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February 6, 2021 20:46
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Propensity Scoring Matching
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "general-singles", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from IPython.core.interactiveshell import InteractiveShell\n", | |
"from IPython.display import clear_output\n", | |
"\n", | |
"import timeit\n", | |
"import datetime\n", | |
"import pandas as pd\n", | |
"import numpy as np\n", | |
"\n", | |
"from sklearn.linear_model import LogisticRegression\n", | |
"from sklearn.neighbors import NearestNeighbors" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"id": "cardiac-poison", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def set_caliper(caliper_scale, propensity, caliper=0.01):\n", | |
" # Check inputs\n", | |
" if caliper_scale == None:\n", | |
" caliper = 0\n", | |
" if not(0<=caliper<1):\n", | |
" if caliper_scale == \"propensity\" and caliper>1:\n", | |
" raise ValueError('Caliper for \"propensity\" method must be between 0 and 1')\n", | |
" elif caliper<0:\n", | |
" raise ValueError('Caliper cannot be negative')\n", | |
"\n", | |
" # Transform the propensity scores and caliper when caliper_scale is \"logit\" or None\n", | |
" if caliper_scale == \"logit\":\n", | |
" propensity = np.log(propensity/(1-propensity))\n", | |
" caliper = caliper*np.std(propensity)\n", | |
" \n", | |
" return caliper\n", | |
"\n", | |
"def match_by_neighbor(data, ratio = 5): # 1 to ratio matching\n", | |
"\n", | |
" controls = data[data.OUTCOME == 0]\n", | |
" cases = data[data.OUTCOME == 1]\n", | |
" \n", | |
" # a few paper suggested to use 0.2 of the propensity score (on the logit scale) as the caliper\n", | |
" # but in reality, the smaller the caliper, the better the matching \n", | |
" # So choose a small number if you have sufficient controls \n", | |
" caliper = set_caliper('logit', data.pscore, caliper=0.01)\n", | |
" \n", | |
" neigh = NearestNeighbors(radius=caliper, algorithm='ball_tree', n_jobs=1)\n", | |
" neigh.fit(controls[['pscore']])\n", | |
"\n", | |
" ignore_list = set()\n", | |
" matched_controls = pd.DataFrame()\n", | |
" under_matched = set()\n", | |
" unmatched = set()\n", | |
" sample_size=pd.DataFrame()\n", | |
"\n", | |
" i = 1\n", | |
" total_cases = cases.shape[0]\n", | |
" start = timeit.default_timer()\n", | |
" \n", | |
" #loop through each case\n", | |
" for index, case in cases.iterrows():\n", | |
" \n", | |
" # current case's pscore\n", | |
" pscore = case.pscore\n", | |
" \n", | |
" # find all controls with pscore within the caliper distance\n", | |
" distances, indices = neigh.radius_neighbors([[pscore]])\n", | |
" \n", | |
" sample = controls.iloc[indices[0]]\n", | |
" \n", | |
" # pick out those that have NOT been used\n", | |
" sample = sample[~sample['PATID'].isin(ignore_list)].copy()\n", | |
" \n", | |
" # rank the samples by their distances to the case's pscore\n", | |
" sample['d'] = abs(sample['pscore']-pscore)\n", | |
" sample.sort_values(by='d', ascending=True, inplace=True)\n", | |
" \n", | |
" # picked the closest \"ratio\"\n", | |
" sample = sample.head(ratio).copy().reset_index(drop=True)\n", | |
" \n", | |
" if (sample.shape[0] < ratio and sample.shape[0] != 0):\n", | |
" under_matched.add(case['PATID'])\n", | |
" \n", | |
" if (sample.shape[0] == 0):\n", | |
" unmatched.add(case['PATID'])\n", | |
" \n", | |
" # exclude the selected sample from the matching pool (i.e., without replacement)\n", | |
" ignore_list.update(sample['PATID'])\n", | |
" \n", | |
" matched_controls = matched_controls.append(sample, ignore_index=True)\n", | |
" \n", | |
" # track progress\n", | |
" clear_output(wait=True)\n", | |
" stop = timeit.default_timer()\n", | |
" \n", | |
" print(\"Current progress:\", np.round(i/total_cases * 100, 2), \"%\")\n", | |
" print(\"Current run time:\", np.round((stop - start) / 60, 2), \"min\")\n", | |
" \n", | |
" i = i+1\n", | |
" \n", | |
" return under_matched, unmatched, matched_controls.reset_index(drop=True)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "eight-sherman", | |
"metadata": {}, | |
"source": [ | |
"## Example of how to use (with fake data 'psm_sample_data.csv' 100 cases and a control pool with 600 samples)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"id": "damaged-hearts", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>OUTCOME</th>\n", | |
" <th>MPEC</th>\n", | |
" <th>SEX</th>\n", | |
" <th>INDEX_DATE</th>\n", | |
" <th>BIRTH_DATE</th>\n", | |
" <th>RACE</th>\n", | |
" <th>wgCCI</th>\n", | |
" <th>PATID</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>0</td>\n", | |
" <td>0.303982</td>\n", | |
" <td>F</td>\n", | |
" <td>2016-09-02</td>\n", | |
" <td>1982-04-10</td>\n", | |
" <td>WHITE</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>0</td>\n", | |
" <td>0.087571</td>\n", | |
" <td>F</td>\n", | |
" <td>2017-01-13</td>\n", | |
" <td>1956-10-17</td>\n", | |
" <td>BLACK</td>\n", | |
" <td>3.0</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>0</td>\n", | |
" <td>0.489954</td>\n", | |
" <td>F</td>\n", | |
" <td>2014-04-02</td>\n", | |
" <td>1954-04-09</td>\n", | |
" <td>WHITE</td>\n", | |
" <td>1.0</td>\n", | |
" <td>2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>0</td>\n", | |
" <td>0.330822</td>\n", | |
" <td>F</td>\n", | |
" <td>2016-05-14</td>\n", | |
" <td>1960-06-22</td>\n", | |
" <td>WHITE</td>\n", | |
" <td>3.0</td>\n", | |
" <td>3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>0</td>\n", | |
" <td>0.066242</td>\n", | |
" <td>F</td>\n", | |
" <td>2015-09-05</td>\n", | |
" <td>1954-10-01</td>\n", | |
" <td>WHITE</td>\n", | |
" <td>3.0</td>\n", | |
" <td>4</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" OUTCOME MPEC SEX INDEX_DATE BIRTH_DATE RACE wgCCI PATID\n", | |
"0 0 0.303982 F 2016-09-02 1982-04-10 WHITE 0.0 0\n", | |
"1 0 0.087571 F 2017-01-13 1956-10-17 BLACK 3.0 1\n", | |
"2 0 0.489954 F 2014-04-02 1954-04-09 WHITE 1.0 2\n", | |
"3 0 0.330822 F 2016-05-14 1960-06-22 WHITE 3.0 3\n", | |
"4 0 0.066242 F 2015-09-05 1954-10-01 WHITE 3.0 4" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from sklearn import preprocessing\n", | |
"\n", | |
"data = pd.read_csv('psm_sample_data.csv')\n", | |
"\n", | |
"data.head()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "through-probability", | |
"metadata": {}, | |
"source": [ | |
"### Encdoe variables" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"id": "received-slovakia", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"data['INDEX_YEAR'] = pd.DatetimeIndex(data['INDEX_DATE']).year\n", | |
"data['BIRTH_YEAR'] = pd.DatetimeIndex(data['BIRTH_DATE']).year\n", | |
"data['AGE'] = data['INDEX_YEAR'] - data['BIRTH_YEAR']\n", | |
"\n", | |
"# bin CCI into groups\n", | |
"# ORIGINAL CCI_bins = [-np.inf, 0, 2, 4, np.inf] what CCI original defintion is to have four categories, from NONE -> CCI = 0; to CCI >= 5 to be SEVERE; it doesn't make sense in our case, since our cases have at least CCI = 1\n", | |
"# ORIGINAL bin_labels_CCI = ['NONE', 'MILD', 'MODERATE', 'SEVERE']\n", | |
"CCI_bins = [-np.inf, 2, 4, np.inf] \n", | |
"bin_labels_CCI = ['NONE/MILD', 'MODERATE', 'SEVERE']\n", | |
"data['CCI_group'] = pd.cut(data['wgCCI'], bins=CCI_bins, labels=bin_labels_CCI)\n", | |
"\n", | |
"# encode CCI Group Label ['NONE', 'MILD', 'MODERATE', 'SEVERE'] to numbers\n", | |
"cci_group_le = preprocessing.LabelEncoder()\n", | |
"cci_group_le.fit(data['CCI_group'])\n", | |
"data['CCI_group_encoded'] = cci_group_le.transform(data['CCI_group']) \n", | |
"\n", | |
"# encode SEX ['M'/'F'] to numbers\n", | |
"sex_le = preprocessing.LabelEncoder()\n", | |
"sex_le.fit(data['SEX'])\n", | |
"# Result: sex_le.classes_ array(['F', 'M'], dtype=object)\n", | |
"data['SEX_encoded'] = sex_le.transform(data['SEX']) \n", | |
"\n", | |
"# encode RACE to numbers\n", | |
"race_le = preprocessing.LabelEncoder()\n", | |
"race_le.fit(data['RACE'])\n", | |
"data['RACE_encoded'] = race_le.transform(data['RACE']) " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"id": "involved-airfare", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>OUTCOME</th>\n", | |
" <th>MPEC</th>\n", | |
" <th>SEX</th>\n", | |
" <th>INDEX_DATE</th>\n", | |
" <th>BIRTH_DATE</th>\n", | |
" <th>RACE</th>\n", | |
" <th>wgCCI</th>\n", | |
" <th>PATID</th>\n", | |
" <th>INDEX_YEAR</th>\n", | |
" <th>BIRTH_YEAR</th>\n", | |
" <th>AGE</th>\n", | |
" <th>CCI_group</th>\n", | |
" <th>CCI_group_encoded</th>\n", | |
" <th>SEX_encoded</th>\n", | |
" <th>RACE_encoded</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>0</td>\n", | |
" <td>0.303982</td>\n", | |
" <td>F</td>\n", | |
" <td>2016-09-02</td>\n", | |
" <td>1982-04-10</td>\n", | |
" <td>WHITE</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0</td>\n", | |
" <td>2016</td>\n", | |
" <td>1982</td>\n", | |
" <td>34</td>\n", | |
" <td>NONE/MILD</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>0</td>\n", | |
" <td>0.087571</td>\n", | |
" <td>F</td>\n", | |
" <td>2017-01-13</td>\n", | |
" <td>1956-10-17</td>\n", | |
" <td>BLACK</td>\n", | |
" <td>3.0</td>\n", | |
" <td>1</td>\n", | |
" <td>2017</td>\n", | |
" <td>1956</td>\n", | |
" <td>61</td>\n", | |
" <td>MODERATE</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>0</td>\n", | |
" <td>0.489954</td>\n", | |
" <td>F</td>\n", | |
" <td>2014-04-02</td>\n", | |
" <td>1954-04-09</td>\n", | |
" <td>WHITE</td>\n", | |
" <td>1.0</td>\n", | |
" <td>2</td>\n", | |
" <td>2014</td>\n", | |
" <td>1954</td>\n", | |
" <td>60</td>\n", | |
" <td>NONE/MILD</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>0</td>\n", | |
" <td>0.330822</td>\n", | |
" <td>F</td>\n", | |
" <td>2016-05-14</td>\n", | |
" <td>1960-06-22</td>\n", | |
" <td>WHITE</td>\n", | |
" <td>3.0</td>\n", | |
" <td>3</td>\n", | |
" <td>2016</td>\n", | |
" <td>1960</td>\n", | |
" <td>56</td>\n", | |
" <td>MODERATE</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>0</td>\n", | |
" <td>0.066242</td>\n", | |
" <td>F</td>\n", | |
" <td>2015-09-05</td>\n", | |
" <td>1954-10-01</td>\n", | |
" <td>WHITE</td>\n", | |
" <td>3.0</td>\n", | |
" <td>4</td>\n", | |
" <td>2015</td>\n", | |
" <td>1954</td>\n", | |
" <td>61</td>\n", | |
" <td>MODERATE</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" OUTCOME MPEC SEX INDEX_DATE BIRTH_DATE RACE wgCCI PATID \\\n", | |
"0 0 0.303982 F 2016-09-02 1982-04-10 WHITE 0.0 0 \n", | |
"1 0 0.087571 F 2017-01-13 1956-10-17 BLACK 3.0 1 \n", | |
"2 0 0.489954 F 2014-04-02 1954-04-09 WHITE 1.0 2 \n", | |
"3 0 0.330822 F 2016-05-14 1960-06-22 WHITE 3.0 3 \n", | |
"4 0 0.066242 F 2015-09-05 1954-10-01 WHITE 3.0 4 \n", | |
"\n", | |
" INDEX_YEAR BIRTH_YEAR AGE CCI_group CCI_group_encoded SEX_encoded \\\n", | |
"0 2016 1982 34 NONE/MILD 1 0 \n", | |
"1 2017 1956 61 MODERATE 0 0 \n", | |
"2 2014 1954 60 NONE/MILD 1 0 \n", | |
"3 2016 1960 56 MODERATE 0 0 \n", | |
"4 2015 1954 61 MODERATE 0 0 \n", | |
"\n", | |
" RACE_encoded \n", | |
"0 1 \n", | |
"1 0 \n", | |
"2 1 \n", | |
"3 1 \n", | |
"4 1 " | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"data.head()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "elect-notion", | |
"metadata": {}, | |
"source": [ | |
"### Matching" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"id": "australian-nightlife", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Current progress: 100.0 %\n", | |
"Current run time: 0.01 min\n", | |
"Unmatched: {641, 643, 678, 680, 621, 686, 688, 690, 659, 691, 692, 600}\n", | |
"Under Matched: {674}\n" | |
] | |
} | |
], | |
"source": [ | |
"# the data DataFrame mush have OUTCOME as the treatment assignment outcome variable\n", | |
"# Note this OUTCOME is not patient outcomes, but whether the patient gets assigned the treatment\n", | |
"# OUTCOME == 1 cases; OUTCOME == 0 controls;\n", | |
"# data = pd.DataFrame([], columns=['OUTCOME'])\n", | |
"\n", | |
"# covariates used in the matching process to calculate pscore\n", | |
"covariates = ['MPEC', 'SEX_encoded', 'AGE', 'RACE_encoded', 'CCI_group_encoded', 'INDEX_YEAR']\n", | |
"\n", | |
"propensity = LogisticRegression()\n", | |
"propensity = propensity.fit(data[covariates], data.OUTCOME)\n", | |
"data['pscore'] = propensity.predict_proba(data[covariates])[:,1]\n", | |
"\n", | |
"under_matched, unmatched, controls = match_by_neighbor(data, ratio = 2)\n", | |
"cases = data[data['OUTCOME'] == 1].copy().reset_index(drop=True)\n", | |
"\n", | |
"print(\"Unmatched:\", unmatched)\n", | |
"print(\"Under Matched:\", under_matched)\n", | |
"\n", | |
"# remove unmatched cases\n", | |
"cases = cases[~cases['PATID'].isin(unmatched)].reset_index(drop=True)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "logical-canon", | |
"metadata": {}, | |
"source": [ | |
"## Demographics and Covariates after PSM" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"id": "available-saint", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"summary = pd.DataFrame(columns=['CHAR', 'CASE', 'CONTROL'])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"id": "distant-press", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"summary = summary.append({\n", | |
" 'CHAR': 'Totoal',\n", | |
" 'CASE': cases.shape[0],\n", | |
" 'CONTROL': controls.shape[0]\n", | |
" }, ignore_index=True)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"id": "baking-turkey", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"sex_df = pd.concat([cases['SEX'].value_counts(normalize=True, dropna=False), controls['SEX'].value_counts(normalize=True, dropna=False)], axis=1, keys=['CASE', 'CONTROL']).sort_index(kind='mergesort')\n", | |
"sex_df['CHAR'] = 'SEX: ' + sex_df.index\n", | |
"sex_df = sex_df.reset_index(drop=True)\n", | |
"\n", | |
"sex_df['CASE'] = sex_df['CASE'].apply(lambda x: \"%.2f%%\"%np.round(x*100, 2))\n", | |
"sex_df['CONTROL'] = sex_df['CONTROL'].apply(lambda x: \"%.2f%%\"%np.round(x*100, 2))\n", | |
"\n", | |
"summary = summary.append(sex_df, ignore_index=True)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"id": "foster-noise", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"race_df = pd.concat([cases['RACE'].value_counts(normalize=True, dropna=False), controls['RACE'].value_counts(normalize=True, dropna=False)], axis=1, keys=['CASE', 'CONTROL']).sort_index(kind='mergesort')\n", | |
"race_df['CHAR'] = 'RACE: ' + race_df.index\n", | |
"race_df = race_df.reset_index(drop=True)\n", | |
"\n", | |
"race_df['CASE'] = race_df['CASE'].apply(lambda x: \"%.2f%%\"%np.round(x*100, 2))\n", | |
"race_df['CONTROL'] = race_df['CONTROL'].apply(lambda x: \"%.2f%%\"%np.round(x*100, 2))\n", | |
"\n", | |
"summary = summary.append(race_df, ignore_index=True)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"id": "protecting-minutes", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"CCI_group_df = pd.concat([cases['CCI_group'].value_counts(normalize=True, dropna=False), controls['CCI_group'].value_counts(normalize=True, dropna=False)], axis=1, keys=['CASE', 'CONTROL']).sort_index(kind='mergesort')\n", | |
"CCI_group_df['CHAR'] = 'CCI Group: ' + CCI_group_df.index.astype(str, copy = True)\n", | |
"CCI_group_df = CCI_group_df.reset_index(drop=True)\n", | |
"\n", | |
"CCI_group_df['CASE'] = CCI_group_df['CASE'].apply(lambda x: \"%.2f%%\"%np.round(x*100, 2))\n", | |
"CCI_group_df['CONTROL'] = CCI_group_df['CONTROL'].apply(lambda x: \"%.2f%%\"%np.round(x*100, 2))\n", | |
"\n", | |
"summary = summary.append(CCI_group_df, ignore_index=True)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"id": "egyptian-airfare", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>CHAR</th>\n", | |
" <th>CASE</th>\n", | |
" <th>CONTROL</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>Totoal</td>\n", | |
" <td>88</td>\n", | |
" <td>175</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>SEX: F</td>\n", | |
" <td>79.55%</td>\n", | |
" <td>81.14%</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>SEX: M</td>\n", | |
" <td>20.45%</td>\n", | |
" <td>18.86%</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>RACE: BLACK</td>\n", | |
" <td>15.91%</td>\n", | |
" <td>16.57%</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>RACE: WHITE</td>\n", | |
" <td>84.09%</td>\n", | |
" <td>83.43%</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5</th>\n", | |
" <td>CCI Group: NONE/MILD</td>\n", | |
" <td>57.95%</td>\n", | |
" <td>81.14%</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6</th>\n", | |
" <td>CCI Group: MODERATE</td>\n", | |
" <td>22.73%</td>\n", | |
" <td>13.14%</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>7</th>\n", | |
" <td>CCI Group: SEVERE</td>\n", | |
" <td>19.32%</td>\n", | |
" <td>5.71%</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" CHAR CASE CONTROL\n", | |
"0 Totoal 88 175\n", | |
"1 SEX: F 79.55% 81.14%\n", | |
"2 SEX: M 20.45% 18.86%\n", | |
"3 RACE: BLACK 15.91% 16.57%\n", | |
"4 RACE: WHITE 84.09% 83.43%\n", | |
"5 CCI Group: NONE/MILD 57.95% 81.14%\n", | |
"6 CCI Group: MODERATE 22.73% 13.14%\n", | |
"7 CCI Group: SEVERE 19.32% 5.71%" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"summary" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "advisory-product", | |
"metadata": {}, | |
"source": [ | |
"### Several aspects affect your matching results; considering the following:" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "brilliant-checkout", | |
"metadata": {}, | |
"source": [ | |
"(1) Whether you have big enough control pool to match with (e.g., in the example above, there just isn't that many CCI > 5 patients in the controls -> Solution, increase the control pool" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "genuine-steel", | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.8.5" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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OUTCOME | MPEC | SEX | INDEX_DATE | BIRTH_DATE | RACE | wgCCI | PATID | |
---|---|---|---|---|---|---|---|---|
0 | 0.3039823940432972 | F | 2016-09-02 | 1982-04-10 | WHITE | 0.0 | 0 | |
0 | 0.0875706214689265 | F | 2017-01-13 | 1956-10-17 | BLACK | 3.0 | 1 | |
0 | 0.4899541391977219 | F | 2014-04-02 | 1954-04-09 | WHITE | 1.0 | 2 | |
0 | 0.3308217457257744 | F | 2016-05-14 | 1960-06-22 | WHITE | 3.0 | 3 | |
0 | 0.0662415074990385 | F | 2015-09-05 | 1954-10-01 | WHITE | 3.0 | 4 | |
0 | 0.3879034445982336 | F | 2015-05-02 | 1956-03-26 | WHITE | 0.0 | 5 | |
0 | 0.5060663315609195 | F | 2017-07-06 | 1967-05-12 | WHITE | 0.0 | 6 | |
0 | 0.0 | F | 2016-01-27 | 1965-11-20 | WHITE | 1.0 | 7 | |
0 | 0.0606837606837606 | F | 2016-10-19 | 1982-09-19 | WHITE | 0.0 | 8 | |
0 | 0.3599847239401447 | F | 2018-08-31 | 1982-09-22 | BLACK | 0.0 | 9 | |
0 | 0.4810246118258618 | F | 2015-01-30 | 1960-05-24 | WHITE | 0.0 | 10 | |
0 | 0.3381415780617413 | F | 2019-07-13 | 1954-07-22 | WHITE | 0.0 | 11 | |
0 | 0.557001600203886 | F | 2016-12-16 | 1969-04-22 | WHITE | 0.0 | 12 | |
0 | 0.4488850609282814 | F | 2018-08-17 | 1957-04-25 | WHITE | 0.0 | 13 | |
0 | 0.4205665016462248 | F | 2015-02-25 | 1956-03-09 | WHITE | 0.0 | 14 | |
0 | 0.3844950921137084 | F | 2016-07-30 | 1952-08-19 | WHITE | 1.0 | 15 | |
0 | 0.3315591471489042 | F | 2014-10-01 | 1961-09-19 | WHITE | 1.0 | 16 | |
0 | 0.010752688172043 | F | 2016-12-21 | 1979-02-12 | WHITE | 1.0 | 17 | |
0 | 0.4463815537558729 | F | 2016-03-30 | 1954-06-25 | WHITE | 0.0 | 18 | |
0 | 0.3745310858134377 | F | 2017-10-14 | 1984-08-15 | WHITE | 0.0 | 19 | |
0 | 0.2881917746137227 | F | 2016-10-02 | 1986-10-05 | WHITE | 0.0 | 20 | |
0 | 0.5243556969796945 | F | 2015-12-27 | 1970-03-06 | BLACK | 1.0 | 21 | |
0 | 0.4181611898712999 | F | 2013-09-18 | 1952-07-17 | WHITE | 2.0 | 22 | |
0 | 0.1274509803921568 | M | 2019-12-19 | 1952-08-18 | WHITE | 3.0 | 23 | |
0 | 0.0 | F | 2014-10-11 | 1990-10-08 | BLACK | 0.0 | 24 | |
0 | 0.4622475856014047 | F | 2018-03-29 | 1955-06-15 | BLACK | 5.0 | 25 | |
0 | 0.5386759474037621 | F | 2016-08-18 | 1978-07-31 | WHITE | 0.0 | 26 | |
0 | 0.5380517175628168 | F | 2016-09-11 | 1967-10-18 | WHITE | 0.0 | 27 | |
0 | 0.4460080600052502 | F | 2017-11-09 | 1961-03-17 | WHITE | 0.0 | 28 | |
0 | 0.4093822843822844 | F | 2017-04-01 | 1957-09-23 | WHITE | 2.0 | 29 | |
0 | 0.5104583335878187 | M | 2018-12-06 | 1949-02-27 | WHITE | 2.0 | 30 | |
0 | 0.5153673983571082 | F | 2019-04-17 | 1961-01-08 | WHITE | 1.0 | 31 | |
0 | 0.3381415780617413 | F | 2014-09-11 | 1954-06-09 | WHITE | 2.0 | 32 | |
0 | 0.0072463768115942 | F | 2016-12-25 | 1979-08-04 | WHITE | 2.0 | 33 | |
0 | 0.4810246118258618 | M | 2017-08-13 | 1968-08-02 | WHITE | 0.0 | 34 | |
0 | 0.6875 | F | 2014-10-05 | 1987-02-20 | BLACK | 0.0 | 35 | |
0 | 0.4320284392257129 | F | 2018-08-01 | 1958-08-21 | WHITE | 0.0 | 36 | |
0 | 0.0149350649350649 | M | 2018-02-02 | 1963-04-12 | WHITE | 2.0 | 37 | |
0 | 0.3419214699705951 | F | 2016-04-08 | 1967-11-11 | WHITE | 0.0 | 38 | |
0 | 0.0 | F | 2016-10-28 | 1986-02-18 | WHITE | 1.0 | 39 | |
0 | 0.5223156912687464 | M | 2016-08-21 | 1974-01-22 | WHITE | 0.0 | 40 | |
0 | 0.0425531914893617 | F | 2017-02-11 | 1979-02-24 | WHITE | 0.0 | 41 | |
0 | 0.9444444444444444 | F | 2018-02-24 | 1984-08-18 | BLACK | 0.0 | 42 | |
0 | 0.3670831046481397 | F | 2016-03-22 | 1971-02-22 | BLACK | 0.0 | 43 | |
0 | 0.545995779739729 | F | 2015-02-14 | 1972-01-05 | WHITE | 0.0 | 44 | |
0 | 0.3260379722615694 | F | 2014-11-19 | 1970-10-07 | BLACK | 0.0 | 45 | |
0 | 0.1855315817153011 | F | 2018-08-02 | 1958-03-18 | WHITE | 0.0 | 46 | |
0 | 0.4033520964753262 | F | 2018-09-23 | 1957-12-31 | WHITE | 0.0 | 47 | |
0 | 0.3381415780617413 | F | 2018-09-15 | 1959-09-25 | WHITE | 0.0 | 48 | |
0 | 0.5734739680904191 | F | 2015-07-26 | 1953-02-23 | WHITE | 6.0 | 49 | |
0 | 0.3909846447470941 | M | 2018-11-25 | 1948-01-26 | WHITE | 0.0 | 50 | |
0 | 0.2270097323460113 | F | 2016-07-08 | 1960-06-16 | WHITE | 9.0 | 51 | |
0 | 0.5016235001479837 | F | 2017-03-30 | 1987-04-26 | WHITE | 0.0 | 52 | |
0 | 0.3333333333333333 | F | 2014-10-25 | 1962-08-03 | WHITE | 1.0 | 53 | |
0 | 0.4005679738317464 | F | 2014-01-29 | 1957-08-28 | WHITE | 0.0 | 54 | |
0 | 0.0909090909090909 | F | 2018-06-22 | 1974-01-10 | BLACK | 1.0 | 55 | |
0 | 0.3583658911129618 | F | 2016-01-10 | 1967-04-26 | WHITE | 2.0 | 56 | |
0 | 0.1225 | F | 2016-10-12 | 1967-10-18 | WHITE | 0.0 | 57 | |
0 | 0.3146766202015962 | F | 2015-09-06 | 1979-03-15 | BLACK | 15.0 | 58 | |
0 | 0.3260379722615694 | M | 2014-03-27 | 1946-12-22 | WHITE | 5.0 | 59 | |
0 | 0.0274390243902439 | F | 2013-12-28 | 1957-08-26 | WHITE | 4.0 | 60 | |
0 | 0.0119047619047619 | F | 2014-07-27 | 2000-09-06 | WHITE | 1.0 | 61 | |
0 | 0.3426573426573426 | M | 2019-12-25 | 1953-03-09 | WHITE | 0.0 | 62 | |
0 | 0.3140027493125063 | F | 2015-05-13 | 1954-10-26 | WHITE | 0.0 | 63 | |
0 | 0.0036764705882352 | F | 2016-08-13 | 1961-07-26 | WHITE | 5.0 | 64 | |
0 | 0.1578947368421052 | F | 2017-12-24 | 1982-10-25 | WHITE | 0.0 | 65 | |
0 | 0.0206185567010309 | F | 2016-03-17 | 1955-12-13 | WHITE | 3.0 | 66 | |
0 | 0.5545833395591073 | F | 2015-03-13 | 1955-08-04 | WHITE | 1.0 | 67 | |
0 | 0.4305909343262985 | F | 2017-12-17 | 1961-02-09 | WHITE | 0.0 | 68 | |
0 | 0.3196677786358461 | F | 2016-09-23 | 1986-08-09 | WHITE | 0.0 | 69 | |
0 | 0.3466123651553489 | F | 2016-06-08 | 1981-09-24 | WHITE | 0.0 | 70 | |
0 | 0.3315591471489042 | F | 2014-03-19 | 1957-04-26 | WHITE | 1.0 | 71 | |
0 | 0.4013350778324769 | F | 2013-06-16 | 1963-03-15 | WHITE | 8.0 | 72 | |
0 | 0.3151147260065376 | F | 2016-05-08 | 1961-03-05 | WHITE | 0.0 | 73 | |
0 | 0.5940540474596643 | F | 2013-09-06 | 1964-04-01 | WHITE | 0.0 | 74 | |
0 | 0.3720256243147352 | F | 2019-08-29 | 1967-05-01 | WHITE | 8.0 | 75 | |
0 | 0.3419214699705951 | M | 2018-02-09 | 1964-03-31 | WHITE | 2.0 | 76 | |
0 | 0.3456705172488045 | F | 2017-12-12 | 1969-01-28 | WHITE | 0.0 | 77 | |
0 | 0.4652339923962874 | M | 2018-02-17 | 1969-11-05 | WHITE | 0.0 | 78 | |
0 | 0.0952380952380952 | F | 2014-11-19 | 1991-11-12 | BLACK | 0.0 | 79 | |
0 | 0.5886075949367089 | F | 2018-09-26 | 1961-02-06 | WHITE | 1.0 | 80 | |
0 | 0.4223279715342677 | M | 2019-12-25 | 1953-12-29 | WHITE | 0.0 | 81 | |
0 | 0.1858407079646017 | F | 2018-05-08 | 1969-06-26 | WHITE | 0.0 | 82 | |
0 | 0.0972222222222222 | F | 2014-12-06 | 1971-12-06 | WHITE | 0.0 | 83 | |
0 | 0.0105331699096062 | F | 2018-08-23 | 1962-01-03 | WHITE | 16.0 | 84 | |
0 | 0.3539321974913157 | F | 2018-01-13 | 1956-03-09 | WHITE | 0.0 | 85 | |
0 | 0.4779434116770013 | M | 2017-04-09 | 1979-03-06 | WHITE | 0.0 | 86 | |
0 | 0.0952555637075079 | M | 2018-02-14 | 1964-07-31 | WHITE | 3.0 | 87 | |
0 | 0.3999141721189542 | M | 2018-12-16 | 1948-09-08 | WHITE | 2.0 | 88 | |
0 | 0.2982121298829318 | F | 2014-08-08 | 2001-07-26 | WHITE | 0.0 | 89 | |
0 | 0.2341616812394539 | F | 2018-09-12 | 1983-05-17 | BLACK | 0.0 | 90 | |
0 | 0.0025641025641025 | F | 2013-04-28 | 1963-06-29 | WHITE | 12.0 | 91 | |
0 | 0.7534722222222222 | F | 2019-07-26 | 1968-01-29 | WHITE | 1.0 | 92 | |
0 | 0.3906614861474889 | F | 2016-02-27 | 1967-09-06 | WHITE | 0.0 | 93 | |
0 | 0.4652339923962874 | F | 2017-03-22 | 1958-08-13 | WHITE | 0.0 | 94 | |
0 | 0.0318713450292397 | F | 2017-03-19 | 1987-05-03 | WHITE | 1.0 | 95 | |
0 | 0.5386759474037621 | F | 2016-08-24 | 1982-05-01 | WHITE | 2.0 | 96 | |
0 | 0.3913413689546056 | F | 2019-03-22 | 1954-10-01 | WHITE | 0.0 | 97 | |
0 | 0.2375 | F | 2016-05-25 | 1965-01-24 | WHITE | 1.0 | 98 | |
0 | 0.05 | F | 2018-10-28 | 1997-10-31 | WHITE | 1.0 | 99 | |
0 | 0.5104583335878187 | M | 2014-02-14 | 1947-11-24 | WHITE | 2.0 | 100 | |
0 | 0.2323256108405857 | F | 2017-11-30 | 1955-03-30 | WHITE | 0.0 | 101 | |
0 | 0.0784313725490196 | F | 2014-01-11 | 1952-10-17 | WHITE | 1.0 | 102 | |
0 | 0.3475134404885977 | M | 2014-08-10 | 1947-01-26 | WHITE | 2.0 | 103 | |
0 | 0.3390444690475639 | F | 2014-09-21 | 1962-05-03 | WHITE | 2.0 | 104 | |
0 | 0.3751940253175197 | F | 2019-03-03 | 1967-12-14 | WHITE | 0.0 | 105 | |
0 | 0.4453337958341586 | F | 2016-03-16 | 1956-02-16 | WHITE | 0.0 | 106 | |
0 | 0.3473497665784787 | F | 2016-04-16 | 1966-11-27 | WHITE | 0.0 | 107 | |
0 | 0.6363636363636364 | F | 2015-10-28 | 1979-03-15 | BLACK | 0.0 | 108 | |
0 | 0.4412645260112864 | F | 2016-05-22 | 1966-02-04 | WHITE | 0.0 | 109 | |
0 | 0.2883056421986745 | F | 2014-08-10 | 2002-02-08 | WHITE | 1.0 | 110 | |
0 | 0.3789739172263734 | F | 2018-03-24 | 1960-11-25 | WHITE | 0.0 | 111 | |
0 | 0.1996527777777778 | F | 2018-08-17 | 1996-05-19 | WHITE | 0.0 | 112 | |
0 | 0.5713697282539557 | F | 2018-03-29 | 1958-01-27 | WHITE | 0.0 | 113 | |
0 | 0.3381415780617413 | F | 2018-12-26 | 1960-09-17 | WHITE | 0.0 | 114 | |
0 | 0.4946843450276353 | F | 2014-10-25 | 1985-12-19 | WHITE | 0.0 | 115 | |
0 | 0.4280279542115827 | F | 2017-11-24 | 1962-04-08 | WHITE | 0.0 | 116 | |
0 | 0.3539321974913157 | F | 2016-05-04 | 1966-04-15 | WHITE | 0.0 | 117 | |
0 | 0.5833804557746763 | F | 2019-03-13 | 1957-07-12 | WHITE | 2.0 | 118 | |
0 | 0.4930598347749249 | F | 2019-02-15 | 1960-12-09 | WHITE | 2.0 | 119 | |
0 | 0.0762711864406779 | F | 2015-01-09 | 1970-09-09 | BLACK | 1.0 | 120 | |
0 | 0.0947712418300653 | F | 2014-07-25 | 1972-07-22 | WHITE | 4.0 | 121 | |
0 | 0.3222580803527155 | M | 2013-11-02 | 1961-12-13 | WHITE | 2.0 | 122 | |
0 | 0.3777777777777777 | F | 2017-01-29 | 1987-01-02 | WHITE | 0.0 | 123 | |
0 | 0.3071416572547919 | M | 2016-04-21 | 1974-05-05 | WHITE | 0.0 | 124 | |
0 | 0.5144645073712856 | F | 2016-01-30 | 1965-04-18 | WHITE | 0.0 | 125 | |
0 | 0.4693797463039424 | F | 2018-04-26 | 1957-04-08 | WHITE | 11.0 | 126 | |
0 | 0.0234375 | F | 2019-06-26 | 1954-10-01 | WHITE | 1.0 | 127 | |
0 | 0.2698162879871802 | F | 2016-02-11 | 1967-02-07 | WHITE | 11.0 | 128 | |
0 | 0.4641775104815383 | F | 2019-01-13 | 1959-09-24 | WHITE | 0.0 | 129 | |
0 | 0.3779781479610995 | F | 2016-10-13 | 1952-05-07 | WHITE | 0.0 | 130 | |
0 | 0.025 | F | 2016-03-26 | 1982-01-18 | WHITE | 0.0 | 131 | |
0 | 0.01875 | F | 2014-10-24 | 1989-10-31 | BLACK | 0.0 | 132 | |
0 | 0.411583533069216 | F | 2017-03-25 | 1987-03-24 | WHITE | 0.0 | 133 | |
0 | 0.2376744186046512 | F | 2015-12-30 | 1981-01-01 | BLACK | 1.0 | 134 | |
0 | 0.5114541028530926 | M | 2014-01-30 | 1951-01-17 | WHITE | 0.0 | 135 | |
0 | 0.4679574023903922 | F | 2014-12-20 | 1973-01-13 | WHITE | 0.0 | 136 | |
0 | 0.0303030303030303 | F | 2016-02-11 | 1967-04-03 | WHITE | 1.0 | 137 | |
0 | 0.3484848484848485 | F | 2018-09-27 | 1958-09-05 | WHITE | 3.0 | 138 | |
0 | 0.335502712967877 | M | 2017-11-18 | 1970-09-06 | WHITE | 2.0 | 139 | |
0 | 0.0548780487804878 | F | 2015-01-11 | 1987-04-14 | BLACK | 0.0 | 140 | |
0 | 0.5273781258778288 | F | 2016-07-31 | 1974-02-17 | WHITE | 0.0 | 141 | |
0 | 1.0 | F | 2013-11-09 | 1967-06-06 | WHITE | 1.0 | 142 | |
0 | 0.4669616331251182 | F | 2018-01-07 | 1957-12-10 | WHITE | 0.0 | 143 | |
0 | 0.6751700680272109 | M | 2014-04-06 | 1947-05-26 | WHITE | 3.0 | 144 | |
0 | 0.411583533069216 | F | 2018-12-20 | 1957-03-22 | WHITE | 0.0 | 145 | |
0 | 0.5115875064482545 | F | 2013-12-26 | 1953-10-02 | WHITE | 1.0 | 146 | |
0 | 0.3871956150469505 | F | 2014-08-06 | 1972-08-21 | WHITE | 0.0 | 147 | |
0 | 0.2436689118350497 | M | 2015-12-18 | 1975-06-23 | WHITE | 1.0 | 148 | |
0 | 0.3140027493125063 | F | 2016-02-25 | 1963-06-24 | WHITE | 0.0 | 149 | |
0 | 0.3352645771387101 | M | 2017-05-21 | 1979-01-09 | WHITE | 0.0 | 150 | |
0 | 0.2982121298829318 | F | 2015-12-05 | 1966-10-13 | WHITE | 0.0 | 151 | |
0 | 0.3836648124111272 | F | 2019-03-20 | 1960-02-23 | WHITE | 0.0 | 152 | |
0 | 0.4029862344765249 | F | 2017-03-03 | 1967-11-13 | WHITE | 0.0 | 153 | |
0 | 0.0451153324287652 | F | 2014-09-24 | 1989-10-28 | BLACK | 1.0 | 154 | |
0 | 0.3307692307692308 | M | 2017-09-16 | 1968-05-12 | WHITE | 0.0 | 155 | |
0 | 0.3963724160392672 | M | 2020-01-03 | 1953-08-04 | WHITE | 3.0 | 156 | |
0 | 0.3281212227925322 | F | 2016-10-28 | 1982-01-06 | WHITE | 0.0 | 157 | |
0 | 0.135593220338983 | F | 2017-10-26 | 1956-03-24 | WHITE | 0.0 | 158 | |
0 | 0.3682457324058813 | F | 2017-07-08 | 1968-08-22 | WHITE | 0.0 | 159 | |
0 | 0.34697822715415 | M | 2013-10-23 | 1960-11-26 | WHITE | 7.0 | 160 | |
0 | 0.3381415780617413 | F | 2019-05-04 | 1954-08-02 | WHITE | 0.0 | 161 | |
0 | 0.5454545454545454 | F | 2018-03-11 | 1958-01-28 | WHITE | 1.0 | 162 | |
0 | 0.3104609932328193 | M | 2018-12-28 | 1947-08-15 | WHITE | 2.0 | 163 | |
0 | 0.0176470588235294 | F | 2015-02-21 | 1988-02-02 | BLACK | 1.0 | 164 | |
0 | 0.5153673983571082 | F | 2018-10-04 | 1960-10-06 | WHITE | 1.0 | 165 | |
0 | 0.4029862344765249 | F | 2015-04-17 | 1967-05-23 | WHITE | 0.0 | 166 | |
0 | 0.4690138843051413 | M | 2013-08-01 | 1956-09-11 | WHITE | 2.0 | 167 | |
0 | 0.4400386817323033 | F | 2016-04-17 | 1973-09-06 | WHITE | 0.0 | 168 | |
0 | 0.3276624825142796 | F | 2016-12-15 | 1987-04-30 | WHITE | 0.0 | 169 | |
0 | 0.4573445233548793 | F | 2014-08-31 | 1937-10-16 | WHITE | 3.0 | 170 | |
0 | 0.3347194616474075 | F | 2017-02-01 | 1969-07-23 | WHITE | 4.0 | 171 | |
0 | 0.4280279542115827 | F | 2019-01-18 | 1966-07-29 | BLACK | 0.0 | 172 | |
0 | 0.5713697282539557 | F | 2018-09-19 | 1973-11-28 | BLACK | 0.0 | 173 | |
0 | 0.3352645771387101 | F | 2015-12-04 | 1966-06-12 | WHITE | 1.0 | 174 | |
0 | 0.3311876077245757 | M | 2017-11-02 | 1969-09-16 | WHITE | 0.0 | 175 | |
0 | 0.5060663315609195 | F | 2016-06-12 | 1962-12-19 | WHITE | 0.0 | 176 | |
0 | 0.0067264573991031 | F | 2015-02-05 | 1956-01-05 | WHITE | 1.0 | 177 | |
0 | 0.3716540848904065 | F | 2018-10-12 | 1957-11-06 | WHITE | 0.0 | 178 | |
0 | 0.0918367346938775 | F | 2014-09-10 | 2001-04-24 | WHITE | 0.0 | 179 | |
0 | 0.3836648124111272 | F | 2016-08-27 | 1981-09-19 | WHITE | 2.0 | 180 | |
0 | 0.5833804557746763 | F | 2018-01-03 | 1955-06-08 | WHITE | 1.0 | 181 | |
0 | 0.5377643431458392 | F | 2015-07-24 | 1967-04-02 | WHITE | 1.0 | 182 | |
0 | 0.3308217457257744 | F | 2015-07-18 | 1960-08-27 | WHITE | 0.0 | 183 | |
0 | 0.2669299467875189 | F | 2019-05-24 | 1956-11-10 | WHITE | 0.0 | 184 | |
0 | 0.4247462321790464 | F | 2015-06-27 | 1979-06-08 | BLACK | 0.0 | 185 | |
0 | 0.5583632314679612 | F | 2013-12-01 | 1957-09-30 | WHITE | 2.0 | 186 | |
0 | 0.3599847239401447 | F | 2018-06-08 | 1957-05-04 | WHITE | 0.0 | 187 | |
0 | 0.554217477560306 | F | 2017-10-11 | 1961-04-19 | WHITE | 1.0 | 188 | |
0 | 0.2383917188792957 | F | 2013-08-28 | 1963-01-13 | WHITE | 1.0 | 189 | |
0 | 0.5576833486608446 | F | 2016-07-09 | 1963-08-31 | WHITE | 2.0 | 190 | |
0 | 0.0275191326530612 | F | 2018-09-22 | 1997-05-28 | WHITE | 4.0 | 191 | |
0 | 0.3865418133341584 | F | 2015-09-23 | 1966-08-27 | WHITE | 0.0 | 192 | |
0 | 0.4641775104815383 | F | 2016-10-29 | 1957-08-06 | WHITE | 0.0 | 193 | |
0 | 0.3039823940432972 | F | 2014-03-08 | 1985-02-28 | WHITE | 6.0 | 194 | |
0 | 0.5143716290918342 | F | 2017-01-28 | 1958-10-22 | WHITE | 3.0 | 195 | |
0 | 0.3510551965682845 | M | 2018-09-07 | 1957-07-17 | WHITE | 8.0 | 196 | |
0 | 0.3381415780617413 | F | 2019-06-19 | 1961-06-28 | WHITE | 0.0 | 197 | |
0 | 0.1314913784410608 | F | 2017-09-04 | 1957-11-30 | WHITE | 4.0 | 198 | |
0 | 0.5390474868280907 | F | 2014-11-28 | 1959-12-14 | WHITE | 1.0 | 199 | |
0 | 0.4043478657406002 | F | 2015-08-27 | 1979-08-02 | BLACK | 0.0 | 200 | |
0 | 0.1062801932367149 | F | 2015-04-02 | 1971-02-17 | WHITE | 5.0 | 201 | |
0 | 0.0333333333333333 | F | 2014-07-26 | 1991-06-04 | BLACK | 1.0 | 202 | |
0 | 0.2003663003663004 | F | 2018-02-07 | 1983-07-13 | WHITE | 0.0 | 203 | |
0 | 0.4339518093008744 | F | 2016-09-03 | 1982-04-14 | WHITE | 0.0 | 204 | |
0 | 0.4982151476634586 | F | 2016-06-10 | 1953-05-03 | WHITE | 2.0 | 205 | |
0 | 0.3353390390577581 | F | 2015-12-03 | 1966-06-04 | WHITE | 0.0 | 206 | |
0 | 0.9047619047619048 | F | 2016-08-17 | 1980-03-08 | BLACK | 0.0 | 207 | |
0 | 0.2566754086210443 | F | 2018-10-04 | 1958-07-27 | WHITE | 1.0 | 208 | |
0 | 1.0 | F | 2018-02-28 | 1983-03-05 | WHITE | 1.0 | 209 | |
0 | 0.125 | F | 2015-01-28 | 1987-04-29 | BLACK | 1.0 | 210 | |
0 | 0.3256958587676278 | F | 2017-10-15 | 1968-12-09 | WHITE | 1.0 | 211 | |
0 | 0.1212406015037594 | F | 2016-04-27 | 1956-01-28 | WHITE | 3.0 | 212 | |
0 | 0.1666666666666666 | F | 2016-09-29 | 1969-04-10 | WHITE | 1.0 | 213 | |
0 | 0.0027777777777777 | F | 2014-12-31 | 1961-02-16 | WHITE | 0.0 | 214 | |
0 | 0.3140027493125063 | F | 2016-03-19 | 1963-12-23 | WHITE | 0.0 | 215 | |
0 | 0.4679574023903922 | F | 2013-12-25 | 1951-01-09 | WHITE | 0.0 | 216 | |
0 | 0.3308217457257744 | F | 2016-10-28 | 1968-06-02 | WHITE | 0.0 | 217 | |
0 | 0.4763779527559055 | F | 2016-04-16 | 1966-05-26 | WHITE | 1.0 | 218 | |
0 | 0.2142120761031284 | F | 2017-04-07 | 1986-09-14 | WHITE | 0.0 | 219 | |
0 | 0.3552392356198868 | F | 2018-09-19 | 1958-06-17 | WHITE | 1.0 | 220 | |
0 | 0.3814348812703482 | F | 2017-03-01 | 1955-11-21 | BLACK | 5.0 | 221 | |
0 | 0.5507708399318337 | F | 2016-04-14 | 1955-05-11 | WHITE | 0.0 | 222 | |
0 | 0.3019920217917856 | F | 2016-07-01 | 1965-12-24 | WHITE | 0.0 | 223 | |
0 | 0.411583533069216 | F | 2016-05-22 | 1968-02-21 | WHITE | 3.0 | 224 | |
0 | 0.3441941045105702 | M | 2016-08-20 | 1975-09-26 | WHITE | 0.0 | 225 | |
0 | 0.6722222222222223 | F | 2014-01-25 | 1956-01-17 | WHITE | 0.0 | 226 | |
0 | 0.3419214699705951 | F | 2018-07-11 | 1942-08-17 | WHITE | 3.0 | 227 | |
0 | 0.3019920217917856 | M | 2016-07-17 | 1946-05-02 | WHITE | 1.0 | 228 | |
0 | 0.0027173913043478 | F | 2018-08-05 | 1973-06-20 | BLACK | 2.0 | 229 | |
0 | 0.0119047619047619 | F | 2015-06-15 | 1960-04-06 | WHITE | 2.0 | 230 | |
0 | 0.3419214699705951 | F | 2017-06-16 | 1967-04-01 | WHITE | 0.0 | 231 | |
0 | 0.3552938287553909 | F | 2017-12-06 | 1970-06-06 | WHITE | 1.0 | 232 | |
0 | 0.2669299467875189 | F | 2015-04-24 | 1958-12-21 | WHITE | 1.0 | 233 | |
0 | 0.0049019607843137 | M | 2017-12-20 | 1968-09-25 | WHITE | 2.0 | 234 | |
0 | 0.5089433324839506 | M | 2017-02-19 | 1986-01-19 | WHITE | 0.0 | 235 | |
0 | 0.3710298550494612 | F | 2019-06-06 | 1966-08-30 | WHITE | 0.0 | 236 | |
0 | 0.3804554634329356 | F | 2015-09-12 | 1969-05-30 | BLACK | 0.0 | 237 | |
0 | 0.6875 | F | 2016-01-15 | 1974-09-20 | WHITE | 0.0 | 238 | |
0 | 0.2881917746137227 | F | 2015-04-17 | 1959-11-24 | WHITE | 0.0 | 239 | |
0 | 0.0349814075196254 | F | 2019-05-08 | 1960-01-21 | WHITE | 4.0 | 240 | |
0 | 0.4468020138766703 | F | 2016-02-14 | 1967-06-01 | WHITE | 2.0 | 241 | |
0 | 0.5006571568130971 | F | 2018-07-28 | 1956-11-15 | WHITE | 1.0 | 242 | |
0 | 0.3381415780617413 | M | 2020-01-11 | 1952-11-28 | WHITE | 0.0 | 243 | |
0 | 0.3865418133341584 | F | 2017-06-01 | 1958-10-23 | WHITE | 0.0 | 244 | |
0 | 0.5471449188447958 | M | 2013-11-14 | 1961-06-07 | WHITE | 0.0 | 245 | |
0 | 0.4984476060670981 | M | 2016-06-15 | 1946-08-10 | WHITE | 2.0 | 246 | |
0 | 0.3211805555555556 | F | 2014-09-21 | 1989-04-25 | BLACK | 7.0 | 247 | |
0 | 0.5614632405696984 | F | 2014-05-28 | 1954-08-08 | WHITE | 0.0 | 248 | |
0 | 0.3353390390577581 | F | 2017-03-22 | 1957-11-08 | WHITE | 0.0 | 249 | |
0 | 0.5387601124111131 | F | 2018-07-12 | 1941-06-12 | WHITE | 1.0 | 250 | |
0 | 0.2433092608326253 | F | 2015-04-16 | 1960-08-03 | WHITE | 7.0 | 251 | |
0 | 0.3479739964194241 | F | 2019-02-01 | 1967-10-05 | WHITE | 0.0 | 252 | |
0 | 0.0204678362573099 | F | 2016-02-12 | 1974-06-25 | BLACK | 2.0 | 253 | |
0 | 0.2674595786424513 | M | 2018-03-10 | 1964-01-23 | WHITE | 1.0 | 254 | |
0 | 0.4985810096622598 | F | 2019-05-22 | 1953-08-23 | WHITE | 2.0 | 255 | |
0 | 0.0181818181818181 | F | 2019-04-19 | 1959-11-05 | WHITE | 2.0 | 256 | |
0 | 0.4103060668124919 | F | 2016-10-02 | 1974-07-09 | WHITE | 0.0 | 257 | |
0 | 0.5624402008820957 | F | 2019-04-19 | 1956-06-21 | WHITE | 0.0 | 258 | |
0 | 0.2745320414119493 | F | 2019-04-20 | 1960-10-06 | WHITE | 2.0 | 259 | |
0 | 0.1707317073170731 | F | 2016-11-17 | 1973-05-31 | WHITE | 0.0 | 260 | |
0 | 0.411583533069216 | M | 2018-09-21 | 1958-10-07 | WHITE | 2.0 | 261 | |
0 | 0.3238035873805587 | F | 2014-08-10 | 2000-03-15 | WHITE | 0.0 | 262 | |
0 | 0.5882352941176471 | F | 2017-04-05 | 1959-10-19 | WHITE | 1.0 | 263 | |
0 | 0.3445656439348989 | F | 2014-05-24 | 1955-04-13 | WHITE | 0.0 | 264 | |
0 | 0.3075131966791206 | F | 2017-04-08 | 1959-03-17 | WHITE | 1.0 | 265 | |
0 | 0.5576833486608446 | F | 2016-04-14 | 1955-04-19 | WHITE | 2.0 | 266 | |
0 | 0.0020491803278688 | F | 2018-09-28 | 1961-01-07 | WHITE | 4.0 | 267 | |
0 | 0.3140027493125063 | F | 2018-02-11 | 1941-09-28 | WHITE | 1.0 | 268 | |
0 | 0.3879034445982336 | M | 2014-11-30 | 1960-11-10 | WHITE | 0.0 | 269 | |
0 | 0.3989607007486684 | F | 2014-01-19 | 1949-10-21 | WHITE | 0.0 | 270 | |
0 | 0.3381415780617413 | F | 2018-12-20 | 1956-12-03 | WHITE | 0.0 | 271 | |
0 | 0.3469839045796775 | F | 2014-12-18 | 1972-04-24 | WHITE | 0.0 | 272 | |
0 | 0.4389189189189189 | F | 2015-09-06 | 1988-02-19 | BLACK | 0.0 | 273 | |
0 | 0.5390474868280907 | F | 2015-07-08 | 1978-05-16 | BLACK | 0.0 | 274 | |
0 | 0.3381415780617413 | F | 2013-12-12 | 1953-08-18 | WHITE | 0.0 | 275 | |
0 | 0.3254716981132075 | M | 2019-12-26 | 1953-11-16 | WHITE | 6.0 | 276 | |
0 | 0.4103060668124919 | F | 2019-03-01 | 1953-10-15 | WHITE | 0.0 | 277 | |
0 | 0.1363636363636363 | M | 2017-02-24 | 1978-10-09 | WHITE | 0.0 | 278 | |
0 | 0.3479739964194241 | M | 2016-07-01 | 1974-08-28 | WHITE | 1.0 | 279 | |
0 | 0.6931007137192704 | F | 2018-03-28 | 1956-11-13 | WHITE | 13.0 | 280 | |
0 | 0.0051546391752577 | M | 2016-06-23 | 1974-01-09 | WHITE | 1.0 | 281 | |
0 | 0.208924295769306 | F | 2017-01-21 | 1969-02-25 | WHITE | 0.0 | 282 | |
0 | 0.4143415746184714 | F | 2016-04-22 | 1964-07-06 | WHITE | 1.0 | 283 | |
0 | 0.6219727681177531 | F | 2016-01-13 | 1966-09-10 | WHITE | 0.0 | 284 | |
0 | 0.0405092592592592 | F | 2016-12-04 | 1983-02-26 | WHITE | 3.0 | 285 | |
0 | 0.5377730564179394 | M | 2016-06-17 | 1967-06-27 | WHITE | 1.0 | 286 | |
0 | 0.16 | F | 2017-02-10 | 1985-08-30 | WHITE | 0.0 | 287 | |
0 | 0.0961538461538461 | M | 2015-05-28 | 1959-12-25 | WHITE | 1.0 | 288 | |
0 | 0.3840363518354558 | F | 2014-06-19 | 1955-02-15 | WHITE | 0.0 | 289 | |
0 | 0.3308217457257744 | F | 2018-02-09 | 1984-07-01 | WHITE | 0.0 | 290 | |
0 | 0.0846790890269151 | F | 2015-09-30 | 1987-07-21 | BLACK | 1.0 | 291 | |
0 | 0.2966048567998538 | F | 2018-12-01 | 1957-08-11 | WHITE | 1.0 | 292 | |
0 | 0.4449647746376301 | F | 2013-12-12 | 1956-10-20 | WHITE | 12.0 | 293 | |
0 | 0.4116676980765671 | F | 2018-04-26 | 1955-11-13 | WHITE | 1.0 | 294 | |
0 | 0.4576318977718569 | F | 2018-02-17 | 1983-07-21 | WHITE | 8.0 | 295 | |
0 | 0.375 | F | 2014-10-29 | 1938-11-14 | WHITE | 7.0 | 296 | |
0 | 0.5576833486608446 | F | 2015-11-05 | 1967-02-03 | WHITE | 0.0 | 297 | |
0 | 0.0615942028985507 | F | 2014-12-04 | 1971-11-25 | WHITE | 0.0 | 298 | |
0 | 0.3311876077245757 | F | 2015-11-14 | 1982-03-12 | WHITE | 1.0 | 299 | |
0 | 1.0 | F | 2015-01-30 | 1988-03-09 | BLACK | 0.0 | 300 | |
0 | 0.4641775104815383 | F | 2016-03-27 | 1964-05-12 | WHITE | 0.0 | 301 | |
0 | 0.3803718616575935 | F | 2013-05-03 | 1962-08-21 | WHITE | 5.0 | 302 | |
0 | 0.4280279542115827 | F | 2016-07-08 | 1961-07-20 | WHITE | 0.0 | 303 | |
0 | 0.0288403549582148 | F | 2016-08-23 | 1983-02-06 | WHITE | 1.0 | 304 | |
0 | 0.331578947368421 | F | 2014-04-27 | 1972-01-14 | BLACK | 0.0 | 305 | |
0 | 0.4181214665273253 | F | 2017-12-24 | 1967-07-27 | WHITE | 0.0 | 306 | |
0 | 0.3725490196078432 | F | 2015-07-31 | 1954-01-10 | WHITE | 2.0 | 307 | |
0 | 0.025 | F | 2015-05-10 | 1978-05-23 | BLACK | 0.0 | 308 | |
0 | 0.0 | F | 2018-02-03 | 1984-03-28 | WHITE | 0.0 | 309 | |
0 | 0.0217391304347826 | F | 2017-04-28 | 1986-11-04 | WHITE | 0.0 | 310 | |
0 | 0.5820433199389436 | F | 2016-06-23 | 1955-01-18 | WHITE | 0.0 | 311 | |
0 | 0.4089556127494719 | F | 2019-06-26 | 1953-10-25 | WHITE | 0.0 | 312 | |
0 | 0.0158730158730158 | F | 2015-06-26 | 1967-04-27 | WHITE | 2.0 | 313 | |
0 | 0.3381415780617413 | F | 2018-06-10 | 1984-09-24 | WHITE | 0.0 | 314 | |
0 | 0.0313397129186602 | M | 2015-06-12 | 1959-11-01 | WHITE | 10.0 | 315 | |
0 | 0.3419214699705951 | F | 2014-08-29 | 1955-06-17 | WHITE | 0.0 | 316 | |
0 | 0.1132478632478632 | F | 2017-01-26 | 1958-07-20 | WHITE | 0.0 | 317 | |
0 | 0.2453234972471165 | F | 2017-06-21 | 1984-01-06 | BLACK | 0.0 | 318 | |
0 | 0.3309059107331255 | F | 2014-06-20 | 1959-10-11 | WHITE | 0.0 | 319 | |
0 | 0.3019920217917856 | F | 2016-07-16 | 1974-09-20 | BLACK | 0.0 | 320 | |
0 | 0.5510582143488113 | F | 2019-07-28 | 1967-08-23 | WHITE | 1.0 | 321 | |
0 | 0.0935941695435366 | F | 2014-11-01 | 1988-10-03 | BLACK | 0.0 | 322 | |
0 | 0.5209540600046713 | F | 2019-03-16 | 1957-11-25 | WHITE | 0.0 | 323 | |
0 | 0.058695652173913 | F | 2017-02-16 | 1957-03-14 | BLACK | 4.0 | 324 | |
0 | 0.0 | F | 2018-09-13 | 1960-03-01 | WHITE | 2.0 | 325 | |
0 | 0.2982121298829318 | F | 2016-05-04 | 1968-05-31 | WHITE | 0.0 | 326 | |
0 | 0.4924544138868563 | F | 2017-10-21 | 1956-06-27 | WHITE | 2.0 | 327 | |
0 | 0.3140027493125063 | F | 2017-01-07 | 1985-07-16 | WHITE | 0.0 | 328 | |
0 | 0.04 | F | 2015-04-25 | 1959-02-06 | WHITE | 4.0 | 329 | |
0 | 0.0 | F | 2016-06-06 | 1981-02-01 | WHITE | 1.0 | 330 | |
0 | 0.3570280083537464 | F | 2017-05-07 | 1957-10-11 | WHITE | 8.0 | 331 | |
0 | 0.0140845070422535 | F | 2018-03-30 | 1955-08-02 | BLACK | 2.0 | 332 | |
0 | 0.0330882352941176 | F | 2017-09-08 | 1967-04-18 | WHITE | 1.0 | 333 | |
0 | 1.0 | F | 2016-05-25 | 1973-09-24 | WHITE | 0.0 | 334 | |
0 | 0.3419214699705951 | M | 2015-05-24 | 1960-01-02 | WHITE | 0.0 | 335 | |
0 | 0.5950498167249383 | F | 2018-11-11 | 1972-10-04 | BLACK | 0.0 | 336 | |
0 | 0.5153673983571082 | F | 2016-06-17 | 1960-04-22 | WHITE | 4.0 | 337 | |
0 | 0.411583533069216 | F | 2018-03-18 | 1983-10-12 | BLACK | 0.0 | 338 | |
0 | 0.0094339622641509 | F | 2018-10-20 | 1996-11-07 | WHITE | 1.0 | 339 | |
0 | 0.4548994458933753 | M | 2018-10-24 | 1948-12-12 | WHITE | 5.0 | 340 | |
0 | 0.5134615384615384 | F | 2018-02-28 | 1983-09-12 | WHITE | 8.0 | 341 | |
0 | 0.5513835510319021 | M | 2019-06-29 | 1953-08-31 | WHITE | 0.0 | 342 | |
0 | 0.6785714285714286 | F | 2014-05-22 | 1960-11-06 | WHITE | 0.0 | 343 | |
0 | 0.3024414586156219 | M | 2013-05-18 | 1961-11-08 | WHITE | 0.0 | 344 | |
0 | 0.3814348812703482 | F | 2014-09-28 | 1954-11-16 | BLACK | 3.0 | 345 | |
0 | 0.037828947368421 | M | 2016-07-05 | 1946-03-23 | WHITE | 3.0 | 346 | |
0 | 0.0745967741935483 | F | 2017-03-03 | 1986-11-09 | WHITE | 3.0 | 347 | |
0 | 0.03125 | F | 2016-08-19 | 1982-06-24 | WHITE | 0.0 | 348 | |
0 | 0.0064516129032258 | F | 2017-12-02 | 1956-01-23 | WHITE | 2.0 | 349 | |
0 | 0.5390474868280907 | F | 2015-01-22 | 1967-02-18 | WHITE | 0.0 | 350 | |
0 | 0.5153673983571082 | F | 2016-04-15 | 1955-11-19 | WHITE | 0.0 | 351 | |
0 | 0.3019920217917856 | M | 2014-06-14 | 1950-04-21 | WHITE | 0.0 | 352 | |
0 | 0.2123287671232877 | F | 2014-11-01 | 1989-02-14 | BLACK | 1.0 | 353 | |
0 | 0.0 | F | 2014-12-05 | 1992-03-21 | BLACK | 0.0 | 354 | |
0 | 0.3381415780617413 | F | 2017-07-29 | 1967-07-02 | WHITE | 0.0 | 355 | |
0 | 0.1211443500806488 | F | 2015-04-26 | 1968-02-05 | WHITE | 0.0 | 356 | |
0 | 0.3445656439348989 | F | 2017-05-21 | 1958-05-30 | WHITE | 3.0 | 357 | |
0 | 0.3539321974913157 | M | 2019-04-24 | 1949-06-02 | WHITE | 0.0 | 358 | |
0 | 0.2982121298829318 | F | 2016-10-16 | 1975-01-14 | WHITE | 0.0 | 359 | |
0 | 0.0689655172413793 | F | 2015-04-19 | 1986-09-23 | BLACK | 0.0 | 360 | |
0 | 0.4526649528371353 | M | 2017-03-31 | 1969-04-09 | WHITE | 0.0 | 361 | |
0 | 0.3315591471489042 | F | 2017-11-10 | 1964-02-24 | WHITE | 0.0 | 362 | |
0 | 0.0824175824175824 | F | 2018-07-01 | 1983-03-03 | BLACK | 1.0 | 363 | |
0 | 0.0333333333333333 | M | 2018-12-03 | 1947-12-05 | WHITE | 1.0 | 364 | |
0 | 0.3841235526893797 | F | 2018-09-30 | 1958-03-06 | WHITE | 0.0 | 365 | |
0 | 0.3023578837905869 | F | 2016-04-27 | 1967-08-14 | WHITE | 1.0 | 366 | |
0 | 0.2982121298829318 | F | 2013-09-04 | 1968-08-14 | WHITE | 0.0 | 367 | |
0 | 0.3599847239401447 | F | 2018-01-10 | 1961-11-23 | WHITE | 3.0 | 368 | |
0 | 0.1821022436225796 | M | 2019-01-16 | 1969-02-25 | BLACK | 3.0 | 369 | |
0 | 0.3019920217917856 | M | 2018-11-24 | 1949-02-19 | WHITE | 1.0 | 370 | |
0 | 0.0142857142857142 | F | 2013-12-06 | 1957-07-12 | WHITE | 3.0 | 371 | |
0 | 0.4960573476702509 | F | 2014-09-20 | 1962-06-30 | WHITE | 3.0 | 372 | |
0 | 0.3714885953277137 | F | 2018-01-03 | 1961-05-06 | WHITE | 0.0 | 373 | |
0 | 0.0813492063492063 | F | 2015-08-14 | 1986-07-01 | BLACK | 0.0 | 374 | |
0 | 0.525 | F | 2015-01-29 | 1956-03-05 | WHITE | 8.0 | 375 | |
0 | 0.1026064144876026 | F | 2018-11-22 | 1997-09-01 | WHITE | 1.0 | 376 | |
0 | 0.0 | F | 2018-09-21 | 1982-07-14 | BLACK | 0.0 | 377 | |
0 | 0.3381415780617413 | F | 2017-02-22 | 1987-04-10 | WHITE | 0.0 | 378 | |
0 | 0.3603562633644733 | F | 2013-12-22 | 1949-08-02 | WHITE | 0.0 | 379 | |
0 | 0.0197368421052631 | F | 2018-11-03 | 1961-01-12 | WHITE | 1.0 | 380 | |
0 | 0.1689948475904966 | F | 2016-04-14 | 1955-10-23 | WHITE | 0.0 | 381 | |
0 | 0.3140027493125063 | F | 2016-03-31 | 1966-04-24 | WHITE | 2.0 | 382 | |
0 | 0.3381415780617413 | F | 2018-05-02 | 1957-11-24 | WHITE | 2.0 | 383 | |
0 | 0.5700080969898805 | F | 2017-05-07 | 1958-09-05 | WHITE | 0.0 | 384 | |
0 | 0.4715099715099715 | F | 2014-08-28 | 1938-01-23 | WHITE | 0.0 | 385 | |
0 | 0.5270065864535002 | M | 2018-03-14 | 1969-11-15 | WHITE | 0.0 | 386 | |
0 | 0.1394230769230769 | F | 2016-05-05 | 1963-03-04 | WHITE | 4.0 | 387 | |
0 | 0.4954950887200064 | M | 2013-09-11 | 1958-03-06 | WHITE | 9.0 | 388 | |
0 | 0.5579973694691599 | F | 2013-11-24 | 1955-07-19 | WHITE | 4.0 | 389 | |
0 | 0.3844950921137084 | F | 2017-09-27 | 1962-02-22 | WHITE | 0.0 | 390 | |
0 | 0.3707511939045839 | F | 2014-08-22 | 1955-04-16 | WHITE | 0.0 | 391 | |
0 | 0.3587317531117629 | F | 2019-06-07 | 1966-07-28 | WHITE | 1.0 | 392 | |
0 | 0.125 | F | 2019-05-19 | 1954-02-14 | WHITE | 2.0 | 393 | |
0 | 0.3140027493125063 | F | 2018-03-23 | 1956-07-03 | WHITE | 0.0 | 394 | |
0 | 0.3707511939045839 | F | 2017-05-17 | 1957-09-07 | WHITE | 9.0 | 395 | |
0 | 0.5782634280300898 | F | 2016-05-12 | 1964-10-30 | WHITE | 2.0 | 396 | |
0 | 0.5260409900420961 | F | 2019-06-23 | 1966-03-02 | WHITE | 4.0 | 397 | |
0 | 0.3419214699705951 | M | 2017-11-17 | 1970-07-20 | WHITE | 0.0 | 398 | |
0 | 0.4247462321790464 | F | 2014-04-06 | 1954-06-25 | WHITE | 0.0 | 399 | |
0 | 0.3539321974913157 | M | 2014-03-13 | 1948-01-30 | WHITE | 0.0 | 400 | |
0 | 0.5906161231032923 | M | 2017-03-03 | 1986-05-08 | WHITE | 0.0 | 401 | |
0 | 0.0736434108527131 | F | 2016-05-22 | 1973-06-03 | WHITE | 0.0 | 402 | |
0 | 0.0232558139534883 | F | 2014-07-31 | 2000-12-30 | WHITE | 0.0 | 403 | |
0 | 0.3419214699705951 | F | 2016-01-28 | 1963-10-19 | WHITE | 1.0 | 404 | |
0 | 0.2441860465116279 | M | 2015-05-06 | 1959-08-30 | WHITE | 0.0 | 405 | |
0 | 0.0267156862745098 | F | 2017-06-04 | 1987-03-24 | WHITE | 1.0 | 406 | |
0 | 0.4589935290359321 | F | 2016-05-21 | 1960-03-13 | WHITE | 0.0 | 407 | |
0 | 0.5820433199389436 | F | 2015-01-14 | 1955-09-23 | WHITE | 0.0 | 408 | |
0 | 0.0428571428571428 | F | 2015-02-18 | 1955-09-22 | WHITE | 3.0 | 409 | |
0 | 0.1204600484261501 | F | 2017-01-28 | 1959-11-24 | WHITE | 7.0 | 410 | |
0 | 0.3703766186336824 | F | 2015-10-22 | 1952-12-30 | WHITE | 0.0 | 411 | |
0 | 0.4924544138868563 | F | 2016-07-16 | 1954-05-25 | WHITE | 0.0 | 412 | |
0 | 0.3390444690475639 | M | 2014-03-05 | 1948-04-04 | WHITE | 4.0 | 413 | |
0 | 0.4679574023903922 | F | 2014-01-26 | 1949-07-24 | WHITE | 0.0 | 414 | |
0 | 0.3019920217917856 | F | 2018-12-29 | 1957-02-04 | WHITE | 0.0 | 415 | |
0 | 0.4415652285923145 | F | 2016-04-17 | 1974-07-27 | BLACK | 0.0 | 416 | |
0 | 0.5153673983571082 | F | 2016-08-11 | 1964-01-12 | WHITE | 1.0 | 417 | |
0 | 0.3339774077936829 | F | 2016-09-30 | 1968-11-01 | WHITE | 0.0 | 418 | |
0 | 0.0630967206309672 | F | 2014-09-17 | 1991-07-15 | BLACK | 0.0 | 419 | |
0 | 0.006578947368421 | F | 2016-06-08 | 1974-09-11 | WHITE | 1.0 | 420 | |
0 | 0.3909846447470941 | F | 2016-10-23 | 1967-10-10 | WHITE | 0.0 | 421 | |
0 | 0.3075131966791206 | F | 2019-01-23 | 1958-01-18 | WHITE | 0.0 | 422 | |
0 | 0.2751852778277281 | F | 2014-02-16 | 1954-04-12 | WHITE | 2.0 | 423 | |
0 | 0.3390444690475639 | M | 2015-07-31 | 1949-09-11 | BLACK | 0.0 | 424 | |
0 | 0.3390444690475639 | F | 2018-06-06 | 1941-11-22 | WHITE | 1.0 | 425 | |
0 | 0.1666666666666666 | F | 2016-08-19 | 1981-12-23 | WHITE | 1.0 | 426 | |
0 | 0.3869076753329596 | F | 2014-11-01 | 1958-11-03 | WHITE | 0.0 | 427 | |
0 | 0.0628356605800214 | F | 2016-06-11 | 1981-03-24 | BLACK | 3.0 | 428 | |
0 | 0.5950498167249383 | F | 2018-03-11 | 1954-06-19 | BLACK | 1.0 | 429 | |
0 | 0.3419214699705951 | F | 2014-03-06 | 1967-12-05 | WHITE | 1.0 | 430 | |
0 | 0.4890164895304842 | F | 2016-01-16 | 1955-05-07 | WHITE | 0.0 | 431 | |
0 | 0.3140027493125063 | F | 2014-11-22 | 2001-05-11 | WHITE | 0.0 | 432 | |
0 | 0.3019920217917856 | F | 2017-04-05 | 1958-04-19 | WHITE | 0.0 | 433 | |
0 | 0.2982121298829318 | F | 2018-09-20 | 1959-08-14 | WHITE | 0.0 | 434 | |
0 | 0.3539321974913157 | M | 2013-08-14 | 1956-06-02 | WHITE | 0.0 | 435 | |
0 | 0.5820433199389436 | F | 2017-02-03 | 1959-06-16 | WHITE | 3.0 | 436 | |
0 | 0.4741635197681474 | M | 2018-03-30 | 1964-10-10 | WHITE | 0.0 | 437 | |
0 | 0.3466123651553489 | F | 2016-12-10 | 1978-12-16 | WHITE | 0.0 | 438 | |
0 | 0.2982121298829318 | F | 2016-06-04 | 1969-03-15 | WHITE | 0.0 | 439 | |
0 | 0.4090909090909091 | F | 2018-07-13 | 1970-01-25 | WHITE | 0.0 | 440 | |
0 | 1.0 | F | 2019-04-04 | 1957-10-28 | WHITE | 4.0 | 441 | |
0 | 0.4235942605899367 | F | 2017-02-24 | 1986-01-04 | WHITE | 0.0 | 442 | |
0 | 0.3479739964194241 | M | 2013-12-04 | 1956-12-28 | WHITE | 0.0 | 443 | |
0 | 0.5023609015711136 | F | 2016-01-13 | 1967-08-24 | WHITE | 0.0 | 444 | |
0 | 0.3841235526893797 | F | 2018-11-03 | 1956-08-23 | WHITE | 0.0 | 445 | |
0 | 0.3118226244968945 | M | 2018-03-21 | 1963-05-18 | WHITE | 1.0 | 446 | |
0 | 0.3419214699705951 | F | 2013-10-11 | 1967-08-17 | WHITE | 0.0 | 447 | |
0 | 0.2614708055489908 | F | 2016-04-02 | 1954-10-31 | WHITE | 0.0 | 448 | |
0 | 0.1769230769230769 | F | 2016-06-15 | 1974-09-24 | WHITE | 6.0 | 449 | |
0 | 0.0 | F | 2015-11-12 | 1982-08-04 | WHITE | 0.0 | 450 | |
0 | 0.5535636758475139 | F | 2016-03-04 | 1968-01-12 | WHITE | 1.0 | 451 | |
0 | 0.3036712711214598 | M | 2013-07-17 | 1941-03-08 | WHITE | 0.0 | 452 | |
0 | 0.3381415780617413 | F | 2014-03-16 | 1957-01-11 | WHITE | 1.0 | 453 | |
0 | 0.3751940253175197 | F | 2015-09-10 | 1967-05-19 | WHITE | 0.0 | 454 | |
0 | 0.4588127413973909 | F | 2016-09-28 | 1968-07-07 | WHITE | 1.0 | 455 | |
0 | 0.3871956150469505 | F | 2014-07-11 | 1971-07-28 | WHITE | 8.0 | 456 | |
0 | 0.3823529411764705 | F | 2017-08-11 | 1984-09-18 | BLACK | 0.0 | 457 | |
0 | 0.2539682539682539 | F | 2016-10-19 | 1965-04-10 | WHITE | 0.0 | 458 | |
0 | 0.3466123651553489 | F | 2014-11-27 | 1989-07-28 | BLACK | 0.0 | 459 | |
0 | 0.554925307111589 | F | 2019-01-13 | 1959-08-21 | WHITE | 3.0 | 460 | |
0 | 0.2903226608415238 | M | 2017-09-30 | 1970-05-02 | WHITE | 0.0 | 461 | |
0 | 0.4442773139194096 | F | 2019-05-09 | 1968-02-19 | WHITE | 0.0 | 462 | |
0 | 0.0 | F | 2019-05-30 | 1967-11-30 | WHITE | 0.0 | 463 | |
0 | 0.3381415780617413 | F | 2019-06-09 | 1967-01-26 | WHITE | 1.0 | 464 | |
0 | 0.4235942605899367 | F | 2016-06-30 | 1963-07-13 | WHITE | 0.0 | 465 | |
0 | 0.341533170652977 | F | 2019-01-24 | 1954-09-30 | WHITE | 0.0 | 466 | |
0 | 0.2541415242819378 | F | 2016-03-24 | 1967-04-17 | WHITE | 0.0 | 467 | |
0 | 0.0212765957446808 | F | 2014-08-22 | 1960-10-06 | WHITE | 0.0 | 468 | |
0 | 0.5734739680904191 | F | 2016-11-06 | 1957-12-24 | BLACK | 0.0 | 469 | |
0 | 0.3140027493125063 | F | 2014-03-27 | 1953-08-25 | WHITE | 0.0 | 470 | |
0 | 0.3879568858033823 | M | 2016-03-24 | 1946-12-14 | WHITE | 1.0 | 471 | |
0 | 0.3308217457257744 | F | 2014-06-18 | 1972-12-29 | WHITE | 0.0 | 472 | |
0 | 0.0125 | F | 2015-01-14 | 1988-07-24 | BLACK | 0.0 | 473 | |
0 | 0.4810246118258618 | F | 2019-03-01 | 1953-12-01 | WHITE | 0.0 | 474 | |
0 | 0.0258620689655172 | F | 2016-01-15 | 1981-09-18 | WHITE | 1.0 | 475 | |
0 | 0.4400386817323033 | F | 2017-01-18 | 1958-02-11 | WHITE | 9.0 | 476 | |
0 | 0.5583632314679612 | F | 2019-06-05 | 1954-01-13 | WHITE | 0.0 | 477 | |
0 | 0.0260869565217391 | F | 2018-02-18 | 1961-12-25 | WHITE | 9.0 | 478 | |
0 | 0.3875614770457517 | F | 2015-01-02 | 1955-06-03 | WHITE | 0.0 | 479 | |
0 | 0.3515139368465371 | F | 2018-01-18 | 1961-10-18 | WHITE | 3.0 | 480 | |
0 | 0.5019893621467849 | F | 2018-09-26 | 1957-10-31 | WHITE | 1.0 | 481 | |
0 | 0.3470711054336014 | F | 2016-09-08 | 1983-01-01 | WHITE | 0.0 | 482 | |
0 | 0.2811622878524965 | F | 2017-03-04 | 1958-08-03 | WHITE | 2.0 | 483 | |
0 | 0.3552938287553909 | F | 2016-11-10 | 1978-07-15 | WHITE | 0.0 | 484 | |
0 | 0.95 | F | 2013-10-05 | 1967-01-14 | WHITE | 13.0 | 485 | |
0 | 0.4005679738317464 | F | 2016-08-26 | 1960-12-18 | WHITE | 0.0 | 486 | |
0 | 0.4089556127494719 | M | 2018-06-29 | 1948-06-24 | WHITE | 0.0 | 487 | |
0 | 0.2468216919459709 | F | 2014-05-30 | 1984-10-04 | WHITE | 0.0 | 488 | |
0 | 0.3071416572547919 | F | 2018-05-09 | 1958-03-28 | WHITE | 0.0 | 489 | |
0 | 0.3751940253175197 | F | 2019-05-10 | 1966-07-08 | WHITE | 0.0 | 490 | |
0 | 0.3156517549935589 | F | 2018-03-23 | 1983-01-19 | WHITE | 0.0 | 491 | |
0 | 0.4120580812895068 | F | 2015-08-13 | 1953-11-10 | WHITE | 2.0 | 492 | |
0 | 0.3913413689546056 | F | 2016-09-02 | 1963-03-26 | WHITE | 0.0 | 493 | |
0 | 0.3539321974913157 | F | 2013-10-25 | 1968-10-17 | WHITE | 0.0 | 494 | |
0 | 0.2571428571428571 | F | 2015-11-06 | 1967-07-24 | WHITE | 6.0 | 495 | |
0 | 0.7058823529411765 | F | 2018-03-18 | 1957-07-24 | WHITE | 0.0 | 496 | |
0 | 1.0 | F | 2016-09-29 | 1968-04-03 | WHITE | 2.0 | 497 | |
0 | 0.5209540600046713 | F | 2019-07-26 | 1959-12-08 | WHITE | 3.0 | 498 | |
0 | 0.4985810096622598 | F | 2019-07-12 | 1972-07-20 | WHITE | 0.0 | 499 | |
0 | 0.2625 | F | 2014-04-20 | 1986-06-16 | WHITE | 0.0 | 500 | |
0 | 0.3023578837905869 | F | 2016-10-21 | 1976-12-07 | WHITE | 0.0 | 501 | |
0 | 0.3913413689546056 | F | 2017-02-15 | 1956-12-27 | BLACK | 0.0 | 502 | |
0 | 0.3140027493125063 | M | 2017-09-11 | 1969-11-03 | WHITE | 1.0 | 503 | |
0 | 0.093978748524203 | F | 2015-11-05 | 1962-11-06 | BLACK | 4.0 | 504 | |
0 | 0.5390474868280907 | F | 2016-02-13 | 1980-09-04 | BLACK | 0.0 | 505 | |
0 | 0.3801230563314401 | M | 2016-04-03 | 1967-03-10 | WHITE | 0.0 | 506 | |
0 | 0.0444444444444444 | M | 2017-04-13 | 1978-10-23 | WHITE | 1.0 | 507 | |
0 | 0.5583632314679612 | F | 2016-07-03 | 1953-05-16 | WHITE | 0.0 | 508 | |
0 | 0.4163585932613209 | F | 2017-12-09 | 1969-02-10 | WHITE | 0.0 | 509 | |
0 | 0.2288888751390653 | F | 2019-02-13 | 1958-02-21 | WHITE | 4.0 | 510 | |
0 | 0.4552136371270783 | F | 2018-01-21 | 1984-07-21 | BLACK | 0.0 | 511 | |
0 | 0.4309049551346138 | F | 2013-12-15 | 1955-11-01 | WHITE | 0.0 | 512 | |
0 | 0.4242480623027288 | F | 2014-11-30 | 1956-06-20 | BLACK | 1.0 | 513 | |
0 | 0.4652339923962874 | F | 2016-07-30 | 1961-01-19 | WHITE | 3.0 | 514 | |
0 | 0.0 | F | 2015-03-20 | 1987-04-15 | BLACK | 0.0 | 515 | |
0 | 0.3115844886677276 | M | 2015-05-13 | 1959-09-04 | WHITE | 0.0 | 516 | |
0 | 0.5376801781384881 | M | 2018-12-02 | 1948-02-23 | WHITE | 3.0 | 517 | |
0 | 0.3789739172263734 | F | 2017-07-07 | 1968-10-07 | WHITE | 0.0 | 518 | |
0 | 0.4400386817323033 | F | 2015-10-09 | 1967-11-12 | WHITE | 2.0 | 519 | |
0 | 0.0666666666666666 | F | 2016-05-27 | 1963-01-31 | WHITE | 0.0 | 520 | |
0 | 0.1975593797146635 | F | 2015-06-25 | 1967-01-31 | WHITE | 2.0 | 521 | |
0 | 0.5820433199389436 | F | 2016-07-07 | 1960-10-09 | WHITE | 0.0 | 522 | |
0 | 0.2982121298829318 | F | 2014-12-07 | 1960-03-30 | WHITE | 0.0 | 523 | |
0 | 0.0253164556962025 | F | 2017-01-18 | 1957-12-07 | WHITE | 1.0 | 524 | |
0 | 0.031567581300813 | F | 2018-02-24 | 1955-09-09 | WHITE | 4.0 | 525 | |
0 | 0.4980410755344194 | M | 2016-05-25 | 1967-04-17 | WHITE | 5.0 | 526 | |
0 | 0.3381415780617413 | F | 2013-10-17 | 1968-08-30 | WHITE | 0.0 | 527 | |
0 | 0.3381415780617413 | M | 2018-12-02 | 1949-04-29 | WHITE | 0.0 | 528 | |
0 | 0.4043478657406002 | F | 2017-10-12 | 1955-12-29 | WHITE | 2.0 | 529 | |
0 | 0.3836648124111272 | M | 2016-03-24 | 1968-02-11 | WHITE | 1.0 | 530 | |
0 | 0.3671165595454456 | M | 2013-08-22 | 1962-02-01 | WHITE | 3.0 | 531 | |
0 | 0.5054609106728508 | F | 2013-06-06 | 1967-04-16 | WHITE | 0.0 | 532 | |
0 | 0.3140027493125063 | F | 2015-08-06 | 1967-03-17 | WHITE | 3.0 | 533 | |
0 | 0.0317460317460317 | F | 2017-05-21 | 1987-07-02 | WHITE | 0.0 | 534 | |
0 | 0.1099107142857142 | F | 2013-10-02 | 1968-05-22 | WHITE | 6.0 | 535 | |
0 | 0.4092316624994399 | F | 2016-08-20 | 1981-04-15 | WHITE | 0.0 | 536 | |
0 | 0.0136986301369863 | F | 2019-05-10 | 1961-07-31 | WHITE | 2.0 | 537 | |
0 | 0.4826736175069146 | F | 2014-10-22 | 1990-09-26 | BLACK | 0.0 | 538 | |
0 | 0.0018796992481203 | F | 2017-12-02 | 1955-10-13 | WHITE | 3.0 | 539 | |
0 | 0.3865418133341584 | F | 2018-09-09 | 1982-05-09 | BLACK | 0.0 | 540 | |
0 | 0.3703162021311911 | F | 2016-08-17 | 1960-08-21 | WHITE | 0.0 | 541 | |
0 | 0.0212765957446808 | F | 2016-12-16 | 1985-10-19 | WHITE | 0.0 | 542 | |
0 | 0.5703739589886818 | F | 2017-01-25 | 1958-06-19 | BLACK | 0.0 | 543 | |
0 | 0.1255102040816326 | F | 2016-06-10 | 1968-05-03 | WHITE | 2.0 | 544 | |
0 | 0.02 | F | 2015-03-28 | 1988-11-18 | BLACK | 0.0 | 545 | |
0 | 0.6048951048951049 | F | 2017-08-30 | 1958-10-26 | WHITE | 3.0 | 546 | |
0 | 0.0108695652173913 | F | 2017-03-21 | 1979-08-25 | WHITE | 0.0 | 547 | |
0 | 0.3539321974913157 | F | 2013-09-19 | 1951-02-27 | WHITE | 0.0 | 548 | |
0 | 0.3019920217917856 | F | 2014-12-24 | 1971-07-23 | WHITE | 0.0 | 549 | |
0 | 0.3552392356198868 | F | 2013-03-29 | 1964-04-20 | WHITE | 3.0 | 550 | |
0 | 0.3419214699705951 | M | 2020-01-16 | 1952-10-07 | WHITE | 0.0 | 551 | |
0 | 0.3419214699705951 | M | 2016-10-28 | 1947-05-23 | WHITE | 0.0 | 552 | |
0 | 0.5786053955825716 | F | 2017-09-09 | 1984-01-18 | WHITE | 0.0 | 553 | |
0 | 0.2867809047618368 | M | 2014-04-02 | 1948-04-17 | WHITE | 0.0 | 554 | |
0 | 0.0166666666666666 | F | 2016-08-31 | 1981-06-10 | WHITE | 0.0 | 555 | |
0 | 0.3703162021311911 | F | 2016-05-06 | 1973-06-25 | WHITE | 0.0 | 556 | |
0 | 0.4810246118258618 | F | 2019-02-23 | 1960-11-19 | WHITE | 1.0 | 557 | |
0 | 0.048896839594514 | F | 2016-02-17 | 1967-03-23 | WHITE | 1.0 | 558 | |
0 | 0.3140027493125063 | M | 2014-03-21 | 1951-01-12 | WHITE | 1.0 | 559 | |
0 | 0.3871956150469505 | F | 2015-06-21 | 1967-03-15 | WHITE | 0.0 | 560 | |
0 | 0.3311876077245757 | F | 2014-05-14 | 1954-07-21 | WHITE | 1.0 | 561 | |
0 | 0.2033333333333333 | F | 2016-01-08 | 1982-02-02 | WHITE | 0.0 | 562 | |
0 | 0.2855996621621621 | F | 2017-02-15 | 1987-04-10 | WHITE | 3.0 | 563 | |
0 | 0.3349731770589569 | F | 2017-01-01 | 1958-07-19 | BLACK | 0.0 | 564 | |
0 | 0.545995779739729 | F | 2015-10-24 | 1974-10-28 | BLACK | 0.0 | 565 | |
0 | 0.1375887712230154 | F | 2014-08-31 | 1961-04-11 | WHITE | 0.0 | 566 | |
0 | 0.1859553948161543 | F | 2017-12-14 | 1983-09-04 | BLACK | 0.0 | 567 | |
0 | 0.3603562633644733 | F | 2016-03-05 | 1966-07-08 | WHITE | 1.0 | 568 | |
0 | 0.3019920217917856 | M | 2013-08-11 | 1960-12-22 | WHITE | 2.0 | 569 | |
0 | 0.0879370856622903 | F | 2014-08-10 | 1971-07-19 | BLACK | 0.0 | 570 | |
0 | 0.1157657657657657 | F | 2014-06-07 | 1985-06-21 | WHITE | 0.0 | 571 | |
0 | 0.4029862344765249 | F | 2015-02-11 | 1955-07-23 | WHITE | 1.0 | 572 | |
0 | 0.5703125 | F | 2015-01-28 | 1956-05-04 | WHITE | 1.0 | 573 | |
0 | 0.0820493066255778 | F | 2014-10-03 | 1991-11-10 | BLACK | 0.0 | 574 | |
0 | 0.5273781258778288 | F | 2016-08-17 | 1976-05-12 | WHITE | 0.0 | 575 | |
0 | 0.3315591471489042 | F | 2016-05-12 | 1952-11-17 | WHITE | 0.0 | 576 | |
0 | 0.0138888888888888 | F | 2017-07-27 | 1967-09-17 | WHITE | 2.0 | 577 | |
0 | 0.8333333333333334 | F | 2017-11-04 | 1962-05-18 | WHITE | 0.0 | 578 | |
0 | 0.4567085015609276 | F | 2016-06-12 | 1964-01-29 | WHITE | 1.0 | 579 | |
0 | 0.2906942002658525 | F | 2015-06-19 | 1966-06-30 | WHITE | 2.0 | 580 | |
0 | 0.5087790842581444 | M | 2018-09-01 | 1959-02-13 | WHITE | 12.0 | 581 | |
0 | 0.3945154473829174 | F | 2016-04-24 | 1954-06-16 | WHITE | 0.0 | 582 | |
0 | 0.2982865918019798 | F | 2014-12-14 | 1971-09-06 | WHITE | 1.0 | 583 | |
0 | 0.0456349206349206 | F | 2015-01-15 | 1991-12-15 | BLACK | 0.0 | 584 | |
0 | 0.0051546391752577 | M | 2017-12-29 | 1964-09-01 | WHITE | 4.0 | 585 | |
0 | 0.1195652173913043 | F | 2016-08-28 | 1981-09-28 | WHITE | 0.0 | 586 | |
0 | 0.5050893712485223 | F | 2019-05-17 | 1953-01-05 | WHITE | 0.0 | 587 | |
0 | 0.0094936708860759 | M | 2018-02-17 | 1964-03-17 | WHITE | 1.0 | 588 | |
0 | 0.0384615384615384 | F | 2014-11-23 | 1972-03-19 | WHITE | 1.0 | 589 | |
0 | 1.0 | F | 2014-08-16 | 1971-11-25 | BLACK | 0.0 | 590 | |
0 | 0.2541415242819378 | F | 2016-10-08 | 1958-09-08 | WHITE | 0.0 | 591 | |
0 | 0.4078036411603621 | F | 2018-11-16 | 1960-08-14 | WHITE | 0.0 | 592 | |
0 | 0.3510551965682845 | F | 2015-09-12 | 1968-05-20 | WHITE | 0.0 | 593 | |
0 | 0.0376121463077984 | F | 2015-06-17 | 1988-06-14 | BLACK | 0.0 | 594 | |
0 | 0.3247929677818052 | M | 2014-04-03 | 1946-06-11 | WHITE | 0.0 | 595 | |
0 | 0.4242480623027288 | F | 2016-03-26 | 1974-04-26 | BLACK | 0.0 | 596 | |
0 | 0.3539321974913157 | M | 2014-05-03 | 1948-04-08 | WHITE | 0.0 | 597 | |
0 | 0.4013421934580319 | F | 2018-12-01 | 1982-09-21 | BLACK | 0.0 | 598 | |
0 | 0.3346016376346282 | F | 2015-06-07 | 1960-09-03 | WHITE | 2.0 | 599 | |
1 | 0.4606741573033708 | F | 2016-02-10 | 1974-03-03 | BLACK | 4.0 | 600 | |
1 | 0.5713697282539557 | F | 2014-11-02 | 1960-04-15 | WHITE | 6.0 | 601 | |
1 | 0.5484567437837038 | F | 2019-06-19 | 1967-02-23 | WHITE | 2.0 | 602 | |
1 | 0.5833804557746763 | F | 2018-09-20 | 1957-12-03 | WHITE | 1.0 | 603 | |
1 | 0.5536478408548651 | F | 2015-06-24 | 1967-09-25 | WHITE | 1.0 | 604 | |
1 | 0.1296296296296296 | F | 2018-08-24 | 1996-10-31 | WHITE | 2.0 | 605 | |
1 | 0.482386243089937 | M | 2015-10-14 | 1976-01-28 | WHITE | 1.0 | 606 | |
1 | 0.2906100352585014 | F | 2018-03-30 | 1957-05-09 | WHITE | 2.0 | 607 | |
1 | 0.0764705882352941 | F | 2016-12-22 | 1979-06-22 | WHITE | 5.0 | 608 | |
1 | 0.3019920217917856 | M | 2018-02-14 | 1963-10-14 | WHITE | 1.0 | 609 | |
1 | 0.0144230769230769 | F | 2015-08-07 | 1978-12-20 | BLACK | 2.0 | 610 | |
1 | 0.4415584415584416 | F | 2017-12-16 | 1984-01-31 | BLACK | 2.0 | 611 | |
1 | 0.073469387755102 | M | 2015-05-24 | 1960-06-07 | WHITE | 3.0 | 612 | |
1 | 0.4930598347749249 | F | 2017-10-15 | 1958-08-17 | WHITE | 1.0 | 613 | |
1 | 0.545995779739729 | M | 2019-12-21 | 1953-05-18 | WHITE | 4.0 | 614 | |
1 | 0.5050893712485223 | M | 2017-12-23 | 1969-03-17 | WHITE | 1.0 | 615 | |
1 | 0.5153673983571082 | F | 2015-02-08 | 1955-08-02 | WHITE | 2.0 | 616 | |
1 | 0.3717948717948718 | F | 2016-09-28 | 1968-09-20 | WHITE | 7.0 | 617 | |
1 | 0.1452202577165118 | F | 2016-02-14 | 1967-03-31 | WHITE | 4.0 | 618 | |
1 | 0.375 | F | 2015-12-14 | 1981-08-07 | WHITE | 2.0 | 619 | |
1 | 0.5786053955825716 | M | 2016-07-03 | 1974-12-28 | WHITE | 1.0 | 620 | |
1 | 1.0 | M | 2013-08-21 | 1957-05-22 | WHITE | 3.0 | 621 | |
1 | 0.5713697282539557 | F | 2017-11-30 | 1956-01-19 | WHITE | 3.0 | 622 | |
1 | 0.0535714285714285 | F | 2017-01-21 | 1957-07-19 | BLACK | 2.0 | 623 | |
1 | 0.3539321974913157 | M | 2016-07-20 | 1967-06-15 | WHITE | 1.0 | 624 | |
1 | 0.0330668604651162 | F | 2014-10-30 | 1988-11-24 | BLACK | 1.0 | 625 | |
1 | 0.028735632183908 | F | 2017-03-03 | 1986-07-10 | WHITE | 4.0 | 626 | |
1 | 0.298558280124983 | F | 2016-04-22 | 1965-06-23 | WHITE | 3.0 | 627 | |
1 | 0.5419188103255944 | M | 2017-11-08 | 1969-10-28 | WHITE | 1.0 | 628 | |
1 | 0.5583632314679612 | F | 2017-03-02 | 1956-02-17 | BLACK | 1.0 | 629 | |
1 | 0.5912699248160844 | F | 2015-04-16 | 1959-10-24 | WHITE | 1.0 | 630 | |
1 | 0.0149253731343283 | M | 2018-11-13 | 1964-12-12 | WHITE | 3.0 | 631 | |
1 | 0.140255376344086 | F | 2019-06-06 | 1972-11-12 | WHITE | 3.0 | 632 | |
1 | 0.5209540600046713 | F | 2017-08-27 | 1968-03-17 | WHITE | 1.0 | 633 | |
1 | 0.5820433199389436 | F | 2018-12-16 | 1966-08-01 | BLACK | 1.0 | 634 | |
1 | 0.5060663315609195 | F | 2019-05-10 | 1960-08-27 | WHITE | 3.0 | 635 | |
1 | 0.0127659574468085 | F | 2014-09-06 | 1938-05-18 | WHITE | 4.0 | 636 | |
1 | 0.5386759474037621 | M | 2018-10-07 | 1958-02-27 | WHITE | 2.0 | 637 | |
1 | 0.5833804557746763 | F | 2016-07-02 | 1952-11-19 | WHITE | 8.0 | 638 | |
1 | 0.95 | F | 2018-01-28 | 1961-10-27 | WHITE | 2.0 | 639 | |
1 | 0.5149958589327795 | M | 2018-12-01 | 1948-06-29 | WHITE | 1.0 | 640 | |
1 | 0.5016235001479837 | M | 2017-08-05 | 1969-04-09 | WHITE | 4.0 | 641 | |
1 | 0.6364060894741758 | F | 2016-03-05 | 1980-07-17 | BLACK | 12.0 | 642 | |
1 | 0.5019893621467849 | M | 2015-09-23 | 1950-01-20 | BLACK | 1.0 | 643 | |
1 | 0.4613726678790328 | F | 2017-03-23 | 1958-07-14 | WHITE | 6.0 | 644 | |
1 | 0.5851433290406809 | F | 2016-01-13 | 1966-11-09 | WHITE | 11.0 | 645 | |
1 | 0.3909846447470941 | M | 2016-07-01 | 1946-09-21 | WHITE | 9.0 | 646 | |
1 | 0.5820433199389436 | F | 2014-01-03 | 1953-01-27 | WHITE | 3.0 | 647 | |
1 | 0.0434782608695652 | F | 2014-12-17 | 1971-11-06 | WHITE | 3.0 | 648 | |
1 | 0.4604139315507335 | F | 2015-08-09 | 1953-10-13 | WHITE | 4.0 | 649 | |
1 | 0.5511129534257753 | F | 2016-04-02 | 1955-04-11 | WHITE | 1.0 | 650 | |
1 | 0.34697822715415 | M | 2014-03-15 | 1947-04-25 | WHITE | 5.0 | 651 | |
1 | 0.5060663315609195 | F | 2018-02-10 | 1983-10-13 | WHITE | 1.0 | 652 | |
1 | 0.6219727681177531 | F | 2016-07-10 | 1960-10-27 | WHITE | 3.0 | 653 | |
1 | 0.5456538121872473 | F | 2018-03-29 | 1955-05-10 | BLACK | 7.0 | 654 | |
1 | 0.3143687072573197 | F | 2018-12-08 | 1962-11-25 | WHITE | 9.0 | 655 | |
1 | 0.5463280085188981 | F | 2014-09-21 | 1961-11-06 | WHITE | 1.0 | 656 | |
1 | 0.1363636363636363 | F | 2013-06-14 | 1967-05-20 | WHITE | 1.0 | 657 | |
1 | 0.6858974358974359 | F | 2014-11-09 | 1955-11-08 | BLACK | 17.0 | 658 | |
1 | 0.5419188103255944 | M | 2019-01-23 | 1968-04-05 | BLACK | 1.0 | 659 | |
1 | 0.4594369712383362 | M | 2014-04-11 | 1947-08-10 | WHITE | 6.0 | 660 | |
1 | 0.0291412145167085 | F | 2015-06-20 | 1965-11-16 | WHITE | 4.0 | 661 | |
1 | 0.4955947222040146 | M | 2013-06-14 | 1941-10-20 | WHITE | 1.0 | 662 | |
1 | 0.5493974167147523 | F | 2018-02-05 | 1969-09-17 | WHITE | 5.0 | 663 | |
1 | 0.0138888888888888 | M | 2013-10-24 | 1961-03-06 | WHITE | 5.0 | 664 | |
1 | 0.5127108314577752 | F | 2013-04-28 | 1963-05-01 | WHITE | 5.0 | 665 | |
1 | 0.5149958589327795 | F | 2015-04-10 | 1959-12-10 | WHITE | 1.0 | 666 | |
1 | 1.0 | F | 2015-12-25 | 1962-07-02 | BLACK | 1.0 | 667 | |
1 | 0.018348623853211 | F | 2014-08-01 | 2001-03-15 | WHITE | 1.0 | 668 | |
1 | 0.6112991764327652 | F | 2018-08-04 | 1973-05-19 | BLACK | 1.0 | 669 | |
1 | 0.5583632314679612 | F | 2015-12-31 | 1967-12-05 | WHITE | 2.0 | 670 | |
1 | 0.0033783783783783 | M | 2017-02-19 | 1985-07-29 | WHITE | 4.0 | 671 | |
1 | 0.5390474868280907 | F | 2013-10-09 | 1968-01-12 | WHITE | 2.0 | 672 | |
1 | 0.095 | F | 2015-09-01 | 1987-04-21 | BLACK | 2.0 | 673 | |
1 | 0.5386759474037621 | F | 2018-09-07 | 1982-09-24 | BLACK | 1.0 | 674 | |
1 | 0.5707989494954708 | F | 2019-01-25 | 1957-05-04 | WHITE | 3.0 | 675 | |
1 | 0.0 | F | 2014-01-16 | 1955-06-25 | WHITE | 1.0 | 676 | |
1 | 0.1318681318681318 | F | 2016-10-08 | 1976-07-06 | WHITE | 3.0 | 677 | |
1 | 0.5019893621467849 | M | 2014-05-16 | 1951-04-15 | WHITE | 1.0 | 678 | |
1 | 0.4280279542115827 | F | 2013-12-08 | 1956-10-06 | WHITE | 1.0 | 679 | |
1 | 0.5060663315609195 | F | 2014-05-13 | 1975-12-16 | BLACK | 3.0 | 680 | |
1 | 0.0735294117647058 | F | 2016-06-01 | 1963-11-03 | WHITE | 2.0 | 681 | |
1 | 0.4589935290359321 | F | 2016-08-24 | 1982-03-08 | WHITE | 1.0 | 682 | |
1 | 0.1589105339105339 | F | 2016-02-26 | 1970-04-17 | BLACK | 2.0 | 683 | |
1 | 0.3419214699705951 | F | 2018-06-24 | 1941-08-27 | WHITE | 2.0 | 684 | |
1 | 0.3909755069558044 | F | 2014-05-17 | 1955-01-19 | WHITE | 2.0 | 685 | |
1 | 1.0 | M | 2017-04-22 | 1979-09-07 | WHITE | 4.0 | 686 | |
1 | 0.5016235001479837 | F | 2017-02-09 | 1959-02-18 | WHITE | 1.0 | 687 | |
1 | 1.0 | F | 2016-10-30 | 1957-07-13 | BLACK | 5.0 | 688 | |
1 | 0.5679319498390434 | F | 2013-12-06 | 1950-06-25 | WHITE | 1.0 | 689 | |
1 | 0.4826736175069146 | F | 2014-11-05 | 1991-08-10 | BLACK | 1.0 | 690 | |
1 | 1.0 | F | 2015-01-28 | 1987-09-11 | BLACK | 1.0 | 691 | |
1 | 0.5019950395723124 | F | 2014-08-16 | 1971-04-29 | BLACK | 3.0 | 692 | |
1 | 0.545995779739729 | F | 2019-05-23 | 1953-12-14 | WHITE | 1.0 | 693 | |
1 | 0.0714285714285714 | F | 2014-07-27 | 1972-05-22 | WHITE | 3.0 | 694 | |
1 | 0.5583632314679612 | F | 2018-09-28 | 1960-08-12 | WHITE | 3.0 | 695 | |
1 | 0.5833804557746763 | F | 2017-08-19 | 1965-02-01 | WHITE | 1.0 | 696 | |
1 | 0.063953488372093 | F | 2014-05-22 | 1985-08-24 | WHITE | 5.0 | 697 | |
1 | 0.5506866749244828 | F | 2016-06-08 | 1974-04-13 | WHITE | 2.0 | 698 | |
1 | 0.0129870129870129 | M | 2017-05-03 | 1971-06-07 | WHITE | 2.0 | 699 |
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