import { assert } from 'chai';
import _ from 'lodash';
import { PatientSurvival } from 'shared/model/PatientSurvival';
import {
    convertScatterDataToDownloadData,
    downSampling,
    filterScatterData,
    getDownloadContent,
    getSurvivalSummaries,
    getLineData,
    getMedian,
    getScatterData,
    getScatterDataWithOpacity,
    getStats,
    ScatterData,
    parseSurvivalData,
    getSurvivalStatusBoolean,
    isNullSurvivalClinicalDataValue,
    createSurvivalAttributeIdsDict,
    getNumPatientsAtRisk,
    sortPatientSurvivals,
} from './SurvivalUtil';

const exampleAlteredPatientSurvivals = [
    {
        uniquePatientKey: 'TCGA-OR-A5J2',
        patientId: 'TCGA-OR-A5J2',
        studyId: 'acc_tcga',
        entryMonths: 0,
        months: 0.09,
        status: true,
    },
    {
        uniquePatientKey: 'TCGA-OR-A5J1',
        patientId: 'TCGA-OR-A5J1',
        studyId: 'acc_tcga',
        entryMonths: 0,
        months: 5.09,
        status: false,
    },
];

const exampleUnalteredPatientSurvivals = [
    {
        uniquePatientKey: 'TCGA-OR-A5J3',
        patientId: 'TCGA-OR-A5J3',
        studyId: 'acc_tcga',
        entryMonths: 0,
        months: 0,
        status: false,
    },
    {
        uniquePatientKey: 'TCGA-2F-A9KP',
        patientId: 'TCGA-2F-A9KP',
        studyId: 'blca_tcga',
        entryMonths: 0,
        months: 0.13,
        status: false,
    },
    {
        uniquePatientKey: 'TCGA-2F-A9KO',
        patientId: 'TCGA-2F-A9KO',
        studyId: 'blca_tcga',
        entryMonths: 0,
        months: 63.83,
        status: true,
    },
    {
        uniquePatientKey: 'TCGA-2F-A9KQ',
        patientId: 'TCGA-2F-A9KQ',
        studyId: 'blca_tcga',
        entryMonths: 0,
        months: 182.19,
        status: true,
    },
];

const allScatterData: ScatterData[] = [
    {
        x: 0,
        y: 10,
        patientId: '',
        uniquePatientKey: '',
        studyId: '',
        status: true,
    },
    {
        x: 0.5,
        y: 9,
        patientId: '',
        uniquePatientKey: '',
        studyId: '',
        status: true,
    },
    {
        x: 1,
        y: 8,
        patientId: '',
        uniquePatientKey: '',
        studyId: '',
        status: true,
    },
    {
        x: 0,
        y: 10,
        patientId: '',
        uniquePatientKey: '',
        studyId: '',
        status: true,
    },
    {
        x: 0,
        y: 10,
        patientId: '',
        uniquePatientKey: '',
        studyId: '',
        status: true,
    },
];

// data from gbm_columbia_2019 study
const cbioExamplePatientSurvivals = [
    {
        months: 1.4,
        entryMonths: 0,
        status: false,
    },
    {
        months: 4.3,
        entryMonths: 0,
        status: false,
    },
    {
        months: 4.5,
        entryMonths: 0,
        status: false,
    },
    {
        months: 8,
        entryMonths: 0,
        status: false,
    },
    {
        months: 8.9,
        entryMonths: 0,
        status: true,
    },
    {
        months: 9.2,
        entryMonths: 0,
        status: false,
    },
    {
        months: 13.1,
        entryMonths: 0,
        status: false,
    },
    {
        months: 14.4,
        entryMonths: 0,
        status: true,
    },
    {
        months: 14.8,
        entryMonths: 0,
        status: false,
    },
    {
        months: 14.8,
        entryMonths: 0,
        status: false,
    },
    {
        months: 15.3,
        entryMonths: 0,
        status: false,
    },
    {
        months: 15.9,
        entryMonths: 0,
        status: false,
    },
    {
        months: 19.6,
        entryMonths: 0,
        status: false,
    },
    {
        months: 20.6,
        entryMonths: 0,
        status: true,
    },
    {
        months: 23,
        entryMonths: 0,
        status: false,
    },
    {
        months: 23,
        entryMonths: 0,
        status: false,
    },
    {
        months: 24,
        entryMonths: 0,
        status: true,
    },
    {
        months: 25.4,
        entryMonths: 0,
        status: true,
    },
    {
        months: 26.6,
        entryMonths: 0,
        status: true,
    },
    {
        months: 31.3,
        entryMonths: 0,
        status: false,
    },
    {
        months: 34,
        entryMonths: 0,
        status: false,
    },
    {
        months: 36.6,
        entryMonths: 0,
        status: true,
    },
    {
        months: 36.9,
        entryMonths: 0,
        status: false,
    },
    {
        months: 43.1,
        entryMonths: 0,
        status: false,
    },
    {
        months: 45.4,
        entryMonths: 0,
        status: true,
    },
    {
        months: 45.6,
        entryMonths: 0,
        status: false,
    },
    {
        months: 46.5,
        entryMonths: 0,
        status: true,
    },
    {
        months: 46.8,
        entryMonths: 0,
        status: true,
    },
    {
        months: 55.6,
        entryMonths: 0,
        status: false,
    },
] as PatientSurvival[];

// ground truth from R survival package
/*
library(survival)
time = c(1.4,4.3,4.5,8,8.9,9.2,13.1,14.4,14.8,14.8,15.3,15.9,19.6,20.6,23,23,24,25.4,26.6,31.3,34,36.6,36.9,43.1,45.4,45.6,46.5,46.8,55.6)
status = c(1,1,1,1,2,1,1,2,1,1,1,1,1,2,1,1,2,2,2,1,1,2,1,1,2,1,2,2,1)
summary(survfit(Surv(time, status) ~ 1))
*/
const cbioExampleSurvivalSummaries = [
    {
        survivalFunctionEstimate: 1,
        atRisk: 29,
    },
    {
        survivalFunctionEstimate: 1,
        atRisk: 28,
    },
    {
        survivalFunctionEstimate: 1,
        atRisk: 27,
    },
    {
        survivalFunctionEstimate: 1,
        atRisk: 26,
    },
    {
        survivalFunctionEstimate: 0.96,
        standardError: 0.03919183588453085,
        low95ConfidenceInterval: 0.8861782272999308,
        high95ConfidenceInterval: 1,
        atRisk: 25,
    },
    {
        survivalFunctionEstimate: 0.96,
        atRisk: 24,
    },
    {
        survivalFunctionEstimate: 0.96,
        atRisk: 23,
    },
    {
        survivalFunctionEstimate: 0.9163636363636364,
        standardError: 0.05671964347934269,
        low95ConfidenceInterval: 0.8116737574073527,
        high95ConfidenceInterval: 1,
        atRisk: 22,
    },
    {
        survivalFunctionEstimate: 0.9163636363636364,
        atRisk: 21,
    },
    {
        survivalFunctionEstimate: 0.9163636363636364,
        atRisk: 20,
    },
    {
        survivalFunctionEstimate: 0.9163636363636364,
        atRisk: 19,
    },
    {
        survivalFunctionEstimate: 0.9163636363636364,
        atRisk: 18,
    },
    {
        survivalFunctionEstimate: 0.9163636363636364,
        atRisk: 17,
    },
    {
        survivalFunctionEstimate: 0.8590909090909091,
        standardError: 0.07682903121584796,
        low95ConfidenceInterval: 0.7209674254729507,
        high95ConfidenceInterval: 1,
        atRisk: 16,
    },
    {
        survivalFunctionEstimate: 0.8590909090909091,
        atRisk: 15,
    },
    {
        survivalFunctionEstimate: 0.8590909090909091,
        atRisk: 14,
    },
    {
        survivalFunctionEstimate: 0.7930069930069931,
        standardError: 0.09518757265448993,
        low95ConfidenceInterval: 0.6267641342567718,
        high95ConfidenceInterval: 1,
        atRisk: 13,
    },
    {
        survivalFunctionEstimate: 0.7269230769230769,
        standardError: 0.10778053305175259,
        low95ConfidenceInterval: 0.5436022117301463,
        high95ConfidenceInterval: 0.9720658753052113,
        atRisk: 12,
    },
    {
        survivalFunctionEstimate: 0.6608391608391608,
        standardError: 0.11649295252831449,
        low95ConfidenceInterval: 0.4677843335458505,
        high95ConfidenceInterval: 0.9335678114491659,
        atRisk: 11,
    },
    {
        survivalFunctionEstimate: 0.6608391608391608,
        atRisk: 10,
    },
    {
        survivalFunctionEstimate: 0.6608391608391608,
        atRisk: 9,
    },
    {
        survivalFunctionEstimate: 0.5782342657342657,
        standardError: 0.12790863672863112,
        low95ConfidenceInterval: 0.37481184465886863,
        high95ConfidenceInterval: 0.8920605654113074,
        atRisk: 8,
    },
    {
        survivalFunctionEstimate: 0.5782342657342657,
        atRisk: 7,
    },
    {
        survivalFunctionEstimate: 0.5782342657342657,
        atRisk: 6,
    },
    {
        survivalFunctionEstimate: 0.4625874125874126,
        standardError: 0.1454996635668725,
        low95ConfidenceInterval: 0.24972477313930544,
        high95ConfidenceInterval: 0.8568918157148447,
        atRisk: 5,
    },
    {
        survivalFunctionEstimate: 0.4625874125874126,
        atRisk: 4,
    },
    {
        survivalFunctionEstimate: 0.3083916083916084,
        standardError: 0.15893348873798227,
        low95ConfidenceInterval: 0.11231173743871747,
        high95ConfidenceInterval: 0.8467982625436375,
        atRisk: 3,
    },
    {
        survivalFunctionEstimate: 0.1541958041958042,
        standardError: 0.13491899968648588,
        low95ConfidenceInterval: 0.0277513466677814,
        high95ConfidenceInterval: 0.8567636848843272,
        atRisk: 2,
    },
    {
        survivalFunctionEstimate: 0.1541958041958042,
        atRisk: 1,
    },
];

// data from lung dataset: https://rdrr.io/cran/survival/man/lung.html
const largeExamplePatientSurvivalsFromRSurvivalPackage = [
    {
        patientId: '57',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '57',
        months: 5,
        status: true,
    },
    {
        patientId: '73',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '73',
        months: 11,
        status: true,
    },
    {
        patientId: '79',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '79',
        months: 11,
        status: true,
    },
    {
        patientId: '108',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '108',
        months: 11,
        status: true,
    },
    {
        patientId: '30',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '30',
        months: 12,
        status: true,
    },
    {
        patientId: '116',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '116',
        months: 13,
        status: true,
    },
    {
        patientId: '215',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '215',
        months: 13,
        status: true,
    },
    {
        patientId: '111',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '111',
        months: 15,
        status: true,
    },
    {
        patientId: '32',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '32',
        months: 26,
        status: true,
    },
    {
        patientId: '96',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '96',
        months: 30,
        status: true,
    },
    {
        patientId: '149',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '149',
        months: 31,
        status: true,
    },
    {
        patientId: '35',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '35',
        months: 53,
        status: true,
    },
    {
        patientId: '53',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '53',
        months: 53,
        status: true,
    },
    {
        patientId: '124',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '124',
        months: 54,
        status: true,
    },
    {
        patientId: '202',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '202',
        months: 59,
        status: true,
    },
    {
        patientId: '64',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '64',
        months: 60,
        status: true,
    },
    {
        patientId: '128',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '128',
        months: 60,
        status: true,
    },
    {
        patientId: '19',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '19',
        months: 61,
        status: true,
    },
    {
        patientId: '144',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '144',
        months: 62,
        status: true,
    },
    {
        patientId: '56',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '56',
        months: 65,
        status: true,
    },
    {
        patientId: '66',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '66',
        months: 65,
        status: true,
    },
    {
        patientId: '14',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '14',
        months: 71,
        status: true,
    },
    {
        patientId: '201',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '201',
        months: 79,
        status: true,
    },
    {
        patientId: '22',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '22',
        months: 81,
        status: true,
    },
    {
        patientId: '192',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '192',
        months: 81,
        status: true,
    },
    {
        patientId: '20',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '20',
        months: 88,
        status: true,
    },
    {
        patientId: '93',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '93',
        months: 88,
        status: true,
    },
    {
        patientId: '127',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '127',
        months: 92,
        status: true,
    },
    {
        patientId: '214',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '214',
        months: 92,
        status: false,
    },
    {
        patientId: '39',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '39',
        months: 93,
        status: true,
    },
    {
        patientId: '46',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '46',
        months: 95,
        status: true,
    },
    {
        patientId: '82',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '82',
        months: 95,
        status: true,
    },
    {
        patientId: '206',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '206',
        months: 105,
        status: true,
    },
    {
        patientId: '226',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '226',
        months: 105,
        status: false,
    },
    {
        patientId: '34',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '34',
        months: 107,
        status: true,
    },
    {
        patientId: '104',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '104',
        months: 107,
        status: true,
    },
    {
        patientId: '189',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '189',
        months: 110,
        status: true,
    },
    {
        patientId: '223',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '223',
        months: 116,
        status: true,
    },
    {
        patientId: '28',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '28',
        months: 118,
        status: true,
    },
    {
        patientId: '36',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '36',
        months: 122,
        status: true,
    },
    {
        patientId: '193',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '193',
        months: 131,
        status: true,
    },
    {
        patientId: '58',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '58',
        months: 132,
        status: true,
    },
    {
        patientId: '74',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '74',
        months: 132,
        status: true,
    },
    {
        patientId: '200',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '200',
        months: 135,
        status: true,
    },
    {
        patientId: '164',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '164',
        months: 142,
        status: true,
    },
    {
        patientId: '16',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '16',
        months: 144,
        status: true,
    },
    {
        patientId: '44',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '44',
        months: 145,
        status: true,
    },
    {
        patientId: '179',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '179',
        months: 145,
        status: true,
    },
    {
        patientId: '88',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '88',
        months: 147,
        status: true,
    },
    {
        patientId: '42',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '42',
        months: 153,
        status: true,
    },
    {
        patientId: '106',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '106',
        months: 156,
        status: true,
    },
    {
        patientId: '155',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '155',
        months: 156,
        status: true,
    },
    {
        patientId: '65',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '65',
        months: 163,
        status: true,
    },
    {
        patientId: '90',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '90',
        months: 163,
        status: true,
    },
    {
        patientId: '148',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '148',
        months: 163,
        status: true,
    },
    {
        patientId: '10',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '10',
        months: 166,
        status: true,
    },
    {
        patientId: '100',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '100',
        months: 166,
        status: true,
    },
    {
        patientId: '84',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '84',
        months: 167,
        status: true,
    },
    {
        patientId: '11',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '11',
        months: 170,
        status: true,
    },
    {
        patientId: '210',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '210',
        months: 173,
        status: false,
    },
    {
        patientId: '227',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '227',
        months: 174,
        status: false,
    },
    {
        patientId: '63',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '63',
        months: 175,
        status: true,
    },
    {
        patientId: '220',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '220',
        months: 175,
        status: false,
    },
    {
        patientId: '80',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '80',
        months: 176,
        status: true,
    },
    {
        patientId: '105',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '105',
        months: 177,
        status: true,
    },
    {
        patientId: '228',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '228',
        months: 177,
        status: false,
    },
    {
        patientId: '97',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '97',
        months: 179,
        status: true,
    },
    {
        patientId: '159',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '159',
        months: 179,
        status: true,
    },
    {
        patientId: '177',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '177',
        months: 180,
        status: true,
    },
    {
        patientId: '112',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '112',
        months: 181,
        status: true,
    },
    {
        patientId: '169',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '169',
        months: 181,
        status: true,
    },
    {
        patientId: '154',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '154',
        months: 182,
        status: true,
    },
    {
        patientId: '218',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '218',
        months: 183,
        status: true,
    },
    {
        patientId: '213',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '213',
        months: 185,
        status: false,
    },
    {
        patientId: '178',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '178',
        months: 186,
        status: true,
    },
    {
        patientId: '224',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '224',
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    {
        patientId: '13',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '13',
        months: 728,
        status: true,
    },
    {
        patientId: '40',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '40',
        months: 731,
        status: true,
    },
    {
        patientId: '51',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '51',
        months: 735,
        status: true,
    },
    {
        patientId: '89',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '89',
        months: 740,
        status: false,
    },
    {
        patientId: '50',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '50',
        months: 765,
        status: true,
    },
    {
        patientId: '81',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '81',
        months: 791,
        status: true,
    },
    {
        patientId: '85',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '85',
        months: 806,
        status: false,
    },
    {
        patientId: '37',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '37',
        months: 814,
        status: true,
    },
    {
        patientId: '68',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '68',
        months: 821,
        status: false,
    },
    {
        patientId: '71',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '71',
        months: 840,
        status: false,
    },
    {
        patientId: '5',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '5',
        months: 883,
        status: true,
    },
    {
        patientId: '38',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '38',
        months: 965,
        status: false,
    },
    {
        patientId: '3',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '3',
        months: 1010,
        status: false,
    },
    {
        patientId: '6',
        studyId: '1',
        entryMonths: 0,
        uniquePatientKey: '6',
        months: 1022,
        status: false,
    },
];

// ground truth from R survival package
/*
library(survival)
summary(survfit(Surv(time, status) ~ 1, data=lung))
*/
const largeExampleSurvivalSummaries = [
    {
        survivalFunctionEstimate: 0.9956140350877193,
        standardError: 0.004376335998553152,
        low95ConfidenceInterval: 0.9870734167405145,
        high95ConfidenceInterval: 1,
        atRisk: 228,
    },
    {
        survivalFunctionEstimate: 0.9912280701754386,
        standardError: undefined,
        low95ConfidenceInterval: undefined,
        high95ConfidenceInterval: undefined,
        atRisk: 227,
    },
    {
        survivalFunctionEstimate: 0.9868421052631579,
        standardError: undefined,
        low95ConfidenceInterval: undefined,
        high95ConfidenceInterval: undefined,
        atRisk: 226,
    },
    {
        survivalFunctionEstimate: 0.9824561403508771,
        standardError: 0.008694642592690387,
        low95ConfidenceInterval: 0.9655618970753633,
        high95ConfidenceInterval: 0.9996459788199428,
        atRisk: 225,
    },
    {
        survivalFunctionEstimate: 0.9780701754385964,
        standardError: 0.00969918321667634,
        low95ConfidenceInterval: 0.9592436769100913,
        high95ConfidenceInterval: 0.9972661703269686,
        atRisk: 224,
    },
    {
        survivalFunctionEstimate: 0.9736842105263157,
        standardError: undefined,
        low95ConfidenceInterval: undefined,
        high95ConfidenceInterval: undefined,
        atRisk: 223,
    },
    {
        survivalFunctionEstimate: 0.9692982456140351,
        standardError: 0.011424649532723746,
        low95ConfidenceInterval: 0.9471630031311906,
        high95ConfidenceInterval: 0.9919507897209449,
        atRisk: 222,
    },
    {
        survivalFunctionEstimate: 0.9649122807017544,
        standardError: 0.012185800489276179,
        low95ConfidenceInterval: 0.9413217146007166,
        high95ConfidenceInterval: 0.9890940525514066,
        atRisk: 221,
    },
    {
        survivalFunctionEstimate: 0.9605263157894737,
        standardError: 0.012895584798847694,
        low95ConfidenceInterval: 0.9355810726270365,
        high95ConfidenceInterval: 0.9861366698382243,
        atRisk: 220,
    },
    {
        survivalFunctionEstimate: 0.956140350877193,
        standardError: 0.01356206983336428,
        low95ConfidenceInterval: 0.9299252668892969,
        high95ConfidenceInterval: 0.9830944519162026,
        atRisk: 219,
    },
    {
        survivalFunctionEstimate: 0.9517543859649122,
        standardError: 0.014191357445529183,
        low95ConfidenceInterval: 0.9243423391699586,
        high95ConfidenceInterval: 0.979979357017088,
        atRisk: 218,
    },
    {
        survivalFunctionEstimate: 0.9473684210526315,
        standardError: undefined,
        low95ConfidenceInterval: undefined,
        high95ConfidenceInterval: undefined,
        atRisk: 217,
    },
    {
        survivalFunctionEstimate: 0.9429824561403508,
        standardError: 0.015356372406043017,
        low95ConfidenceInterval: 0.9133597795943134,
        high95ConfidenceInterval: 0.9735658745379081,
        atRisk: 216,
    },
    {
        survivalFunctionEstimate: 0.9385964912280701,
        standardError: 0.015898956972633615,
        low95ConfidenceInterval: 0.9079467094428935,
        high95ConfidenceInterval: 0.9702809252827124,
        atRisk: 215,
    },
    {
        survivalFunctionEstimate: 0.9342105263157895,
        standardError: 0.016418488032799494,
        low95ConfidenceInterval: 0.9025787990057462,
        high95ConfidenceInterval: 0.9669508174140794,
        atRisk: 214,
    },
    {
        survivalFunctionEstimate: 0.9298245614035088,
        standardError: undefined,
        low95ConfidenceInterval: undefined,
        high95ConfidenceInterval: undefined,
        atRisk: 213,
    },
    {
        survivalFunctionEstimate: 0.9254385964912281,
        standardError: 0.017396561544658157,
        low95ConfidenceInterval: 0.8919624428310942,
        high95ConfidenceInterval: 0.9601711403423211,
        atRisk: 212,
    },
    {
        survivalFunctionEstimate: 0.9210526315789473,
        standardError: 0.017858444540481477,
        low95ConfidenceInterval: 0.8867074506937553,
        high95ConfidenceInterval: 0.9567281175710984,
        atRisk: 211,
    },
    {
        survivalFunctionEstimate: 0.9166666666666666,
        standardError: 0.018304070212790808,
        low95ConfidenceInterval: 0.8814842999075682,
        high95ConfidenceInterval: 0.9532532546137108,
        atRisk: 210,
    },
    {
        survivalFunctionEstimate: 0.9122807017543859,
        standardError: undefined,
        low95ConfidenceInterval: undefined,
        high95ConfidenceInterval: undefined,
        atRisk: 209,
    },
    {
        survivalFunctionEstimate: 0.9078947368421052,
        standardError: 0.01915104821194575,
        low95ConfidenceInterval: 0.8711247066201793,
        high95ConfidenceInterval: 0.9462168239764874,
        atRisk: 208,
    },
    {
        survivalFunctionEstimate: 0.9035087719298245,
        standardError: 0.019554318293626145,
        low95ConfidenceInterval: 0.8659845059869966,
        high95ConfidenceInterval: 0.942659014463242,
        atRisk: 207,
    },
    {
        survivalFunctionEstimate: 0.8991228070175438,
        standardError: 0.019945208381001268,
        low95ConfidenceInterval: 0.8608685484842601,
        high95ConfidenceInterval: 0.9390769630537713,
        atRisk: 206,
    },
    {
        survivalFunctionEstimate: 0.894736842105263,
        standardError: undefined,
        low95ConfidenceInterval: undefined,
        high95ConfidenceInterval: undefined,
        atRisk: 205,
    },
    {
        survivalFunctionEstimate: 0.8903508771929823,
        standardError: 0.020692632882034462,
        low95ConfidenceInterval: 0.850703906610012,
        high95ConfidenceInterval: 0.9318455908792737,
        atRisk: 204,
    },
    {
        survivalFunctionEstimate: 0.8859649122807016,
        standardError: undefined,
        low95ConfidenceInterval: undefined,
        high95ConfidenceInterval: undefined,
        atRisk: 203,
    },
    {
        survivalFunctionEstimate: 0.8815789473684209,
        standardError: 0.02139821960592849,
        low95ConfidenceInterval: 0.8406211828565318,
        high95ConfidenceInterval: 0.9245323057435421,
        atRisk: 202,
    },
    {
        survivalFunctionEstimate: 0.8771929824561402,
        standardError: 0.021736606481725963,
        low95ConfidenceInterval: 0.8356080266650664,
        high95ConfidenceInterval: 0.9208474594736283,
        atRisk: 201,
    },
    {
        survivalFunctionEstimate: 0.8771929824561402,
        atRisk: 200,
    },
    {
        survivalFunctionEstimate: 0.8727849775191746,
        standardError: 0.022069805522652957,
        low95ConfidenceInterval: 0.8305833667271929,
        high95ConfidenceInterval: 0.9171308353846988,
        atRisk: 199,
    },
    {
        survivalFunctionEstimate: 0.868376972582209,
        standardError: undefined,
        low95ConfidenceInterval: undefined,
        high95ConfidenceInterval: undefined,
        atRisk: 198,
    },
    {
        survivalFunctionEstimate: 0.8639689676452434,
        standardError: 0.022710230434161833,
        low95ConfidenceInterval: 0.8205848920812573,
        high95ConfidenceInterval: 0.9096467461895121,
        atRisk: 197,
    },
    {
        survivalFunctionEstimate: 0.859560962708278,
        standardError: 0.023018178956455825,
        low95ConfidenceInterval: 0.8156096611974171,
        high95ConfidenceInterval: 0.9058806973022666,
        atRisk: 196,
    },
    {
        survivalFunctionEstimate: 0.859560962708278,
        atRisk: 195,
    },
    {
        survivalFunctionEstimate: 0.8551302360963796,
        standardError: undefined,
        low95ConfidenceInterval: undefined,
        high95ConfidenceInterval: undefined,
        atRisk: 194,
    },
    {
        survivalFunctionEstimate: 0.8506995094844813,
        standardError: 0.023618347014532283,
        low95ConfidenceInterval: 0.8056453359016672,
        high95ConfidenceInterval: 0.8982732515011627,
        atRisk: 193,
    },
    {
        survivalFunctionEstimate: 0.8462687828725829,
        standardError: 0.02390731788957698,
        low95ConfidenceInterval: 0.8006849239055442,
        high95ConfidenceInterval: 0.8944477802471132,
        atRisk: 192,
    },
    {
        survivalFunctionEstimate: 0.8418380562606846,
        standardError: 0.024189236295403024,
        low95ConfidenceInterval: 0.7957383140762694,
        high95ConfidenceInterval: 0.8906085083906636,
        atRisk: 191,
    },
    {
        survivalFunctionEstimate: 0.8374073296487863,
        standardError: 0.024464346043651622,
        low95ConfidenceInterval: 0.7908050285896571,
        high95ConfidenceInterval: 0.8867559137808481,
        atRisk: 190,
    },
    {
        survivalFunctionEstimate: 0.8329766030368879,
        standardError: 0.024732874338405486,
        low95ConfidenceInterval: 0.7858846221620299,
        high95ConfidenceInterval: 0.8828904417267226,
        atRisk: 189,
    },
    {
        survivalFunctionEstimate: 0.8285458764249896,
        standardError: 0.02499503329948401,
        low95ConfidenceInterval: 0.7809766790650879,
        high95ConfidenceInterval: 0.8790125079825091,
        atRisk: 188,
    },
    {
        survivalFunctionEstimate: 0.8241151498130912,
        standardError: undefined,
        low95ConfidenceInterval: undefined,
        high95ConfidenceInterval: undefined,
        atRisk: 187,
    },
    {
        survivalFunctionEstimate: 0.8196844232011928,
        standardError: 0.025501024206286953,
        low95ConfidenceInterval: 0.7711966521914113,
        high95ConfidenceInterval: 0.8712207862021563,
        atRisk: 186,
    },
    {
        survivalFunctionEstimate: 0.8152536965892946,
        standardError: 0.02574521634972202,
        low95ConfidenceInterval: 0.7663238624353613,
        high95ConfidenceInterval: 0.8673077042000258,
        atRisk: 185,
    },
    {
        survivalFunctionEstimate: 0.8108229699773962,
        standardError: 0.025983761566129887,
        low95ConfidenceInterval: 0.7614621201100749,
        high95ConfidenceInterval: 0.8633835765171467,
        atRisk: 184,
    },
    {
        survivalFunctionEstimate: 0.8063922433654979,
        standardError: 0.026216813999113575,
        low95ConfidenceInterval: 0.7566111230778935,
        high95ConfidenceInterval: 0.8594487053200444,
        atRisk: 183,
    },
    {
        survivalFunctionEstimate: 0.8019615167535995,
        standardError: undefined,
        low95ConfidenceInterval: undefined,
        high95ConfidenceInterval: undefined,
        atRisk: 182,
    },
    {
        survivalFunctionEstimate: 0.7975307901417011,
        standardError: 0.026667013167259244,
        low95ConfidenceInterval: 0.7469402423914959,
        high95ConfidenceInterval: 0.8515478550031967,
        atRisk: 181,
    },
    {
        survivalFunctionEstimate: 0.7931000635298028,
        standardError: 0.026884426256158216,
        low95ConfidenceInterval: 0.7421198366144994,
        high95ConfidenceInterval: 0.8475823980672283,
        atRisk: 180,
    },
    {
        survivalFunctionEstimate: 0.7886693369179044,
        standardError: 0.027096880445726126,
        low95ConfidenceInterval: 0.7373091295792802,
        high95ConfidenceInterval: 0.843607244290396,
        atRisk: 179,
    },
    {
        survivalFunctionEstimate: 0.7842386103060061,
        standardError: undefined,
        low95ConfidenceInterval: undefined,
        high95ConfidenceInterval: undefined,
        atRisk: 178,
    },
    {
        survivalFunctionEstimate: 0.7798078836941078,
        standardError: 0.02750736905168702,
        low95ConfidenceInterval: 0.7277159159467492,
        high95ConfidenceInterval: 0.8356287421312647,
        atRisk: 177,
    },
    {
        survivalFunctionEstimate: 0.7753771570822094,
        standardError: undefined,
        low95ConfidenceInterval: undefined,
        high95ConfidenceInterval: undefined,
        atRisk: 176,
    },
    {
        survivalFunctionEstimate: 0.7709464304703111,
        standardError: undefined,
        low95ConfidenceInterval: undefined,
        high95ConfidenceInterval: undefined,
        atRisk: 175,
    },
    {
        survivalFunctionEstimate: 0.7665157038584127,
        standardError: 0.028088614549899322,
        low95ConfidenceInterval: 0.71339353405228,
        high95ConfidenceInterval: 0.8235935654254198,
        atRisk: 174,
    },
    {
        survivalFunctionEstimate: 0.7620849772465144,
        standardError: undefined,
        low95ConfidenceInterval: undefined,
        high95ConfidenceInterval: undefined,
        atRisk: 173,
    },
    {
        survivalFunctionEstimate: 0.757654250634616,
        standardError: 0.028454215832805715,
        low95ConfidenceInterval: 0.703888089637702,
        high95ConfidenceInterval: 0.8155273145766189,
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        standardError: 0.0286307024133906,
        low95ConfidenceInterval: 0.6991477110928089,
        high95ConfidenceInterval: 0.8114818487418157,
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        standardError: 0.028803083404654848,
        low95ConfidenceInterval: 0.6944153581040133,
        high95ConfidenceInterval: 0.8074283595702632,
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        survivalFunctionEstimate: 0.7487927974108193,
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    {
        survivalFunctionEstimate: 0.7443090082047664,
        standardError: 0.0289775050803304,
        low95ConfidenceInterval: 0.6896269426384071,
        high95ConfidenceInterval: 0.8033269372789578,
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        standardError: undefined,
        low95ConfidenceInterval: undefined,
        high95ConfidenceInterval: undefined,
        atRisk: 162,
    },
    {
        survivalFunctionEstimate: 0.7262094625507035,
        standardError: 0.029652399306138524,
        low95ConfidenceInterval: 0.6703565535202378,
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        low95ConfidenceInterval: undefined,
        high95ConfidenceInterval: undefined,
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    },
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        survivalFunctionEstimate: 0.7125930351278779,
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        survivalFunctionEstimate: 0.10678464063499912,
        standardError: 0.027465582311228733,
        low95ConfidenceInterval: 0.06450229811167155,
        high95ConfidenceInterval: 0.17678377064649992,
        atRisk: 13,
    },
    {
        survivalFunctionEstimate: 0.09788592058208252,
        standardError: 0.026579291289834855,
        low95ConfidenceInterval: 0.057489777604174515,
        high95ConfidenceInterval: 0.1666670814796474,
        atRisk: 12,
    },
    {
        survivalFunctionEstimate: 0.09788592058208252,
        atRisk: 11,
    },
    {
        survivalFunctionEstimate: 0.08809732852387427,
        standardError: 0.02566060109709879,
        low95ConfidenceInterval: 0.049776976047339196,
        high95ConfidenceInterval: 0.1559182559756621,
        atRisk: 10,
    },
    {
        survivalFunctionEstimate: 0.07830873646566601,
        standardError: 0.024605691200857545,
        low95ConfidenceInterval: 0.04230102440735633,
        high95ConfidenceInterval: 0.14496713242203899,
        atRisk: 9,
    },
    {
        survivalFunctionEstimate: 0.07830873646566601,
        atRisk: 8,
    },
    {
        survivalFunctionEstimate: 0.067121774113428,
        standardError: 0.023496444690306453,
        low95ConfidenceInterval: 0.033798264168238876,
        high95ConfidenceInterval: 0.1333007085129488,
        atRisk: 7,
    },
    {
        survivalFunctionEstimate: 0.067121774113428,
        atRisk: 6,
    },
    {
        survivalFunctionEstimate: 0.067121774113428,
        atRisk: 5,
    },
    {
        survivalFunctionEstimate: 0.050341330585070995,
        standardError: 0.02284149956474811,
        low95ConfidenceInterval: 0.020687444972787645,
        high95ConfidenceInterval: 0.12250181539619648,
        atRisk: 4,
    },
    {
        survivalFunctionEstimate: 0.050341330585070995,
        atRisk: 3,
    },
    {
        survivalFunctionEstimate: 0.050341330585070995,
        atRisk: 2,
    },
    {
        survivalFunctionEstimate: 0.050341330585070995,
        atRisk: 1,
    },
];

// data from dataset and validation code can be found at: https://github.com/slb2240/delayed_entry_clin_genom_studies
const examplePatientSurvivalsFromDelayedEntryRepo = [
    {
        patientId: '1',
        uniquePatientKey: '1',
        studyId: '1',
        status: true,
        entryMonths: 0.888157895,
        months: 1.217105263,
    },
    {
        patientId: '2',
        uniquePatientKey: '2',
        studyId: '1',
        status: true,
        entryMonths: 1.611842105,
        months: 1.907894737,
    },
    {
        patientId: '3',
        uniquePatientKey: '3',
        studyId: '1',
        status: false,
        entryMonths: 1.677631579,
        months: 2.138157895,
    },
    {
        patientId: '4',
        uniquePatientKey: '4',
        studyId: '1',
        status: true,
        entryMonths: 0.888157895,
        months: 2.730263158,
    },
    {
        patientId: '5',
        uniquePatientKey: '5',
        studyId: '1',
        status: true,
        entryMonths: 1.25,
        months: 2.730263158,
    },
    {
        patientId: '6',
        uniquePatientKey: '6',
        studyId: '1',
        status: false,
        entryMonths: 0.888157895,
        months: 2.993421053,
    },
    {
        patientId: '7',
        uniquePatientKey: '7',
        studyId: '1',
        status: true,
        entryMonths: 1.743421053,
        months: 3.092105263,
    },
    {
        patientId: '8',
        uniquePatientKey: '8',
        studyId: '1',
        status: false,
        entryMonths: 2.434210526,
        months: 3.190789474,
    },
    {
        patientId: '9',
        uniquePatientKey: '9',
        studyId: '1',
        status: true,
        entryMonths: 1.184210526,
        months: 3.223684211,
    },
    {
        patientId: '10',
        uniquePatientKey: '10',
        studyId: '1',
        status: true,
        entryMonths: 2.730263158,
        months: 3.388157895,
    },
    {
        patientId: '11',
        uniquePatientKey: '11',
        studyId: '1',
        status: true,
        entryMonths: 1.25,
        months: 3.519736842,
    },
    {
        patientId: '12',
        uniquePatientKey: '12',
        studyId: '1',
        status: true,
        entryMonths: 0.953947368,
        months: 3.881578947,
    },
    {
        patientId: '13',
        uniquePatientKey: '13',
        studyId: '1',
        status: true,
        entryMonths: 1.677631579,
        months: 3.881578947,
    },
    {
        patientId: '14',
        uniquePatientKey: '14',
        studyId: '1',
        status: true,
        entryMonths: 2.368421053,
        months: 3.914473684,
    },
    {
        patientId: '15',
        uniquePatientKey: '15',
        studyId: '1',
        status: true,
        entryMonths: 1.151315789,
        months: 4.078947368,
    },
    {
        patientId: '16',
        uniquePatientKey: '16',
        studyId: '1',
        status: true,
        entryMonths: 3.322368421,
        months: 4.078947368,
    },
    {
        patientId: '17',
        uniquePatientKey: '17',
        studyId: '1',
        status: true,
        entryMonths: 4.046052632,
        months: 4.111842105,
    },
    {
        patientId: '18',
        uniquePatientKey: '18',
        studyId: '1',
        status: true,
        entryMonths: 2.138157895,
        months: 4.210526316,
    },
    {
        patientId: '19',
        uniquePatientKey: '19',
        studyId: '1',
        status: true,
        entryMonths: 1.644736842,
        months: 4.309210526,
    },
    {
        patientId: '20',
        uniquePatientKey: '20',
        studyId: '1',
        status: true,
        entryMonths: 3.815789474,
        months: 4.309210526,
    },
    {
        patientId: '21',
        uniquePatientKey: '21',
        studyId: '1',
        status: true,
        entryMonths: 2.368421053,
        months: 4.506578947,
    },
    {
        patientId: '22',
        uniquePatientKey: '22',
        studyId: '1',
        status: true,
        entryMonths: 1.315789474,
        months: 5.197368421,
    },
    {
        patientId: '23',
        uniquePatientKey: '23',
        studyId: '1',
        status: true,
        entryMonths: 2.302631579,
        months: 5.230263158,
    },
    {
        patientId: '24',
        uniquePatientKey: '24',
        studyId: '1',
        status: true,
        entryMonths: 1.611842105,
        months: 5.296052632,
    },
    {
        patientId: '25',
        uniquePatientKey: '25',
        studyId: '1',
        status: true,
        entryMonths: 2.236842105,
        months: 5.657894737,
    },
    {
        patientId: '26',
        uniquePatientKey: '26',
        studyId: '1',
        status: true,
        entryMonths: 1.776315789,
        months: 5.822368421,
    },
    {
        patientId: '27',
        uniquePatientKey: '27',
        studyId: '1',
        status: true,
        entryMonths: 4.013157895,
        months: 5.986842105,
    },
    {
        patientId: '28',
        uniquePatientKey: '28',
        studyId: '1',
        status: true,
        entryMonths: 1.973684211,
        months: 6.085526316,
    },
    {
        patientId: '29',
        uniquePatientKey: '29',
        studyId: '1',
        status: true,
        entryMonths: 3.717105263,
        months: 6.118421053,
    },
    {
        patientId: '30',
        uniquePatientKey: '30',
        studyId: '1',
        status: true,
        entryMonths: 3.256578947,
        months: 6.381578947,
    },
    {
        patientId: '31',
        uniquePatientKey: '31',
        studyId: '1',
        status: true,
        entryMonths: 3.223684211,
        months: 6.414473684,
    },
    {
        patientId: '32',
        uniquePatientKey: '32',
        studyId: '1',
        status: true,
        entryMonths: 2.171052632,
        months: 6.776315789,
    },
    {
        patientId: '33',
        uniquePatientKey: '33',
        studyId: '1',
        status: false,
        entryMonths: 2.072368421,
        months: 7.368421053,
    },
    {
        patientId: '34',
        uniquePatientKey: '34',
        studyId: '1',
        status: true,
        entryMonths: 1.348684211,
        months: 7.401315789,
    },
    {
        patientId: '35',
        uniquePatientKey: '35',
        studyId: '1',
        status: true,
        entryMonths: 1.611842105,
        months: 7.697368421,
    },
    {
        patientId: '36',
        uniquePatientKey: '36',
        studyId: '1',
        status: true,
        entryMonths: 5.098684211,
        months: 7.730263158,
    },
    {
        patientId: '37',
        uniquePatientKey: '37',
        studyId: '1',
        status: true,
        entryMonths: 1.480263158,
        months: 7.927631579,
    },
    {
        patientId: '38',
        uniquePatientKey: '38',
        studyId: '1',
        status: true,
        entryMonths: 8.552631579,
        months: 8.585526316,
    },
    {
        patientId: '39',
        uniquePatientKey: '39',
        studyId: '1',
        status: true,
        entryMonths: 6.315789474,
        months: 8.618421053,
    },
    {
        patientId: '40',
        uniquePatientKey: '40',
        studyId: '1',
        status: true,
        entryMonths: 2.828947368,
        months: 8.684210526,
    },
    {
        patientId: '41',
        uniquePatientKey: '41',
        studyId: '1',
        status: true,
        entryMonths: 0.756578947,
        months: 8.815789474,
    },
    {
        patientId: '42',
        uniquePatientKey: '42',
        studyId: '1',
        status: true,
        entryMonths: 3.256578947,
        months: 8.947368421,
    },
    {
        patientId: '43',
        uniquePatientKey: '43',
        studyId: '1',
        status: true,
        entryMonths: 0.526315789,
        months: 9.111842105,
    },
    {
        patientId: '44',
        uniquePatientKey: '44',
        studyId: '1',
        status: true,
        entryMonths: 2.730263158,
        months: 9.111842105,
    },
    {
        patientId: '45',
        uniquePatientKey: '45',
        studyId: '1',
        status: true,
        entryMonths: 2.796052632,
        months: 9.177631579,
    },
    {
        patientId: '46',
        uniquePatientKey: '46',
        studyId: '1',
        status: true,
        entryMonths: 2.269736842,
        months: 9.309210526,
    },
    {
        patientId: '47',
        uniquePatientKey: '47',
        studyId: '1',
        status: true,
        entryMonths: 7.763157895,
        months: 9.407894737,
    },
    {
        patientId: '48',
        uniquePatientKey: '48',
        studyId: '1',
        status: false,
        entryMonths: 3.421052632,
        months: 9.473684211,
    },
    {
        patientId: '49',
        uniquePatientKey: '49',
        studyId: '1',
        status: true,
        entryMonths: 4.572368421,
        months: 9.506578947,
    },
    {
        patientId: '50',
        uniquePatientKey: '50',
        studyId: '1',
        status: true,
        entryMonths: 2.598684211,
        months: 9.638157895,
    },
    {
        patientId: '51',
        uniquePatientKey: '51',
        studyId: '1',
        status: true,
        entryMonths: 4.605263158,
        months: 9.671052632,
    },
    {
        patientId: '52',
        uniquePatientKey: '52',
        studyId: '1',
        status: true,
        entryMonths: 6.315789474,
        months: 9.802631579,
    },
    {
        patientId: '53',
        uniquePatientKey: '53',
        studyId: '1',
        status: true,
        entryMonths: 7.861842105,
        months: 9.802631579,
    },
    {
        patientId: '54',
        uniquePatientKey: '54',
        studyId: '1',
        status: true,
        entryMonths: 1.809210526,
        months: 9.835526316,
    },
    {
        patientId: '55',
        uniquePatientKey: '55',
        studyId: '1',
        status: true,
        entryMonths: 3.486842105,
        months: 10.03289474,
    },
    {
        patientId: '56',
        uniquePatientKey: '56',
        studyId: '1',
        status: true,
        entryMonths: 1.611842105,
        months: 10.09868421,
    },
    {
        patientId: '57',
        uniquePatientKey: '57',
        studyId: '1',
        status: false,
        entryMonths: 4.605263158,
        months: 10.36184211,
    },
    {
        patientId: '58',
        uniquePatientKey: '58',
        studyId: '1',
        status: false,
        entryMonths: 6.677631579,
        months: 10.36184211,
    },
    {
        patientId: '60',
        uniquePatientKey: '60',
        studyId: '1',
        status: true,
        entryMonths: 5.065789474,
        months: 10.42763158,
    },
    {
        patientId: '59',
        uniquePatientKey: '59',
        studyId: '1',
        status: false,
        entryMonths: 2.171052632,
        months: 10.42763158,
    },
    {
        patientId: '61',
        uniquePatientKey: '61',
        studyId: '1',
        status: true,
        entryMonths: 2.171052632,
        months: 10.59210526,
    },
    {
        patientId: '62',
        uniquePatientKey: '62',
        studyId: '1',
        status: true,
        entryMonths: 2.368421053,
        months: 10.625,
    },
    {
        patientId: '63',
        uniquePatientKey: '63',
        studyId: '1',
        status: true,
        entryMonths: 6.217105263,
        months: 10.625,
    },
    {
        patientId: '64',
        uniquePatientKey: '64',
        studyId: '1',
        status: false,
        entryMonths: 10.06578947,
        months: 10.625,
    },
    {
        patientId: '65',
        uniquePatientKey: '65',
        studyId: '1',
        status: false,
        entryMonths: 9.769736842,
        months: 10.65789474,
    },
    {
        patientId: '66',
        uniquePatientKey: '66',
        studyId: '1',
        status: true,
        entryMonths: 1.677631579,
        months: 10.85526316,
    },
    {
        patientId: '67',
        uniquePatientKey: '67',
        studyId: '1',
        status: true,
        entryMonths: 0.723684211,
        months: 11.11842105,
    },
    {
        patientId: '68',
        uniquePatientKey: '68',
        studyId: '1',
        status: false,
        entryMonths: 4.342105263,
        months: 11.18421053,
    },
    {
        patientId: '69',
        uniquePatientKey: '69',
        studyId: '1',
        status: true,
        entryMonths: 3.322368421,
        months: 11.31578947,
    },
    {
        patientId: '70',
        uniquePatientKey: '70',
        studyId: '1',
        status: true,
        entryMonths: 5.690789474,
        months: 11.44736842,
    },
    {
        patientId: '71',
        uniquePatientKey: '71',
        studyId: '1',
        status: true,
        entryMonths: 4.078947368,
        months: 11.61184211,
    },
    {
        patientId: '72',
        uniquePatientKey: '72',
        studyId: '1',
        status: false,
        entryMonths: 4.671052632,
        months: 11.71052632,
    },
    {
        patientId: '73',
        uniquePatientKey: '73',
        studyId: '1',
        status: false,
        entryMonths: 8.947368421,
        months: 11.71052632,
    },
    {
        patientId: '74',
        uniquePatientKey: '74',
        studyId: '1',
        status: true,
        entryMonths: 3.223684211,
        months: 11.74342105,
    },
    {
        patientId: '75',
        uniquePatientKey: '75',
        studyId: '1',
        status: false,
        entryMonths: 2.269736842,
        months: 11.77631579,
    },
    {
        patientId: '76',
        uniquePatientKey: '76',
        studyId: '1',
        status: true,
        entryMonths: 6.217105263,
        months: 11.84210526,
    },
    {
        patientId: '77',
        uniquePatientKey: '77',
        studyId: '1',
        status: true,
        entryMonths: 6.414473684,
        months: 11.875,
    },
    {
        patientId: '78',
        uniquePatientKey: '78',
        studyId: '1',
        status: true,
        entryMonths: 1.677631579,
        months: 11.97368421,
    },
    {
        patientId: '79',
        uniquePatientKey: '79',
        studyId: '1',
        status: true,
        entryMonths: 3.453947368,
        months: 11.97368421,
    },
    {
        patientId: '80',
        uniquePatientKey: '80',
        studyId: '1',
        status: true,
        entryMonths: 10.13157895,
        months: 12.03947368,
    },
    {
        patientId: '81',
        uniquePatientKey: '81',
        studyId: '1',
        status: true,
        entryMonths: 2.105263158,
        months: 12.17105263,
    },
    {
        patientId: '82',
        uniquePatientKey: '82',
        studyId: '1',
        status: true,
        entryMonths: 7.434210526,
        months: 12.26973684,
    },
    {
        patientId: '83',
        uniquePatientKey: '83',
        studyId: '1',
        status: true,
        entryMonths: 5.460526316,
        months: 12.33552632,
    },
    {
        patientId: '84',
        uniquePatientKey: '84',
        studyId: '1',
        status: false,
        entryMonths: 6.546052632,
        months: 12.33552632,
    },
    {
        patientId: '85',
        uniquePatientKey: '85',
        studyId: '1',
        status: true,
        entryMonths: 2.105263158,
        months: 12.36842105,
    },
    {
        patientId: '86',
        uniquePatientKey: '86',
        studyId: '1',
        status: false,
        entryMonths: 6.480263158,
        months: 12.5,
    },
    {
        patientId: '87',
        uniquePatientKey: '87',
        studyId: '1',
        status: false,
        entryMonths: 2.072368421,
        months: 12.56578947,
    },
    {
        patientId: '88',
        uniquePatientKey: '88',
        studyId: '1',
        status: true,
        entryMonths: 0.592105263,
        months: 12.59868421,
    },
    {
        patientId: '89',
        uniquePatientKey: '89',
        studyId: '1',
        status: true,
        entryMonths: 1.118421053,
        months: 12.59868421,
    },
    {
        patientId: '90',
        uniquePatientKey: '90',
        studyId: '1',
        status: true,
        entryMonths: 2.5,
        months: 12.63157895,
    },
    {
        patientId: '91',
        uniquePatientKey: '91',
        studyId: '1',
        status: false,
        entryMonths: 4.572368421,
        months: 12.63157895,
    },
    {
        patientId: '92',
        uniquePatientKey: '92',
        studyId: '1',
        status: true,
        entryMonths: 3.782894737,
        months: 12.86184211,
    },
    {
        patientId: '93',
        uniquePatientKey: '93',
        studyId: '1',
        status: true,
        entryMonths: 7.072368421,
        months: 12.89473684,
    },
    {
        patientId: '94',
        uniquePatientKey: '94',
        studyId: '1',
        status: true,
        entryMonths: 10.82236842,
        months: 12.89473684,
    },
    {
        patientId: '95',
        uniquePatientKey: '95',
        studyId: '1',
        status: true,
        entryMonths: 1.052631579,
        months: 12.92763158,
    },
    {
        patientId: '96',
        uniquePatientKey: '96',
        studyId: '1',
        status: true,
        entryMonths: 1.809210526,
        months: 13.15789474,
    },
    {
        patientId: '97',
        uniquePatientKey: '97',
        studyId: '1',
        status: false,
        entryMonths: 4.835526316,
        months: 13.25657895,
    },
    {
        patientId: '98',
        uniquePatientKey: '98',
        studyId: '1',
        status: true,
        entryMonths: 2.072368421,
        months: 13.28947368,
    },
    {
        patientId: '99',
        uniquePatientKey: '99',
        studyId: '1',
        status: true,
        entryMonths: 10.42763158,
        months: 13.28947368,
    },
    {
        patientId: '100',
        uniquePatientKey: '100',
        studyId: '1',
        status: true,
        entryMonths: 7.401315789,
        months: 13.45394737,
    },
    {
        patientId: '101',
        uniquePatientKey: '101',
        studyId: '1',
        status: true,
        entryMonths: 3.125,
        months: 13.48684211,
    },
    {
        patientId: '102',
        uniquePatientKey: '102',
        studyId: '1',
        status: true,
        entryMonths: 11.57894737,
        months: 13.65131579,
    },
    {
        patientId: '103',
        uniquePatientKey: '103',
        studyId: '1',
        status: false,
        entryMonths: 1.447368421,
        months: 13.81578947,
    },
    {
        patientId: '104',
        uniquePatientKey: '104',
        studyId: '1',
        status: true,
        entryMonths: 1.776315789,
        months: 14.14473684,
    },
    {
        patientId: '105',
        uniquePatientKey: '105',
        studyId: '1',
        status: true,
        entryMonths: 3.552631579,
        months: 14.17763158,
    },
    {
        patientId: '106',
        uniquePatientKey: '106',
        studyId: '1',
        status: true,
        entryMonths: 8.75,
        months: 14.17763158,
    },
    {
        patientId: '107',
        uniquePatientKey: '107',
        studyId: '1',
        status: true,
        entryMonths: 10.06578947,
        months: 14.24342105,
    },
    {
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        studyId: '1',
        status: true,
        entryMonths: 63.38815789,
        months: 65,
    },
    {
        patientId: '589',
        uniquePatientKey: '589',
        studyId: '1',
        status: false,
        entryMonths: 5.559210526,
        months: 65.23026316,
    },
    {
        patientId: '590',
        uniquePatientKey: '590',
        studyId: '1',
        status: false,
        entryMonths: 13.58552632,
        months: 65.36184211,
    },
    {
        patientId: '591',
        uniquePatientKey: '591',
        studyId: '1',
        status: true,
        entryMonths: 39.67105263,
        months: 65.75657895,
    },
    {
        patientId: '592',
        uniquePatientKey: '592',
        studyId: '1',
        status: false,
        entryMonths: 63.09210526,
        months: 65.88815789,
    },
    {
        patientId: '593',
        uniquePatientKey: '593',
        studyId: '1',
        status: true,
        entryMonths: 12.99342105,
        months: 66.41447368,
    },
    {
        patientId: '594',
        uniquePatientKey: '594',
        studyId: '1',
        status: false,
        entryMonths: 25.52631579,
        months: 66.54605263,
    },
    {
        patientId: '595',
        uniquePatientKey: '595',
        studyId: '1',
        status: false,
        entryMonths: 42.20394737,
        months: 66.64473684,
    },
    {
        patientId: '596',
        uniquePatientKey: '596',
        studyId: '1',
        status: false,
        entryMonths: 21.67763158,
        months: 66.67763158,
    },
    {
        patientId: '597',
        uniquePatientKey: '597',
        studyId: '1',
        status: false,
        entryMonths: 35.19736842,
        months: 66.67763158,
    },
    {
        patientId: '598',
        uniquePatientKey: '598',
        studyId: '1',
        status: false,
        entryMonths: 11.28289474,
        months: 67.36842105,
    },
    {
        patientId: '599',
        uniquePatientKey: '599',
        studyId: '1',
        status: false,
        entryMonths: 15.26315789,
        months: 67.89473684,
    },
    {
        patientId: '600',
        uniquePatientKey: '600',
        studyId: '1',
        status: false,
        entryMonths: 19.90131579,
        months: 68.05921053,
    },
    {
        patientId: '601',
        uniquePatientKey: '601',
        studyId: '1',
        status: true,
        entryMonths: 43.88157895,
        months: 68.09210526,
    },
    {
        patientId: '602',
        uniquePatientKey: '602',
        studyId: '1',
        status: false,
        entryMonths: 16.77631579,
        months: 68.88157895,
    },
    {
        patientId: '603',
        uniquePatientKey: '603',
        studyId: '1',
        status: false,
        entryMonths: 31.77631579,
        months: 69.07894737,
    },
    {
        patientId: '604',
        uniquePatientKey: '604',
        studyId: '1',
        status: true,
        entryMonths: 54.24342105,
        months: 69.90131579,
    },
    {
        patientId: '605',
        uniquePatientKey: '605',
        studyId: '1',
        status: false,
        entryMonths: 9.440789474,
        months: 70.13157895,
    },
    {
        patientId: '606',
        uniquePatientKey: '606',
        studyId: '1',
        status: true,
        entryMonths: 64.93421053,
        months: 70.39473684,
    },
    {
        patientId: '607',
        uniquePatientKey: '607',
        studyId: '1',
        status: false,
        entryMonths: 43.32236842,
        months: 71.61184211,
    },
    {
        patientId: '608',
        uniquePatientKey: '608',
        studyId: '1',
        status: true,
        entryMonths: 31.77631579,
        months: 71.77631579,
    },
    {
        patientId: '609',
        uniquePatientKey: '609',
        studyId: '1',
        status: true,
        entryMonths: 67.36842105,
        months: 72.00657895,
    },
    {
        patientId: '610',
        uniquePatientKey: '610',
        studyId: '1',
        status: true,
        entryMonths: 55.59210526,
        months: 72.82894737,
    },
    {
        patientId: '611',
        uniquePatientKey: '611',
        studyId: '1',
        status: false,
        entryMonths: 42.13815789,
        months: 72.86184211,
    },
    {
        patientId: '612',
        uniquePatientKey: '612',
        studyId: '1',
        status: true,
        entryMonths: 47.07236842,
        months: 72.89473684,
    },
    {
        patientId: '613',
        uniquePatientKey: '613',
        studyId: '1',
        status: true,
        entryMonths: 63.09210526,
        months: 73.84868421,
    },
    {
        patientId: '614',
        uniquePatientKey: '614',
        studyId: '1',
        status: false,
        entryMonths: 73.84868421,
        months: 74.40789474,
    },
    {
        patientId: '615',
        uniquePatientKey: '615',
        studyId: '1',
        status: true,
        entryMonths: 54.11184211,
        months: 75.16447368,
    },
    {
        patientId: '616',
        uniquePatientKey: '616',
        studyId: '1',
        status: true,
        entryMonths: 53.02631579,
        months: 75.26315789,
    },
    {
        patientId: '617',
        uniquePatientKey: '617',
        studyId: '1',
        status: true,
        entryMonths: 54.27631579,
        months: 75.26315789,
    },
    {
        patientId: '618',
        uniquePatientKey: '618',
        studyId: '1',
        status: false,
        entryMonths: 46.54605263,
        months: 75.95394737,
    },
    {
        patientId: '619',
        uniquePatientKey: '619',
        studyId: '1',
        status: false,
        entryMonths: 18.61842105,
        months: 76.21710526,
    },
    {
        patientId: '620',
        uniquePatientKey: '620',
        studyId: '1',
        status: false,
        entryMonths: 40.625,
        months: 77.07236842,
    },
    {
        patientId: '621',
        uniquePatientKey: '621',
        studyId: '1',
        status: false,
        entryMonths: 22.00657895,
        months: 77.96052632,
    },
    {
        patientId: '622',
        uniquePatientKey: '622',
        studyId: '1',
        status: false,
        entryMonths: 27.96052632,
        months: 77.96052632,
    },
    {
        patientId: '623',
        uniquePatientKey: '623',
        studyId: '1',
        status: true,
        entryMonths: 55.03289474,
        months: 78.58552632,
    },
    {
        patientId: '624',
        uniquePatientKey: '624',
        studyId: '1',
        status: true,
        entryMonths: 65.32894737,
        months: 78.81578947,
    },
    {
        patientId: '625',
        uniquePatientKey: '625',
        studyId: '1',
        status: true,
        entryMonths: 71.64473684,
        months: 79.93421053,
    },
    {
        patientId: '626',
        uniquePatientKey: '626',
        studyId: '1',
        status: true,
        entryMonths: 66.51315789,
        months: 80.69078947,
    },
    {
        patientId: '627',
        uniquePatientKey: '627',
        studyId: '1',
        status: false,
        entryMonths: 18.84868421,
        months: 81.05263158,
    },
    {
        patientId: '628',
        uniquePatientKey: '628',
        studyId: '1',
        status: true,
        entryMonths: 65.19736842,
        months: 82.92763158,
    },
    {
        patientId: '629',
        uniquePatientKey: '629',
        studyId: '1',
        status: true,
        entryMonths: 45.39473684,
        months: 84.27631579,
    },
    {
        patientId: '630',
        uniquePatientKey: '630',
        studyId: '1',
        status: true,
        entryMonths: 47.99342105,
        months: 85.55921053,
    },
    {
        patientId: '631',
        uniquePatientKey: '631',
        studyId: '1',
        status: false,
        entryMonths: 29.96710526,
        months: 86.48026316,
    },
    {
        patientId: '632',
        uniquePatientKey: '632',
        studyId: '1',
        status: true,
        entryMonths: 59.21052632,
        months: 86.67763158,
    },
    {
        patientId: '633',
        uniquePatientKey: '633',
        studyId: '1',
        status: false,
        entryMonths: 43.98026316,
        months: 88.19078947,
    },
    {
        patientId: '634',
        uniquePatientKey: '634',
        studyId: '1',
        status: true,
        entryMonths: 56.28289474,
        months: 89.30921053,
    },
    {
        patientId: '635',
        uniquePatientKey: '635',
        studyId: '1',
        status: true,
        entryMonths: 73.88157895,
        months: 90.42763158,
    },
    {
        patientId: '636',
        uniquePatientKey: '636',
        studyId: '1',
        status: true,
        entryMonths: 73.68421053,
        months: 92.86184211,
    },
    {
        patientId: '637',
        uniquePatientKey: '637',
        studyId: '1',
        status: true,
        entryMonths: 59.86842105,
        months: 93.38815789,
    },
    {
        patientId: '638',
        uniquePatientKey: '638',
        studyId: '1',
        status: true,
        entryMonths: 82.03947368,
        months: 95.42763158,
    },
    {
        patientId: '639',
        uniquePatientKey: '639',
        studyId: '1',
        status: false,
        entryMonths: 90.625,
        months: 95.52631579,
    },
    {
        patientId: '640',
        uniquePatientKey: '640',
        studyId: '1',
        status: false,
        entryMonths: 42.10526316,
        months: 97.43421053,
    },
    {
        patientId: '641',
        uniquePatientKey: '641',
        studyId: '1',
        status: false,
        entryMonths: 39.17763158,
        months: 98.05921053,
    },
    {
        patientId: '642',
        uniquePatientKey: '642',
        studyId: '1',
        status: true,
        entryMonths: 94.73684211,
        months: 98.48684211,
    },
    {
        patientId: '643',
        uniquePatientKey: '643',
        studyId: '1',
        status: false,
        entryMonths: 40.09868421,
        months: 99.63815789,
    },
    {
        patientId: '644',
        uniquePatientKey: '644',
        studyId: '1',
        status: true,
        entryMonths: 59.34210526,
        months: 107.1710526,
    },
    {
        patientId: '645',
        uniquePatientKey: '645',
        studyId: '1',
        status: true,
        entryMonths: 88.84868421,
        months: 110.0986842,
    },
    {
        patientId: '646',
        uniquePatientKey: '646',
        studyId: '1',
        status: true,
        entryMonths: 83.61842105,
        months: 111.4802632,
    },
    {
        patientId: '647',
        uniquePatientKey: '647',
        studyId: '1',
        status: false,
        entryMonths: 74.86842105,
        months: 115.8881579,
    },
    {
        patientId: '648',
        uniquePatientKey: '648',
        studyId: '1',
        status: false,
        entryMonths: 59.07894737,
        months: 117.3684211,
    },
    {
        patientId: '649',
        uniquePatientKey: '649',
        studyId: '1',
        status: false,
        entryMonths: 73.05921053,
        months: 125.2631579,
    },
    {
        patientId: '650',
        uniquePatientKey: '650',
        studyId: '1',
        status: false,
        entryMonths: 78.09210526,
        months: 125.9868421,
    },
    {
        patientId: '651',
        uniquePatientKey: '651',
        studyId: '1',
        status: true,
        entryMonths: 130.5263158,
        months: 143.5197368,
    },
    {
        patientId: '652',
        uniquePatientKey: '652',
        studyId: '1',
        status: false,
        entryMonths: 131.3815789,
        months: 145.1644737,
    },
    {
        patientId: '653',
        uniquePatientKey: '653',
        studyId: '1',
        status: false,
        entryMonths: 88.68421053,
        months: 151.4144737,
    },
    {
        patientId: '654',
        uniquePatientKey: '654',
        studyId: '1',
        status: true,
        entryMonths: 103.4868421,
        months: 154.1447368,
    },
    {
        patientId: '655',
        uniquePatientKey: '655',
        studyId: '1',
        status: false,
        entryMonths: 114.7039474,
        months: 162.7960526,
    },
    {
        patientId: '656',
        uniquePatientKey: '656',
        studyId: '1',
        status: true,
        entryMonths: 130.4276316,
        months: 169.2434211,
    },
    {
        patientId: '657',
        uniquePatientKey: '657',
        studyId: '1',
        status: false,
        entryMonths: 174.7039474,
        months: 197.1052632,
    },
    {
        patientId: '658',
        uniquePatientKey: '658',
        studyId: '1',
        status: false,
        entryMonths: 159.5394737,
        months: 205.5592105,
    },
    {
        patientId: '659',
        uniquePatientKey: '659',
        studyId: '1',
        status: false,
        entryMonths: 163.8157895,
        months: 215.3289474,
    },
] as PatientSurvival[];

const numberOfRiskFoPatientSurvivalsFromDelayedEntryRepo = [
    27,
    96,
    118,
    182,
    181,
    203,
    208,
    210,
    210,
    221,
    229,
    245,
    244,
    244,
    249,
    248,
    248,
    250,
    253,
    252,
    258,
    281,
    281,
    281,
    289,
    292,
    295,
    300,
    299,
    305,
    304,
    310,
    319,
    318,
    323,
    323,
    325,
    335,
    335,
    334,
    336,
    336,
    339,
    338,
    338,
    338,
    337,
    338,
    337,
    338,
    337,
    337,
    336,
    336,
    337,
    340,
    348,
    347,
    346,
    345,
    347,
    347,
    346,
    345,
    345,
    346,
    348,
    347,
    348,
    348,
    348,
    348,
    347,
    346,
    346,
    347,
    346,
    345,
    344,
    346,
    349,
    350,
    350,
    349,
    348,
    350,
    350,
    349,
    348,
    348,
    347,
    346,
    346,
    345,
    345,
    347,
    347,
    346,
    345,
    346,
    346,
    347,
    347,
    350,
    349,
    348,
    349,
    348,
    347,
    346,
    345,
    350,
    349,
    348,
    347,
    346,
    347,
    348,
    347,
    347,
    346,
    345,
    344,
    343,
    344,
    343,
    342,
    342,
    341,
    340,
    339,
    338,
    338,
    337,
    336,
    335,
    334,
    333,
    332,
    331,
    331,
    330,
    331,
    331,
    332,
    332,
    333,
    332,
    331,
    333,
    333,
    332,
    331,
    332,
    333,
    332,
    331,
    331,
    331,
    332,
    331,
    330,
    329,
    329,
    331,
    330,
    329,
    328,
    329,
    329,
    328,
    328,
    328,
    327,
    327,
    326,
    326,
    325,
    330,
    329,
    328,
    327,
    326,
    326,
    327,
    329,
    330,
    329,
    328,
    328,
    327,
    326,
    325,
    324,
    323,
    325,
    324,
    324,
    323,
    323,
    322,
    322,
    321,
    321,
    321,
    320,
    319,
    319,
    321,
    320,
    319,
    319,
    319,
    319,
    318,
    317,
    316,
    316,
    315,
    314,
    313,
    312,
    311,
    310,
    311,
    310,
    309,
    309,
    308,
    311,
    310,
    309,
    308,
    307,
    307,
    306,
    305,
    304,
    303,
    304,
    304,
    303,
    304,
    303,
    303,
    302,
    301,
    301,
    300,
    299,
    298,
    297,
    296,
    296,
    295,
    294,
    293,
    292,
    291,
    290,
    289,
    288,
    287,
    288,
    289,
    288,
    288,
    287,
    287,
    286,
    285,
    284,
    283,
    282,
    281,
    281,
    281,
    280,
    279,
    280,
    279,
    278,
    277,
    276,
    275,
    274,
    274,
    273,
    272,
    271,
    270,
    269,
    271,
    270,
    270,
    269,
    268,
    267,
    266,
    265,
    264,
    263,
    262,
    261,
    260,
    259,
    258,
    257,
    256,
    255,
    254,
    253,
    252,
    251,
    250,
    249,
    249,
    249,
    248,
    247,
    249,
    248,
    247,
    246,
    245,
    244,
    244,
    243,
    242,
    241,
    241,
    240,
    241,
    240,
    240,
    240,
    240,
    239,
    238,
    237,
    236,
    235,
    234,
    233,
    233,
    232,
    231,
    231,
    230,
    229,
    228,
    228,
    227,
    226,
    225,
    224,
    223,
    222,
    221,
    220,
    219,
    218,
    217,
    216,
    215,
    214,
    214,
    214,
    213,
    212,
    212,
    211,
    210,
    210,
    209,
    208,
    207,
    207,
    206,
    205,
    204,
    203,
    202,
    201,
    200,
    199,
    200,
    199,
    199,
    198,
    197,
    196,
    195,
    194,
    193,
    192,
    191,
    190,
    189,
    188,
    187,
    186,
    185,
    184,
    183,
    182,
    181,
    180,
    179,
    178,
    177,
    176,
    175,
    174,
    173,
    172,
    171,
    171,
    170,
    169,
    168,
    168,
    167,
    166,
    166,
    165,
    164,
    163,
    162,
    161,
    161,
    160,
    159,
    158,
    157,
    156,
    155,
    154,
    153,
    152,
    151,
    150,
    149,
    149,
    148,
    147,
    146,
    145,
    144,
    143,
    142,
    141,
    141,
    140,
    139,
    138,
    137,
    136,
    135,
    134,
    133,
    133,
    134,
    134,
    133,
    132,
    131,
    130,
    129,
    128,
    127,
    126,
    126,
    125,
    124,
    123,
    122,
    121,
    121,
    120,
    120,
    119,
    119,
    118,
    117,
    116,
    116,
    115,
    114,
    113,
    112,
    111,
    110,
    109,
    109,
    108,
    109,
    109,
    108,
    107,
    106,
    105,
    105,
    105,
    104,
    103,
    102,
    101,
    100,
    99,
    98,
    97,
    97,
    96,
    96,
    95,
    94,
    93,
    92,
    91,
    90,
    89,
    88,
    87,
    86,
    85,
    84,
    83,
    82,
    81,
    80,
    79,
    79,
    78,
    78,
    77,
    76,
    75,
    74,
    73,
    72,
    74,
    73,
    72,
    73,
    72,
    73,
    75,
    74,
    73,
    72,
    73,
    72,
    71,
    70,
    69,
    68,
    67,
    66,
    65,
    64,
    64,
    64,
    63,
    65,
    64,
    63,
    62,
    61,
    61,
    60,
    59,
    58,
    60,
    59,
    58,
    57,
    56,
    55,
    54,
    53,
    52,
    51,
    50,
    49,
    48,
    47,
    47,
    47,
    47,
    46,
    45,
    44,
    44,
    43,
    42,
    41,
    40,
    40,
    39,
    38,
    37,
    36,
    35,
    34,
    33,
    32,
    32,
    31,
    30,
    29,
    28,
    29,
    30,
    30,
    29,
    28,
    27,
    26,
    25,
    24,
    23,
    23,
    22,
    21,
    20,
    19,
    19,
    19,
    18,
    17,
    16,
    15,
    16,
    15,
    15,
    14,
    14,
    13,
    12,
    11,
    10,
    9,
    9,
    8,
    7,
    7,
    6,
    5,
    4,
    6,
    5,
    4,
    3,
    3,
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    },
    {
        survivalFunctionEstimate: 0.1377120196818901,
        atRisk: 45,
    },
    {
        survivalFunctionEstimate: 0.13458220105275623,
        standardError: 0.017410493336373924,
        low95ConfidenceInterval: 0.10444081473986605,
        high95ConfidenceInterval: 0.17342232426391477,
        atRisk: 44,
    },
    {
        survivalFunctionEstimate: 0.13458220105275623,
        atRisk: 44,
    },
    {
        survivalFunctionEstimate: 0.13458220105275623,
        atRisk: 43,
    },
    {
        survivalFunctionEstimate: 0.13458220105275623,
        atRisk: 42,
    },
    {
        survivalFunctionEstimate: 0.13458220105275623,
        atRisk: 41,
    },
    {
        survivalFunctionEstimate: 0.13458220105275623,
        atRisk: 40,
    },
    {
        survivalFunctionEstimate: 0.13458220105275623,
        atRisk: 40,
    },
    {
        survivalFunctionEstimate: 0.13458220105275623,
        atRisk: 39,
    },
    {
        survivalFunctionEstimate: 0.13104056418294685,
        standardError: 0.01730879384828309,
        low95ConfidenceInterval: 0.10115162023860948,
        high95ConfidenceInterval: 0.1697612892495282,
        atRisk: 38,
    },
    {
        survivalFunctionEstimate: 0.13104056418294685,
        atRisk: 37,
    },
    {
        survivalFunctionEstimate: 0.13104056418294685,
        atRisk: 36,
    },
    {
        survivalFunctionEstimate: 0.12729654806343407,
        standardError: 0.017214423797866696,
        low95ConfidenceInterval: 0.09765801576896116,
        high95ConfidenceInterval: 0.1659301699023099,
        atRisk: 35,
    },
    {
        survivalFunctionEstimate: 0.12729654806343407,
        atRisk: 34,
    },
    {
        survivalFunctionEstimate: 0.12343907690999668,
        standardError: 0.017119517973568827,
        low95ConfidenceInterval: 0.09405918919561472,
        high95ConfidenceInterval: 0.1619959287199817,
        atRisk: 33,
    },
    {
        survivalFunctionEstimate: 0.12343907690999668,
        atRisk: 32,
    },
    {
        survivalFunctionEstimate: 0.11958160575655928,
        standardError: 0.01701357743497364,
        low95ConfidenceInterval: 0.09048132206526299,
        high95ConfidenceInterval: 0.15804102005718865,
        atRisk: 32,
    },
    {
        survivalFunctionEstimate: 0.11572413460312189,
        standardError: 0.016896394620097312,
        low95ConfidenceInterval: 0.08692477619828849,
        high95ConfidenceInterval: 0.15406511141417423,
        atRisk: 31,
    },
    {
        survivalFunctionEstimate: 0.1118666634496845,
        standardError: 0.01676773382762184,
        low95ConfidenceInterval: 0.08338996354663711,
        high95ConfidenceInterval: 0.15006782422163126,
        atRisk: 30,
    },
    {
        survivalFunctionEstimate: 0.1118666634496845,
        atRisk: 29,
    },
    {
        survivalFunctionEstimate: 0.10787142546933863,
        standardError: 0.016638050918610765,
        low95ConfidenceInterval: 0.07972919690981095,
        high95ConfidenceInterval: 0.14594709195365296,
        atRisk: 28,
    },
    {
        survivalFunctionEstimate: 0.10415172114280971,
        standardError: 0.016474878707503363,
        low95ConfidenceInterval: 0.07638746327053812,
        high95ConfidenceInterval: 0.142007347181974,
        atRisk: 29,
    },
    {
        survivalFunctionEstimate: 0.10415172114280971,
        atRisk: 30,
    },
    {
        survivalFunctionEstimate: 0.10067999710471605,
        standardError: 0.016287404284366914,
        low95ConfidenceInterval: 0.0733231187628414,
        high95ConfidenceInterval: 0.13824373523705835,
        atRisk: 30,
    },
    {
        survivalFunctionEstimate: 0.0972082730666224,
        standardError: undefined,
        low95ConfidenceInterval: undefined,
        high95ConfidenceInterval: undefined,
        atRisk: 29,
    },
    {
        survivalFunctionEstimate: 0.09373654902852875,
        standardError: 0.015886921101234703,
        low95ConfidenceInterval: 0.06724240370962643,
        high95ConfidenceInterval: 0.13066963908251675,
        atRisk: 28,
    },
    {
        survivalFunctionEstimate: 0.09373654902852875,
        atRisk: 27,
    },
    {
        survivalFunctionEstimate: 0.09373654902852875,
        atRisk: 26,
    },
    {
        survivalFunctionEstimate: 0.09373654902852875,
        atRisk: 25,
    },
    {
        survivalFunctionEstimate: 0.09373654902852875,
        atRisk: 24,
    },
    {
        survivalFunctionEstimate: 0.09373654902852875,
        atRisk: 23,
    },
    {
        survivalFunctionEstimate: 0.08966104689685359,
        standardError: 0.015710238914048182,
        low95ConfidenceInterval: 0.06360011227566292,
        high95ConfidenceInterval: 0.1264007726243591,
        atRisk: 23,
    },
    {
        survivalFunctionEstimate: 0.08558554476517842,
        standardError: 0.01551576165513586,
        low95ConfidenceInterval: 0.05999105602069649,
        high95ConfidenceInterval: 0.12209962548792813,
        atRisk: 22,
    },
    {
        survivalFunctionEstimate: 0.08151004263350325,
        standardError: 0.015302810888342955,
        low95ConfidenceInterval: 0.0564163956795666,
        high95ConfidenceInterval: 0.11776518102736336,
        atRisk: 21,
    },
    {
        survivalFunctionEstimate: 0.07743454050182809,
        standardError: 0.015070603530472303,
        low95ConfidenceInterval: 0.052877468791622584,
        high95ConfidenceInterval: 0.11339627633006565,
        atRisk: 20,
    },
    {
        survivalFunctionEstimate: 0.07743454050182809,
        atRisk: 19,
    },
    {
        survivalFunctionEstimate: 0.07335903837015292,
        standardError: 0.014818234334895432,
        low95ConfidenceInterval: 0.04937581752225301,
        high95ConfidenceInterval: 0.1089915829377038,
        atRisk: 19,
    },
    {
        survivalFunctionEstimate: 0.06949803635067119,
        standardError: 0.014532631293769515,
        low95ConfidenceInterval: 0.04612953127972351,
        high95ConfidenceInterval: 0.10470466364184056,
        atRisk: 19,
    },
    {
        survivalFunctionEstimate: 0.06563703433118945,
        standardError: 0.014228913963762982,
        low95ConfidenceInterval: 0.04291646613874289,
        high95ConfidenceInterval: 0.10038618421810114,
        atRisk: 18,
    },
    {
        survivalFunctionEstimate: 0.06563703433118945,
        atRisk: 17,
    },
    {
        survivalFunctionEstimate: 0.06153471968549011,
        standardError: 0.013918415302567492,
        low95ConfidenceInterval: 0.03949923187389412,
        high95ConfidenceInterval: 0.09586317371590296,
        atRisk: 16,
    },
    {
        survivalFunctionEstimate: 0.06153471968549011,
        atRisk: 15,
    },
    {
        survivalFunctionEstimate: 0.05768879970514698,
        standardError: 0.013569465109432945,
        low95ConfidenceInterval: 0.03638088573066293,
        high95ConfidenceInterval: 0.09147654172189731,
        atRisk: 16,
    },
    {
        survivalFunctionEstimate: 0.05384287972480385,
        standardError: 0.013198600303195734,
        low95ConfidenceInterval: 0.033302109182732395,
        high95ConfidenceInterval: 0.0870532157933977,
        atRisk: 15,
    },
    {
        survivalFunctionEstimate: 0.05025335440981693,
        standardError: 0.012797496822965089,
        low95ConfidenceInterval: 0.03050692615554526,
        high95ConfidenceInterval: 0.08278118931295943,
        atRisk: 15,
    },
    {
        survivalFunctionEstimate: 0.04666382909483001,
        standardError: 0.01237656303372325,
        low95ConfidenceInterval: 0.027747108110025058,
        high95ConfidenceInterval: 0.07847711326012984,
        atRisk: 14,
    },
    {
        survivalFunctionEstimate: 0.043330698445199295,
        standardError: 0.011932907707130624,
        low95ConfidenceInterval: 0.025257012951451562,
        high95ConfidenceInterval: 0.07433774656400496,
        atRisk: 14,
    },
    {
        survivalFunctionEstimate: 0.043330698445199295,
        atRisk: 13,
    },
    {
        survivalFunctionEstimate: 0.043330698445199295,
        atRisk: 12,
    },
    {
        survivalFunctionEstimate: 0.043330698445199295,
        atRisk: 11,
    },
    {
        survivalFunctionEstimate: 0.03899762860067937,
        standardError: 0.011499448542896572,
        low95ConfidenceInterval: 0.021879613500092612,
        high95ConfidenceInterval: 0.06950831359384334,
        atRisk: 10,
    },
    {
        survivalFunctionEstimate: 0.03899762860067937,
        atRisk: 9,
    },
    {
        survivalFunctionEstimate: 0.03466455875615944,
        standardError: 0.01100786691898095,
        low95ConfidenceInterval: 0.018603012584219737,
        high95ConfidenceInterval: 0.06459338928677234,
        atRisk: 9,
    },
    {
        survivalFunctionEstimate: 0.03033148891163951,
        standardError: 0.010449963554611303,
        low95ConfidenceInterval: 0.015439502846095559,
        high95ConfidenceInterval: 0.059587360342341945,
        atRisk: 8,
    },
    {
        survivalFunctionEstimate: 0.02599841906711958,
        standardError: 0.009814434744337252,
        low95ConfidenceInterval: 0.012405587161558741,
        high95ConfidenceInterval: 0.05448494982035487,
        atRisk: 7,
    },
    {
        survivalFunctionEstimate: 0.02599841906711958,
        atRisk: 7,
    },
    {
        survivalFunctionEstimate: 0.02599841906711958,
        atRisk: 6,
    },
    {
        survivalFunctionEstimate: 0.02599841906711958,
        atRisk: 5,
    },
    {
        survivalFunctionEstimate: 0.02599841906711958,
        atRisk: 4,
    },
    {
        survivalFunctionEstimate: 0.02166534922259965,
        standardError: 0.009085004528366747,
        low95ConfidenceInterval: 0.00952419892262283,
        high95ConfidenceInterval: 0.049283657423645724,
        atRisk: 6,
    },
    {
        survivalFunctionEstimate: 0.02166534922259965,
        atRisk: 5,
    },
    {
        survivalFunctionEstimate: 0.02166534922259965,
        atRisk: 4,
    },
    {
        survivalFunctionEstimate: 0.014443566148399766,
        standardError: 0.008452968799622852,
        low95ConfidenceInterval: 0.0045868685252765775,
        high95ConfidenceInterval: 0.045481269396231594,
        atRisk: 3,
    },
    {
        survivalFunctionEstimate: 0.014443566148399766,
        atRisk: 3,
    },
    {
        survivalFunctionEstimate: 0.009629044098933177,
        standardError: 0.006870940914851225,
        low95ConfidenceInterval: 0.002377914571482785,
        high95ConfidenceInterval: 0.03899151440137049,
        atRisk: 3,
    },
    {
        survivalFunctionEstimate: 0.009629044098933177,
        atRisk: 3,
    },
    {
        survivalFunctionEstimate: 0.009629044098933177,
        atRisk: 2,
    },
    {
        survivalFunctionEstimate: 0.009629044098933177,
        atRisk: 1,
    },
];

const examplePatientSurvivals = _.sortBy(
    exampleAlteredPatientSurvivals.concat(exampleUnalteredPatientSurvivals),
    s => s.months
);

const exampleAlteredEstimates = [1, 0.8];
const exampleUnalteredEstimates = [0.8, 0.8, 0.4, 0];
const exampleEstimates = exampleAlteredEstimates.concat(
    exampleUnalteredEstimates
);

const exampleAlteredSurvivalSummaries = [
    {
        atRisk: 6,
        survivalFunctionEstimate: 1,
    },
    {
        atRisk: 5,
        survivalFunctionEstimate: 0.8,
        high95ConfidenceInterval: 1,
        low95ConfidenceInterval: 0.516125760342172,
        standardError: 0.1788854381999832,
    },
];

const exampleUnalteredSurvivalSummaries = [
    {
        atRisk: 4,
        survivalFunctionEstimate: 0.8,
    },
    {
        atRisk: 3,
        survivalFunctionEstimate: 0.8,
    },
    {
        atRisk: 2,
        survivalFunctionEstimate: 0.4,
        high95ConfidenceInterval: 1,
        low95ConfidenceInterval: 0.09349578484597448,
        standardError: 0.29664793948382656,
    },
    {
        atRisk: 1,
        survivalFunctionEstimate: 0,
        high95ConfidenceInterval: NaN,
        low95ConfidenceInterval: NaN,
        standardError: NaN,
    },
];

const exampleSurvivalSummaries = exampleAlteredSurvivalSummaries.concat(
    exampleUnalteredSurvivalSummaries
);

describe('SurvivalUtil', () => {
    describe('#getNumPatientsAtRisk()', () => {
        it('returns empty for empty', () => {
            assert.deepEqual(getNumPatientsAtRisk([]), []);
        });
        it('returns correct when all patients start at 0', () => {
            assert.deepEqual(
                getNumPatientsAtRisk([
                    { entryMonths: 0, months: 5 },
                    { entryMonths: 0, months: 10 },
                    { entryMonths: 0, months: 15 },
                    { entryMonths: 0, months: 20 },
                ]),
                [4, 3, 2, 1]
            );
        });
        it('returns correct when some patients enter is equal to their exit', () => {
            assert.deepEqual(
                getNumPatientsAtRisk([
                    { entryMonths: 0, months: 5 },
                    { entryMonths: 10, months: 10 },
                    { entryMonths: 15, months: 15 },
                    { entryMonths: 10, months: 20 },
                ]),
                [1, 0, 1, 1]
            );
        });
        it('returns correct when some patients enter at the same time', () => {
            assert.deepEqual(
                getNumPatientsAtRisk([
                    { entryMonths: 0, months: 5 },
                    { entryMonths: 10, months: 20 },
                    { entryMonths: 10, months: 25 },
                    { entryMonths: 10, months: 30 },
                ]),
                [1, 3, 2, 1]
            );
        });
        it('returns correct when some patients exit at the same time', () => {
            assert.deepEqual(
                getNumPatientsAtRisk([
                    { entryMonths: 0, months: 5 },
                    { entryMonths: 0, months: 30 },
                    { entryMonths: 10, months: 30 },
                    { entryMonths: 15, months: 30 },
                ]),
                [2, 3, 2, 1]
            );
        });
        it('returns correct when some patients enter at 0 and some enter throughout', () => {
            assert.deepEqual(
                getNumPatientsAtRisk([
                    { entryMonths: 0, months: 5 },
                    { entryMonths: 10, months: 30 },
                    { entryMonths: 15, months: 30 },
                    { entryMonths: 0, months: 45 },
                    { entryMonths: 20, months: 90 },
                ]),
                [2, 4, 3, 2, 1]
            );
        });
        it('returns correct number of risk when calculating example data from github repository: delayed_entry_clin_genom_studies', () => {
            assert.deepEqual(
                getNumPatientsAtRisk(
                    examplePatientSurvivalsFromDelayedEntryRepo
                ),
                numberOfRiskFoPatientSurvivalsFromDelayedEntryRepo
            );
        });
    });
    describe('#getSurvivalSummaries()', () => {
        it('returns empty list for empty list', () => {
            assert.deepEqual(getSurvivalSummaries([]), []);
        });

        it('returns correct survival summaries for the example data, compare with R survival package result', () => {
            assert.deepEqual(
                getSurvivalSummaries(examplePatientSurvivals),
                exampleSurvivalSummaries
            );
        });

        it('returns correct survival summaries for the example data from cbioportal, compare with R survival package result', () => {
            assert.deepEqual(
                getSurvivalSummaries(cbioExamplePatientSurvivals),
                cbioExampleSurvivalSummaries
            );
        });

        it('returns correct survival summaries for the large example data from R survival package, compare with R survival package result', () => {
            assert.deepEqual(
                getSurvivalSummaries(
                    largeExamplePatientSurvivalsFromRSurvivalPackage
                ),
                largeExampleSurvivalSummaries
            );
        });

        it('returns correct survival summaries for example data from github repository: delayed_entry_clin_genom_studies', () => {
            assert.deepEqual(
                getSurvivalSummaries(
                    examplePatientSurvivalsFromDelayedEntryRepo
                ),
                delayedEntrySurvivalSummaries
            );
        });
    });

    describe('#getMedian()', () => {
        it('returns NA for empty list', () => {
            assert.equal(getMedian([], []), 'NA');
        });

        it('returns 63.83 for the example data', () => {
            assert.equal(
                getMedian(examplePatientSurvivals, exampleSurvivalSummaries),
                '63.83 (63.83 - NA)'
            );
        });
    });

    // describe('#getLineData()', () => {
    //     it('returns [{x: 0, y: 100}] for empty list', () => {
    //         assert.deepEqual(getLineData([], []), [{ x: 0, y: 100 }]);
    //     });

    //     it('returns correct line data for the example data', () => {
    //         assert.deepEqual(
    //             getLineData(examplePatientSurvivals, exampleEstimates),
    //             [
    //                 { x: 0, y: 100 },
    //                 { x: 0, y: 100 },
    //                 { x: 0.09, y: 80 },
    //                 { x: 0.13, y: 80 },
    //                 { x: 5.09, y: 80 },
    //                 { x: 63.83, y: 40 },
    //                 { x: 182.19, y: 0 },
    //             ]
    //         );
    //     });
    // });

    describe('#getScatterData()', () => {
        it('returns empty list for empty list', () => {
            assert.deepEqual(getScatterData([], []), []);
        });

        //     it('returns correct scatter data for the example data', () => {
        //         assert.deepEqual(
        //             getScatterData(examplePatientSurvivals, exampleEstimates),
        //             [
        //                 {
        //                     x: 0,
        //                     y: 100,
        //                     patientId: 'TCGA-OR-A5J3',
        //                     uniquePatientKey: 'TCGA-OR-A5J3',
        //                     studyId: 'acc_tcga',
        //                     status: false,
        //                 },
        //                 {
        //                     x: 0.09,
        //                     y: 80,
        //                     patientId: 'TCGA-OR-A5J2',
        //                     uniquePatientKey: 'TCGA-OR-A5J2',
        //                     studyId: 'acc_tcga',
        //                     status: true,
        //                 },
        //                 {
        //                     x: 0.13,
        //                     y: 80,
        //                     patientId: 'TCGA-2F-A9KP',
        //                     uniquePatientKey: 'TCGA-2F-A9KP',
        //                     studyId: 'blca_tcga',
        //                     status: false,
        //                 },
        //                 {
        //                     x: 5.09,
        //                     y: 80,
        //                     patientId: 'TCGA-OR-A5J1',
        //                     uniquePatientKey: 'TCGA-OR-A5J1',
        //                     studyId: 'acc_tcga',
        //                     status: false,
        //                 },
        //                 {
        //                     x: 63.83,
        //                     y: 40,
        //                     patientId: 'TCGA-2F-A9KO',
        //                     uniquePatientKey: 'TCGA-2F-A9KO',
        //                     studyId: 'blca_tcga',
        //                     status: true,
        //                 },
        //                 {
        //                     x: 182.19,
        //                     y: 0,
        //                     patientId: 'TCGA-2F-A9KQ',
        //                     uniquePatientKey: 'TCGA-2F-A9KQ',
        //                     studyId: 'blca_tcga',
        //                     status: true,
        //                 },
        //             ]
        //         );
        //     });
    });

    describe('#getScatterDataWithOpacity()', () => {
        it('returns empty list for empty list', () => {
            assert.deepEqual(getScatterDataWithOpacity([], []), []);
        });

        //     it('returns correct scatter data with opacity for the example data', () => {
        //         assert.deepEqual(
        //             getScatterDataWithOpacity(
        //                 examplePatientSurvivals,
        //                 exampleEstimates
        //             ),
        //             [
        //                 {
        //                     x: 0,
        //                     y: 100,
        //                     patientId: 'TCGA-OR-A5J3',
        //                     uniquePatientKey: 'TCGA-OR-A5J3',
        //                     studyId: 'acc_tcga',
        //                     status: false,
        //                     opacity: 1,
        //                 },
        //                 {
        //                     x: 0.09,
        //                     y: 80,
        //                     patientId: 'TCGA-OR-A5J2',
        //                     uniquePatientKey: 'TCGA-OR-A5J2',
        //                     studyId: 'acc_tcga',
        //                     status: true,
        //                     opacity: 0,
        //                 },
        //                 {
        //                     x: 0.13,
        //                     y: 80,
        //                     patientId: 'TCGA-2F-A9KP',
        //                     uniquePatientKey: 'TCGA-2F-A9KP',
        //                     studyId: 'blca_tcga',
        //                     status: false,
        //                     opacity: 1,
        //                 },
        //                 {
        //                     x: 5.09,
        //                     y: 80,
        //                     patientId: 'TCGA-OR-A5J1',
        //                     uniquePatientKey: 'TCGA-OR-A5J1',
        //                     studyId: 'acc_tcga',
        //                     status: false,
        //                     opacity: 1,
        //                 },
        //                 {
        //                     x: 63.83,
        //                     y: 40,
        //                     patientId: 'TCGA-2F-A9KO',
        //                     uniquePatientKey: 'TCGA-2F-A9KO',
        //                     studyId: 'blca_tcga',
        //                     status: true,
        //                     opacity: 0,
        //                 },
        //                 {
        //                     x: 182.19,
        //                     y: 0,
        //                     patientId: 'TCGA-2F-A9KQ',
        //                     uniquePatientKey: 'TCGA-2F-A9KQ',
        //                     studyId: 'blca_tcga',
        //                     status: true,
        //                     opacity: 0,
        //                 },
        //             ]
        //         );
        //     });
    });

    describe('#getStats()', () => {
        it('returns [0, 0, "NA"] for empty list', () => {
            assert.deepEqual(getStats([], []), [0, 0, 'NA']);
        });

        it('returns correct stats for the example data', () => {
            assert.deepEqual(
                getStats(examplePatientSurvivals, exampleSurvivalSummaries),
                [6, 3, '63.83 (63.83 - NA)']
            );
        });
    });

    // describe('#getDownloadContent()', () => {
    //     it('returns correct download content for the example data', () => {
    //         const data = [];
    //         data.push({
    //             scatterData: getScatterData(
    //                 exampleAlteredPatientSurvivals,
    //                 exampleAlteredEstimates
    //             ),
    //             title: 'test_altered_title',
    //         });
    //         data.push({
    //             scatterData: getScatterData(
    //                 exampleUnalteredPatientSurvivals,
    //                 exampleUnalteredEstimates
    //             ),
    //             title: 'test_unaltered_title',
    //         });

    //         const targetDownloadContent =
    //             'test_main_title\n\ntest_altered_title\nCase ID\tStudy ID\t' +
    //             'Number at Risk\tStatus\tSurvival Rate\tTime (months)\nTCGA-OR-A5J2\tacc_tcga\t2\t' +
    //             'deceased\t1\t0.09\nTCGA-OR-A5J1\tacc_tcga\t1\tcensored\t0.8\t5.09\n\ntest_unaltered_title\nCase ID\tStudy ID\tNumber at Risk\tStatus\tSurvival Rate\tTime (months)\nTCGA-OR-A5J3\t' +
    //             'acc_tcga\t4\tcensored\t0.8\t0\nTCGA-2F-A9KP\tblca_tcga\t3\tcensored\t' +
    //             '0.8\t0.13\nTCGA-2F-A9KO\tblca_tcga\t2\tdeceased\t0.4\t63.83\nTCGA-2F-A9KQ\tblca_tcga\t1\tdeceased\t0\t182.19';

    //         assert.equal(
    //             getDownloadContent(data, 'test_main_title'),
    //             targetDownloadContent
    //         );
    //     });
    // });

    describe('#convertScatterDataToDownloadData()', () => {
        it('returns empty list for empty list', () => {
            assert.deepEqual(
                convertScatterDataToDownloadData(getScatterData([], [])),
                []
            );
        });

        //     it('returns correct download data for the example data', () => {
        //         assert.deepEqual(
        //             convertScatterDataToDownloadData(
        //                 getScatterData(examplePatientSurvivals, exampleEstimates)
        //             ),
        //             [
        //                 {
        //                     'Time (months)': 0,
        //                     'Survival Rate': 1,
        //                     'Case ID': 'TCGA-OR-A5J3',
        //                     'Study ID': 'acc_tcga',
        //                     Status: 'censored',
        //                     'Number at Risk': 6,
        //                 },
        //                 {
        //                     'Time (months)': 0.09,
        //                     'Survival Rate': 0.8,
        //                     'Case ID': 'TCGA-OR-A5J2',
        //                     'Study ID': 'acc_tcga',
        //                     Status: 'deceased',
        //                     'Number at Risk': 5,
        //                 },
        //                 {
        //                     'Time (months)': 0.13,
        //                     'Survival Rate': 0.8,
        //                     'Case ID': 'TCGA-2F-A9KP',
        //                     'Study ID': 'blca_tcga',
        //                     Status: 'censored',
        //                     'Number at Risk': 4,
        //                 },
        //                 {
        //                     'Time (months)': 5.09,
        //                     'Survival Rate': 0.8,
        //                     'Case ID': 'TCGA-OR-A5J1',
        //                     'Study ID': 'acc_tcga',
        //                     Status: 'censored',
        //                     'Number at Risk': 3,
        //                 },
        //                 {
        //                     'Time (months)': 63.83,
        //                     'Survival Rate': 0.4,
        //                     'Case ID': 'TCGA-2F-A9KO',
        //                     'Study ID': 'blca_tcga',
        //                     Status: 'deceased',
        //                     'Number at Risk': 2,
        //                 },
        //                 {
        //                     'Time (months)': 182.19,
        //                     'Survival Rate': 0,
        //                     'Case ID': 'TCGA-2F-A9KQ',
        //                     'Study ID': 'blca_tcga',
        //                     Status: 'deceased',
        //                     'Number at Risk': 1,
        //                 },
        //             ]
        //         );
        //     });
    });

    describe('#downSampling()', () => {
        it('return empty list for empty list', () => {
            assert.deepEqual(
                downSampling([], {
                    xDenominator: 100,
                    yDenominator: 100,
                    threshold: 100,
                }),
                []
            );
        });

        it('when any denominator is 0, return the full data', () => {
            let opts = {
                xDenominator: 0,
                yDenominator: 100,
                threshold: 100,
            };
            assert.deepEqual(
                downSampling(allScatterData, opts),
                allScatterData
            );
        });

        it('when any denominator is negative value, return the full data', () => {
            let opts = {
                xDenominator: -1,
                yDenominator: 100,
                threshold: 100,
            };
            assert.deepEqual(
                downSampling(allScatterData, opts),
                allScatterData
            );
        });

        it('Remove the dot which too close from the last dot', () => {
            // In this case, the hypotenuse is always 1, keep the threshold at 2.5
            assert.deepEqual(
                downSampling(
                    [
                        {
                            x: 0,
                            y: 10,
                            opacity: 1,
                            patientId: '',
                            uniquePatientKey: '',
                            studyId: '',
                            status: true,
                        },
                        {
                            x: 2,
                            y: 10,
                            opacity: 1,
                            patientId: '',
                            uniquePatientKey: '',
                            studyId: '',
                            status: true,
                        },
                        {
                            x: 10,
                            y: 10,
                            opacity: 1,
                            patientId: '',
                            uniquePatientKey: '',
                            studyId: '',
                            status: true,
                        },
                    ],
                    {
                        xDenominator: 4,
                        yDenominator: 4,
                        threshold: 100,
                    }
                ),
                [
                    {
                        x: 0,
                        y: 10,
                        patientId: '',
                        uniquePatientKey: '',
                        studyId: '',
                        opacity: 1,
                        status: true,
                    },
                    {
                        x: 10,
                        y: 10,
                        opacity: 1,
                        patientId: '',
                        uniquePatientKey: '',
                        studyId: '',
                        status: true,
                    },
                ]
            );
        });

        it('Remove the dot which too close from the last dot, ignore the status', () => {
            // In this case, the hypotenuse is always 1, keep the threshold at 2.5
            assert.deepEqual(
                downSampling(
                    [
                        {
                            x: 0,
                            y: 10,
                            opacity: 1,
                            patientId: '',
                            uniquePatientKey: '',
                            studyId: '',
                            status: true,
                        },
                        {
                            x: 2,
                            y: 10,
                            opacity: 0,
                            patientId: '',
                            uniquePatientKey: '',
                            studyId: '',
                            status: false,
                        },
                        {
                            x: 10,
                            y: 10,
                            opacity: 1,
                            patientId: '',
                            uniquePatientKey: '',
                            studyId: '',
                            status: true,
                        },
                    ],
                    {
                        threshold: 100,
                        xDenominator: 4,
                        yDenominator: 4,
                    }
                ),
                [
                    {
                        x: 0,
                        y: 10,
                        opacity: 1,
                        patientId: '',
                        uniquePatientKey: '',
                        studyId: '',
                        status: true,
                    },
                    {
                        x: 10,
                        y: 10,
                        opacity: 1,
                        patientId: '',
                        uniquePatientKey: '',
                        studyId: '',
                        status: true,
                    },
                ]
            );
        });

        it('Remove the dot when the distance from last dot equals to the threshold', () => {
            // In this case, the hypotenuse is always 1, keep the threshold at 2
            assert.deepEqual(
                downSampling(
                    [
                        {
                            x: 0,
                            y: 10,
                            opacity: 1,
                            patientId: '',
                            uniquePatientKey: '',
                            studyId: '',
                            status: true,
                        },
                        {
                            x: 2,
                            y: 10,
                            opacity: 1,
                            patientId: '',
                            uniquePatientKey: '',
                            studyId: '',
                            status: true,
                        },
                        {
                            x: 10,
                            y: 10,
                            opacity: 1,
                            patientId: '',
                            uniquePatientKey: '',
                            studyId: '',
                            status: true,
                        },
                    ],
                    {
                        threshold: 100,
                        xDenominator: 5,
                        yDenominator: 5,
                    }
                ),
                [
                    {
                        x: 0,
                        y: 10,
                        opacity: 1,
                        patientId: '',
                        uniquePatientKey: '',
                        studyId: '',
                        status: true,
                    },
                    {
                        x: 10,
                        y: 10,
                        opacity: 1,
                        patientId: '',
                        uniquePatientKey: '',
                        studyId: '',
                        status: true,
                    },
                ]
            );
        });

        it('when a hidden dot between two visualized dots, the distance between two vis dots should be calculated separately from the hidden dot', () => {
            // In this case, the hypotenuse is always 1, keep the threshold at 1.25
            assert.deepEqual(
                downSampling(
                    [
                        {
                            x: 0,
                            y: 10,
                            opacity: 1,
                            patientId: '',
                            uniquePatientKey: '',
                            studyId: '',
                            status: true,
                        },
                        {
                            x: 1,
                            y: 10,
                            opacity: 0,
                            patientId: '',
                            uniquePatientKey: '',
                            studyId: '',
                            status: false,
                        },
                        {
                            x: 2,
                            y: 10,
                            opacity: 1,
                            patientId: '',
                            uniquePatientKey: '',
                            studyId: '',
                            status: true,
                        },
                        {
                            x: 10,
                            y: 10,
                            opacity: 1,
                            patientId: '',
                            uniquePatientKey: '',
                            studyId: '',
                            status: true,
                        },
                    ],
                    {
                        threshold: 100,
                        xDenominator: 8,
                        yDenominator: 8,
                    }
                ),
                [
                    {
                        x: 0,
                        y: 10,
                        opacity: 1,
                        patientId: '',
                        uniquePatientKey: '',
                        studyId: '',
                        status: true,
                    },
                    {
                        x: 2,
                        y: 10,
                        opacity: 1,
                        patientId: '',
                        uniquePatientKey: '',
                        studyId: '',
                        status: true,
                    },
                    {
                        x: 10,
                        y: 10,
                        opacity: 1,
                        patientId: '',
                        uniquePatientKey: '',
                        studyId: '',
                        status: true,
                    },
                ]
            );
        });
    });

    describe('filterScatterData()', () => {
        it('Return full data if the filers are undefined', () => {
            let testData = {
                altered: {
                    numOfCases: allScatterData.length,
                    line: [],
                    scatter: allScatterData,
                    scatterWithOpacity: allScatterData,
                },
            };
            assert.deepEqual(
                filterScatterData(testData, undefined, {
                    xDenominator: 100,
                    yDenominator: 100,
                    threshold: 100,
                }),
                testData
            );
        });

        it('return correct data after filtering and down sampling', () => {
            let testScatterData = [
                {
                    x: 0,
                    y: 10,
                    patientId: '',
                    uniquePatientKey: '',
                    studyId: '',
                    status: true,
                },
                {
                    x: 0.5,
                    y: 9,
                    patientId: '',
                    uniquePatientKey: '',
                    studyId: '',
                    status: true,
                },
                {
                    x: 1,
                    y: 8,
                    patientId: '',
                    uniquePatientKey: '',
                    studyId: '',
                    status: true,
                },
            ];
            let testData = {
                altered: {
                    numOfCases: testScatterData.length,
                    line: [],
                    scatter: testScatterData,
                    scatterWithOpacity: testScatterData,
                },
            };
            var result = filterScatterData(
                testData,
                { x: [0, 10], y: [9, 10] },
                {
                    xDenominator: 2,
                    yDenominator: 2,
                    threshold: 2,
                }
            );
            assert.deepEqual(result.altered.numOfCases, 2);
            assert.deepEqual(result.altered.scatter[1], {
                x: 0.5,
                y: 9,
                patientId: '',
                uniquePatientKey: '',
                studyId: '',
                status: true,
            });
        });
    });

    describe('parseSurvivalData()', () => {
        it('survival data do not has boolean status', () => {
            let testData = {
                status: undefined,
                label: 'unknown',
            };
            assert.deepEqual(parseSurvivalData('unknown'), testData);
        });

        it('survival data has boolean status', () => {
            let testData1 = {
                status: '0',
                label: 'LIVING',
            };
            assert.deepEqual(parseSurvivalData('0:LIVING'), testData1);

            let testData2 = {
                status: '1',
                label: 'DECEASED',
            };
            assert.deepEqual(parseSurvivalData('1:DECEASED'), testData2);
        });
    });

    describe('getSurvivalStatusBoolean()', () => {
        it('survival data do not has boolean status, return false', () => {
            const survivalStatus = 'unknown';
            const prefix = 'OS';
            assert.equal(
                getSurvivalStatusBoolean(survivalStatus, prefix),
                false
            );
        });

        it('survival data has boolean status, return status', () => {
            const survivalStatus1 = '1:DECEASED';
            const prefix1 = 'OS';
            const survivalStatus2 = '0:Recurred/Progressed';
            const prefix2 = 'DFS';
            const survivalStatus3 = '1:Event';
            const prefix3 = 'EFS';
            assert.equal(
                getSurvivalStatusBoolean(survivalStatus1, prefix1),
                true
            );
            assert.equal(
                getSurvivalStatusBoolean(survivalStatus2, prefix2),
                false
            );
            assert.equal(
                getSurvivalStatusBoolean(survivalStatus3, prefix3),
                true
            );
        });
    });

    describe('isNullSurvivalClinicalDataValue()', () => {
        it('return true for all null values', () => {
            const nullValues = [
                '[not applicable]',
                '[not available]',
                '[pending]',
                '[discrepancy]',
                '[completed]',
                '[null]',
                '',
                'na',
            ];
            const nullValuesIgnoreCaseAndNotTrimmed = [
                '[Not Applicable]  ',
                '  [Not Available]',
                '[Pending]',
                '[Discrepancy]',
                '  [Completed]',
                '[NULL]  ',
                'NA',
            ];
            nullValues.forEach(nullValue => {
                assert.equal(isNullSurvivalClinicalDataValue(nullValue), true);
            });
            nullValuesIgnoreCaseAndNotTrimmed.forEach(nullValue => {
                assert.equal(isNullSurvivalClinicalDataValue(nullValue), true);
            });
        });

        it('return false for not null values', () => {
            const values = [
                'DECEASED',
                'LIVING',
                'Progressed',
                'Recurred/Progressed',
            ];
            values.forEach(value => {
                assert.equal(isNullSurvivalClinicalDataValue(value), false);
            });
        });
    });

    describe('createSurvivalAttributeIdsDict()', () => {
        it('return empty values for empty list', () => {
            const emptyList: string[] = [];
            const emptyDict: {
                [id: string]: string;
            } = {};
            assert.deepEqual(
                createSurvivalAttributeIdsDict(emptyList),
                emptyDict
            );
        });

        it('return attribute ids', () => {
            const prefixList = ['OS', 'DFS', 'PFS'];
            const result = {
                OS_MONTHS: 'OS_MONTHS',
                OS_STATUS: 'OS_STATUS',
                DFS_MONTHS: 'DFS_MONTHS',
                DFS_STATUS: 'DFS_STATUS',
                PFS_MONTHS: 'PFS_MONTHS',
                PFS_STATUS: 'PFS_STATUS',
            };
            assert.deepEqual(
                createSurvivalAttributeIdsDict(prefixList),
                result
            );
        });

        it('do not return months attributes if months get excluded', () => {
            const prefixList = ['OS', 'DFS', 'PFS'];
            const result = {
                OS_STATUS: 'OS_STATUS',
                DFS_STATUS: 'DFS_STATUS',
                PFS_STATUS: 'PFS_STATUS',
            };
            assert.deepEqual(
                createSurvivalAttributeIdsDict(prefixList, true),
                result
            );
        });

        it('do not return status attributes if status get excluded', () => {
            const prefixList = ['OS', 'DFS', 'PFS'];
            const result = {
                OS_MONTHS: 'OS_MONTHS',
                DFS_MONTHS: 'DFS_MONTHS',
                PFS_MONTHS: 'PFS_MONTHS',
            };
            assert.deepEqual(
                createSurvivalAttributeIdsDict(prefixList, false, true),
                result
            );
        });
    });

    describe('sortPatientSurvivals()', () => {
        it('return small months first', () => {
            const result = [
                {
                    status: true,
                    months: 1,
                },
                {
                    status: true,
                    months: 2,
                },
                {
                    status: true,
                    months: 3,
                },
            ];
            const unsortedPatientSurvivals = [
                {
                    status: true,
                    months: 3,
                },
                {
                    status: true,
                    months: 1,
                },
                {
                    status: true,
                    months: 2,
                },
            ] as PatientSurvival[];
            assert.deepEqual(
                sortPatientSurvivals(unsortedPatientSurvivals),
                result
            );
        });

        it('return true status first', () => {
            const result = [
                {
                    status: true,
                    months: 1,
                },
                {
                    status: false,
                    months: 1,
                },
                {
                    status: false,
                    months: 1,
                },
            ];
            const unsortedPatientSurvivals = [
                {
                    status: false,
                    months: 1,
                },
                {
                    status: true,
                    months: 1,
                },
                {
                    status: false,
                    months: 1,
                },
            ] as PatientSurvival[];
            assert.deepEqual(
                sortPatientSurvivals(unsortedPatientSurvivals),
                result
            );
        });

        it('return small months first, then true status first when months are equal', () => {
            const result = [
                {
                    status: true,
                    months: 1,
                },
                {
                    status: false,
                    months: 1,
                },
                {
                    status: false,
                    months: 2,
                },
            ];
            const unsortedPatientSurvivals = [
                {
                    status: false,
                    months: 1,
                },
                {
                    status: false,
                    months: 2,
                },
                {
                    status: true,
                    months: 1,
                },
            ] as PatientSurvival[];
            assert.deepEqual(
                sortPatientSurvivals(unsortedPatientSurvivals),
                result
            );
        });
    });
});