS2qWQ0i6FnhE9MeicXOqwmCDzR9j3OexfAdV1o4gdhsLE1yE8yanhCSEcr3dcCEvuGoLVptAt+sL/qBXC22kURVFacsLgwYMZOHAgr732GgA2m42EhAQeeOABZs+efcbrJ0+eTGVlJV999ZX92JAhQ0hNTWXhwoXNumdZWRkhISGUlpYSHBzcknCbrb7vm7W0FFtZGdayMqylZVjLSrGVlaufl5SoSVxeHtZTp857TY3RiCEhAZ+EBAwdOmDs1Qu/fqn4xMU1ez7cweKD7C3cS2F1YaOPUzWnKKwupNJcedZzA3wC6BzSmV6RvUhtl0pqVCoxAS2fi+cQ5mo4vBrSv4ADK6G2tOFr/hEwfCYMnQGO3sFCCCGEcHEtyYNaNGJnMpnYunUrjz76qP2YVqtlzJgxrF+/vslz1q9fz6xZsxodGzduHJ9//vlZ71NbW0vtaas/y8rKWhLmBbFVVHBk/NUtOkfj64tP+/boY2LwiY7GJy4Wn4QOGDqoyZy+XbuLTqK+y/qON3a9cc7XBPkE0Sm0E51DO9M5pLP6GNqZaP9o10jiTldTCl/OhIPfwelJaWA09LgWek6ADsNAJ9M/hRBCiJZq0b+ehYWFWK1WoqMbT2CPjo5m//79TZ6Tm5vb5Otzc3ObfD3AvHnzePrpp1sS2kXTBgWhCwlBGxSENjgIXXAIuuBgdCHBaIOD0QUFowsNQR8VjU/7aPQxMehCQx2eOHUN68qIuBFE+kXaPyL8Iog0qs/b+bfDX+/vegnc2fgGw/EtalIXHK+ucO05AeIHwXmaJQshhBDi3FxyWOTRRx9tNMpXVlZGQkKCQ++p0WrptnGDQ+9xIcYljmNc4jhnh9F6NBoY/wIEtoPY/rIgQgghhGhFLUrsIiMj0el05OXlNTqel5dH+/btmzynffv2LXo9gK+vL77N2CFBuKnkK50dgRBCCOGRWlT7MhgMpKWlsXr1avsxm83G6tWrGTp0aJPnDB06tNHrAVatWnXW1wshhBBCiAvT4lLsrFmzuP322xkwYACDBg1i/vz5VFZWMm3aNACmTp1KXFwc8+bNA2DmzJmMHDmSF198kauvvpolS5awZcsW3nzzzdb9ToQQQgghvFyLE7vJkydTUFDAE088QW5uLqmpqaxcudK+QCI7OxvtaZPghw0bxkcffcRjjz3GnDlz6Nq1K59//rlb97ATQgghhHBFLe5j5wxt0cdOCCGEEMIVtSQPkv4SQgghhBAeQhI7IYQQQggPIYmdEEIIIYSHkMROCCGEEMJDSGInhBBCCOEhJLETQgghhPAQktgJIYQQQngISeyEEEIIITyEJHZCCCGEEB5CEjshhBBCCA8hiZ0QQgghhIfQOzuA5qjfzrasrMzJkQghhBBCtK36/Kc+HzoXt0jsysvLAUhISHByJEIIIYQQzlFeXk5ISMg5X6NRmpP+OZnNZiMnJ4egoCA0Gs05X1tWVkZCQgLHjh0jODi4jSJ0T/JeNZ+8V80n71XzyXvVfPJetYy8X83nDu+VoiiUl5cTGxuLVnvuWXRuMWKn1WqJj49v0TnBwcEu+x/I1ch71XzyXjWfvFfNJ+9V88l71TLyfjWfq79X5xupqyeLJ4QQQgghPIQkdkIIIYQQHsLjEjtfX1+efPJJfH19nR2Ky5P3qvnkvWo+ea+aT96r5pP3qmXk/Wo+T3uv3GLxhBBCCCGEOD+PG7ETQgghhPBWktgJIYQQQngISeyEEEIIITyERyV2CxYsIDExEaPRyODBg9m0aZOzQ3IJP/30E9deey2xsbFoNBo+//zzRl9XFIUnnniCmJgY/Pz8GDNmDIcOHXJOsE40b948Bg4cSFBQEFFRUUycOJEDBw40ek1NTQ33338/ERERBAYGcsMNN5CXl+ekiJ3r9ddfp2/fvvbeT0OHDuWbb76xf13eq6Y999xzaDQaHnzwQfsxea8aPPXUU2g0mkYf3bt3t39d3qvGTpw4we9//3siIiLw8/OjT58+bNmyxf51+f2uSkxMPOPnSqPRcP/99wOe9XPlMYnd0qVLmTVrFk8++STbtm0jJSWFcePGkZ+f7+zQnK6yspKUlBQWLFjQ5Nf/7//+j3/9618sXLiQjRs3EhAQwLhx46ipqWnjSJ3rxx9/5P7772fDhg2sWrUKs9nM2LFjqaystL/moYce4ssvv2TZsmX8+OOP5OTkMGnSJCdG7Tzx8fE899xzbN26lS1btnDZZZcxYcIE9u7dC8h71ZTNmzfzxhtv0Ldv30bH5b1qrFevXpw8edL+8csvv9i/Ju9Vg+LiYoYPH46Pjw/ffPMN+/bt48UXXyQsLMz+Gvn9rtq8eXOjn6lVq1YBcNNNNwEe9nOleIhBgwYp999/v/1zq9WqxMbGKvPmzXNiVK4HUD777DP75zabTWnfvr3y/PPP24+VlJQovr6+yn//+18nROg68vPzFUD58ccfFUVR3xcfHx9l2bJl9tekp6crgLJ+/XpnhelSwsLClLffflveqyaUl5crXbt2VVatWqWMHDlSmTlzpqIo8nP1W08++aSSkpLS5NfkvWrskUceUUaMGHHWr8vv97ObOXOm0rlzZ8Vms3ncz5VHjNiZTCa2bt36/+3df0yUdRwH8Pcjx52e1zhJ4PDHAZqoCDq5S3YRy3Vszljzx1ZUVjAqJ2jJJg42o7Vc2sagKJdN58QNFzGdP9vCUrg/yHAhTpgO0UD645DV0vyB4u4+/dF89OHOGs564OH92m675/s8fPncew/PPnzvHkB2drY6Nm7cOGRnZ+PkyZM6VjbydXd3o6+vT5NdVFQUMjIyxnx2165dAwBER0cDAFpbW3H37l1NVnPmzIHT6RzzWQUCAdTV1eHmzZvweDzMKoy1a9ciJydHkwnA8yqcrq4uTJkyBTNmzMCqVavQ29sLgFkNdfjwYbjdbrz00kuIjY3FwoULsXPnTnU/r+/hDQ4Oora2FgUFBVAUxXDnlSEau99++w2BQABxcXGa8bi4OPT19elU1ehwLx9mpxUMBlFcXIzMzEykpqYC+Dsrs9kMu92uOXYsZ9Xe3g6bzQaLxYI1a9bgwIEDSElJYVZD1NXV4fTp09i6dWvIPmallZGRgZqaGnz33XfYvn07uru7kZWVhevXrzOrIX755Rds374ds2bNQkNDAwoLC/Hee+9hz549AHh9f5iDBw/i6tWryM/PB2C8n0GT3gUQjURr165FR0eH5rM9FGr27Nk4c+YMrl27hn379iEvLw8+n0/vskaUX3/9FevXr8f333+P8ePH613OiLd06VL1+fz585GRkYGEhATU19djwoQJOlY28gSDQbjdbmzZsgUAsHDhQnR0dOCrr75CXl6eztWNXLt27cLSpUsxZcoUvUv5TxhixW7y5MmIiIgIuYPlypUrcDgcOlU1OtzLh9ndt27dOhw9ehSNjY2YNm2aOu5wODA4OIirV69qjh/LWZnNZjz11FNwuVzYunUrFixYgOrqamb1gNbWVvT39yM9PR0mkwkmkwk+nw+ff/45TCYT4uLimNU/sNvtSE5OxsWLF3leDREfH4+UlBTN2Ny5c9W3rnl9D3X58mX88MMPePvtt9Uxo51XhmjszGYzXC4Xjh8/ro4Fg0EcP34cHo9Hx8pGvqSkJDgcDk12f/75J1paWsZcdiKCdevW4cCBAzhx4gSSkpI0+10uFyIjIzVZdXZ2ore3d8xl9TDBYBB37txhVg/wer1ob2/HmTNn1Ifb7caqVavU58zq4W7cuIFLly4hPj6e59UQmZmZIX+S6cKFC0hISADA63s4u3fvRmxsLHJyctQxw51Xet+98bjU1dWJxWKRmpoaOXfunKxevVrsdrv09fXpXZrurl+/Lm1tbdLW1iYApKqqStra2uTy5csiIvLJJ5+I3W6XQ4cOydmzZ2XZsmWSlJQkAwMDOlf+/yosLJSoqChpamoSv9+vPm7duqUes2bNGnE6nXLixAn5+eefxePxiMfj0bFq/ZSVlYnP55Pu7m45e/aslJWViaIocuzYMRFhVv/kwbtiRZjVgzZs2CBNTU3S3d0tzc3Nkp2dLZMnT5b+/n4RYVYPOnXqlJhMJvn444+lq6tL9u7dK1arVWpra9VjeH2/LxAIiNPplNLS0pB9RjqvDNPYiYh88cUX4nQ6xWw2y6JFi+Snn37Su6QRobGxUQCEPPLy8kTk71viy8vLJS4uTiwWi3i9Xuns7NS3aB2EywiA7N69Wz1mYGBAioqKZNKkSWK1WmXFihXi9/v1K1pHBQUFkpCQIGazWWJiYsTr9apNnQiz+idDGztmdV9ubq7Ex8eL2WyWqVOnSm5urly8eFHdz6y0jhw5IqmpqWKxWGTOnDmyY8cOzX5e3+9raGgQAGFfv5HOK0VERJelQiIiIiJ6rAzxGTsiIiIiYmNHREREZBhs7IiIiIgMgo0dERERkUGwsSMiIiIyCDZ2RERERAbBxo6IiIjIINjYERERERkEGzsiMozFixejuLhYl+/d1NQERVFC/pE4EdH/iY0dEdEwhWsgn3nmGfj9fkRFRelTFBER2NgREanu3r37yF9rNpvhcDigKMpjrIiIaHjY2BHRqHTz5k28+eabsNlsiI+PR2VlpWa/oig4ePCgZsxut6OmpgYA0NPTA0VR8M033+C5557D+PHjsXfvXvz+++949dVXMXXqVFitVqSlpeHrr79W58jPz4fP50N1dTUURYGiKOjp6Qn7Vuz+/fsxb948WCwWJCYmhtSYmJiILVu2oKCgAE888QScTid27NjxWHMiorGFjR0RjUobN26Ez+fDoUOHcOzYMTQ1NeH06dPDnqesrAzr16/H+fPnsWTJEty+fRsulwvffvstOjo6sHr1arzxxhs4deoUAKC6uhoejwfvvPMO/H4//H4/pk+fHjJva2srXn75Zbzyyitob2/Hhx9+iPLycrWxvKeyshJutxttbW0oKipCYWEhOjs7HykTIiKT3gUQEQ3XjRs3sGvXLtTW1sLr9QIA9uzZg2nTpg17ruLiYqxcuVIzVlJSoj5/99130dDQgPr6eixatAhRUVEwm82wWq1wOBwPnbeqqgperxfl5eUAgOTkZJw7dw4VFRXIz89Xj3vhhRdQVFQEACgtLcWnn36KxsZGzJ49e9ivhYiIK3ZENOpcunQJg4ODyMjIUMeio6MfqRlyu92a7UAggM2bNyMtLQ3R0dGw2WxoaGhAb2/vsOY9f/48MjMzNWOZmZno6upCIBBQx+bPn68+VxQFDocD/f39w34dREQAV+yIyKAURYGIaMbC3RwxceJEzXZFRQWqq6vx2WefIS0tDRMnTkRxcTEGBwf/kzojIyM124qiIBgM/iffi4iMjyt2RDTqzJw5E5GRkWhpaVHH/vjjD1y4cEHdjomJgd/vV7e7urpw69atf527ubkZy5Ytw+uvv44FCxZgxowZmnmBv++AfXDVLZy5c+eiubk5ZO7k5GRERET8ax1ERI+CK3ZENOrYbDa89dZb2LhxI5588knExsZi06ZNGDfu/u+qzz//PLZt2waPx4NAIIDS0tKQ1bFwZs2ahX379uHHH3/EpEmTUFVVhStXriAlJUU9JjExES0tLejp6YHNZkN0dHTIPBs2bMDTTz+NzZs3Izc3FydPnsS2bdvw5ZdfPp4QiIjC4IodEY1KFRUVyMrKwosvvojs7Gw8++yzcLlc6v7KykpMnz4dWVlZeO2111BSUgKr1fqv877//vtIT0/HkiVLsHjxYjgcDixfvlxzTElJCSIiIpCSkoKYmJiwn79LT09HfX096urqkJqaig8++AAfffSR5sYJIqLHTZGhH0IhIiIiolGJK3ZEREREBsHGjoiIiMgg2NgRERERGQQbOyIiIiKDYGNHREREZBBs7IiIiIgMgo0dERERkUGwsSMiIiIyCDZ2RERERAbBxo6IiIjIINjYERERERkEGzsiIiIig/gLhk+01mzdGR8AAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Cdf.from_seq(subset.loc[married0, 'duration']).plot(label='marrno==0')\n", "Cdf.from_seq(subset.loc[married1, 'duration']).plot(label='marrno==1')\n", "Cdf.from_seq(subset.loc[married2, 'duration']).plot(label='marrno==2')\n", "Cdf.from_seq(subset.loc[married3, 'duration']).plot(label='marrno>=3')\n", "decorate()" ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grouped = df.query('SEX==2').groupby('cohort10')\n", "kmf_map = make_kmf_map(grouped)\n", "\n", "cohorts = range(40, 110, 10)\n", "plot_kmf_map(kmf_map, cohorts, title='U.S. Women, 2008-2022 IPUMS')" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cohort = 50\n", "sf_map_subset = {key: sf_map[key] for key in [cohort] if key in sf_map}\n", "PlotSurvivalFunctions(sf_map_subset)\n", "\n", "nsfg_map[cohort].plot(label='NSFG corrected')\n", "kmf_map[cohort].plot(label='ipums')\n", "\n", "decorate(xlim=[13, 53])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now the men" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grouped = df.query('SEX==1').groupby('cohort10')\n", "kmf_map = make_kmf_map(grouped)\n", "plot_kmf_map(kmf_map, cohorts, title='U.S. Men, 2008-2022 IPUMS')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The male and female curves are substantially different" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grouped = df.query('SEX==2').groupby('cohort10')\n", "kmf_map2 = make_kmf_map(grouped)\n", "\n", "fig, ax = plt.subplots()\n", "palette = set_palette('hls', len(cohorts))\n", "for cohort in cohorts:\n", " series = kmf_map2[cohort]\n", " series.plot(ax=ax, label='', color='gray', alpha=0.4)\n", " series = kmf_map[cohort]\n", " series.plot(ax=ax, label=f'{cohort+1900}s')\n", "\n", "decorate(xlabel='Age (years)',\n", " ylabel='Percent ever married',\n", " xlim=[13, 55]\n", " )\n", "\n", "ax.legend(title='Decade of birth', loc='lower right');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I thought the old people might cause a problem, but they don't." ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grouped = df.query('AGE<=65 and SEX==1').groupby('cohort10')\n", "kmf_map2 = make_kmf_map(grouped)\n", "\n", "fig, ax = plt.subplots()\n", "palette = set_palette('hls', len(cohorts))\n", "for cohort in cohorts:\n", " series = kmf_map2[cohort]\n", " series.plot(ax=ax, label='', color='gray', alpha=0.4)\n", " series = kmf_map[cohort]\n", " series.plot(ax=ax, label=f'{cohort+1900}s')\n", "\n", "decorate(xlabel='Age (years)',\n", " ylabel='Percent ever married',\n", " xlim=[13, 55]\n", " )\n", "\n", "ax.legend(title='Decade of birth', loc='lower right');" ] }, { "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": 1 }