tests/testthat/helper-test_cases.R

In bjoleary/dxr: Diagnostic Product Evaluation in R

# Test Cases -------------------------------------------------------------------
test_cases <-
  tibble::tribble(
    ~tp, ~fn, ~tn, ~fp,
    51, 1, 2000, 8,
    52, 1, 1999, 9,
    34, 0, 99, 1,
    88, 0, 1066, 4,
    38, 2, 2972, 13,
    38, 2, 2952, 13,
    57, 7, 181, 1,
    62, 2, 181, 1,
    63, 1, 180, 2,
    26, 4, 80, 0,
    29, 1, 80, 0,
    30, 0, 80, 0,
    29, 1, 79, 1,
    30, 0, 78, 2,
    30, 0, 77, 3,
    27, 3, 99, 5,
    30, 0, 79, 1,
    27, 3, 80, 0,
    29, 0, 100, 0,
    92, 3, 1395, 5,
    146, 5, 1398, 2,
    90, 1, 93, 0,
    29, 1, 78, 2,
    231, 15, 1556, 1,
    49, 1, 596, 4,
    27, 3, 78, 1,
    28, 2, 76, 3,
    105, 5, 139, 4,
    109, 1, 143, 0,
    109, 1, 139, 4,
    29, 1, 76, 4,
    29, 0, 988, 1,
    23, 0, 306, 2,
    120, 8, 240, 10,
    67, 2, 76, 2,
    112, 10, 2455, 18,
    40, 1, 1082, 8,
    31, 1, 1889, 10,
    29, 0, 830, 22,
    102, 6, 297, 5,
    30, 0, 615, 23,
    174, 7, 842, 20,
    26, 0, 88, 0,
    28, 2, 80, 0,
    41, 1, 552, 2,
    28, 2, 79, 1,
    29, 0, 1027, 1,
    54, 4, 93, 4,
    58, 0, 96, 1,
    58, 0, 92, 5,
    233, 2, 283, 1,
    79, 3, 599, 4,
    25, 5, 78, 2,
    30, 0, 76, 4,
    37, 3, 74, 0,
    54, 4, 95, 2,
    51, 7, 97, 0,
    56, 2, 95, 2,
    36, 4, 407, 0,
    49, 0, 400, 0,
    217, 19, 533, 0,
    80, 2, 338, 2,
    21, 1, 583, 2,
    28, 0, 492, 4,
    80, 6, 407, 1,
    29, 0, 5262, 10,
    225, 8, 5990, 1,
    110, 32, 225, 1,
    142, 0, 224, 2,
    142, 0, 223, 3,
    42, 0, 1829, 2,
    47, 0, 1586, 3,
    42, 0, 1840, 1,
    42, 0, 1089, 2,
    90, 0, 1509, 0,
    79, 0, 1527, 2,
    79, 0, 1526, 3,
    238, 11, 1993, 2,
    28, 0, 50, 1,
    28, 2, 76, 4,
    28, 2, 77, 3,
    52, 6, 97, 0,
    39, 1, 317, 3,
    52, 1, 494, 7,
    95, 13, 428, 5,
    28, 2, 70, 0
  )

# Expected results -------------------------------------------------------------
expected_results <-
  structure(
    list(
      confidence_interval =
        c(
          0.95,
          0.95, 0.95, 0.95, 0.95, 0.95, 0.95,
          0.95, 0.95, 0.95, 0.95, 0.95, 0.95,
          0.95, 0.95, 0.95, 0.95, 0.95, 0.95,
          0.95, 0.95, 0.95, 0.95, 0.95, 0.95,
          0.95, 0.95, 0.95, 0.95, 0.95, 0.95,
          0.95, 0.95, 0.95, 0.95, 0.95, 0.95,
          0.95, 0.95, 0.95, 0.95, 0.95, 0.95,
          0.95, 0.95, 0.95, 0.95, 0.95, 0.95,
          0.95, 0.95, 0.95, 0.95, 0.95, 0.95,
          0.95, 0.95, 0.95, 0.95, 0.95, 0.95,
          0.95, 0.95, 0.95, 0.95, 0.95, 0.95,
          0.95, 0.95, 0.95, 0.95, 0.95, 0.95,
          0.95, 0.95, 0.95, 0.95, 0.95, 0.95,
          0.95, 0.95, 0.95, 0.95, 0.95, 0.95,
          0.95),
      prevalence =
        c(0.05, 0.05,
          0.05, 0.05, 0.05, 0.05, 0.05, 0.05,
          0.05, 0.05, 0.05, 0.05, 0.05, 0.05,
          0.05, 0.05, 0.05, 0.05, 0.05, 0.05,
          0.05, 0.05, 0.05, 0.05, 0.05, 0.05,
          0.05, 0.05, 0.05, 0.05, 0.05, 0.05,
          0.05, 0.05, 0.05, 0.05, 0.05, 0.05,
          0.05, 0.05, 0.05, 0.05, 0.05, 0.05,
          0.05, 0.05, 0.05, 0.05, 0.05, 0.05,
          0.05, 0.05, 0.05, 0.05, 0.05, 0.05,
          0.05, 0.05, 0.05, 0.05, 0.05, 0.05,
          0.05, 0.05, 0.05, 0.05, 0.05, 0.05,
          0.05, 0.05, 0.05, 0.05, 0.05, 0.05,
          0.05, 0.05, 0.05, 0.05, 0.05, 0.05,
          0.05, 0.05, 0.05, 0.05, 0.05, 0.05
        ),
      ppa_estimate =
        c(0.980769230769231,
          0.981132075471698, 1, 1, 0.95,
          0.95, 0.890625, 0.96875, 0.984375,
          0.866666666666667, 0.966666666666667,
          1, 0.966666666666667, 1, 1, 0.9,
          1, 0.9, 1, 0.968421052631579, 0.966887417218543,
          0.989010989010989, 0.966666666666667,
          0.939024390243902, 0.98, 0.9, 0.933333333333333,
          0.954545454545455, 0.990909090909091,
          0.990909090909091, 0.966666666666667,
          1, 1, 0.9375, 0.971014492753623,
          0.918032786885246, 0.975609756097561,
          0.96875, 1, 0.944444444444444,
          1, 0.961325966850829, 1, 0.933333333333333,
          0.976190476190476, 0.933333333333333,
          1, 0.931034482758621, 1, 1, 0.991489361702128,
          0.963414634146341, 0.833333333333333,
          1, 0.925, 0.931034482758621, 0.879310344827586,
          0.96551724137931, 0.9, 1, 0.919491525423729,
          0.975609756097561, 0.954545454545455,
          1, 0.930232558139535, 1, 0.965665236051502,
          0.774647887323944, 1, 1, 1, 1,
          1, 1, 1, 1, 1, 0.955823293172691,
          1, 0.933333333333333, 0.933333333333333,
          0.896551724137931, 0.975, 0.981132075471698,
          0.87962962962963, 0.933333333333333
        ),
      ppa_estimate_percent =
        c("98.1%",
          "98.1%", "100%", "100%", "95.0%",
          "95.0%", "89.1%", "96.9%", "98.4%",
          "86.7%", "96.7%", "100%", "96.7%",
          "100%", "100%", "90.0%", "100%",
          "90.0%", "100%", "96.8%", "96.7%",
          "98.9%", "96.7%", "93.9%", "98.0%",
          "90.0%", "93.3%", "95.5%", "99.1%",
          "99.1%", "96.7%", "100%", "100%",
          "93.8%", "97.1%", "91.8%", "97.6%",
          "96.9%", "100%", "94.4%", "100%",
          "96.1%", "100%", "93.3%", "97.6%",
          "93.3%", "100%", "93.1%", "100%",
          "100%", "99.1%", "96.3%", "83.3%",
          "100%", "92.5%", "93.1%", "87.9%",
          "96.6%", "90.0%", "100%", "91.9%",
          "97.6%", "95.5%", "100%", "93.0%",
          "100%", "96.6%", "77.5%", "100%",
          "100%", "100%", "100%", "100%",
          "100%", "100%", "100%", "100%",
          "95.6%", "100%", "93.3%", "93.3%",
          "89.7%", "97.5%", "98.1%", "88.0%",
          "93.3%"),
      ppa_ratio =
        c("51/52",
          "52/53", "34/34", "88/88", "38/40",
          "38/40", "57/64", "62/64", "63/64",
          "26/30", "29/30", "30/30", "29/30",
          "30/30", "30/30", "27/30", "30/30",
          "27/30", "29/29", "92/95", "146/151",
          "90/91", "29/30", "231/246", "49/50",
          "27/30", "28/30", "105/110", "109/110",
          "109/110", "29/30", "29/29", "23/23",
          "120/128", "67/69", "112/122",
          "40/41", "31/32", "29/29", "102/108",
          "30/30", "174/181", "26/26", "28/30",
          "41/42", "28/30", "29/29", "54/58",
          "58/58", "58/58", "233/235", "79/82",
          "25/30", "30/30", "37/40", "54/58",
          "51/58", "56/58", "36/40", "49/49",
          "217/236", "80/82", "21/22", "28/28",
          "80/86", "29/29", "225/233", "110/142",
          "142/142", "142/142", "42/42",
          "47/47", "42/42", "42/42", "90/90",
          "79/79", "79/79", "238/249", "28/28",
          "28/30", "28/30", "52/58", "39/40",
          "52/53", "95/108", "28/30"),
      ppa_lower =
        c(0.898794888721078,
          0.900570879474988, 0.898485445846676,
          0.958172933335108, 0.83496122630859,
          0.83496122630859, 0.791013586731039,
          0.893027082290417, 0.916658983999057,
          0.703186733179637, 0.833296090085908,
          0.886486606826031, 0.833296090085908,
          0.886486606826031, 0.886486606826031,
          0.743789174208159, 0.886486606826031,
          0.743789174208159, 0.883030201500259,
          0.911229013526918, 0.924833877619338,
          0.940350643313494, 0.833296090085908,
          0.901844954769286, 0.895045564103622,
          0.743789174208159, 0.786765416373831,
          0.897984064933631, 0.95029434792067,
          0.95029434792067, 0.833296090085908,
          0.883030201500259, 0.856883381549573,
          0.881512088955741, 0.900334162369344,
          0.855674529711048, 0.874049379442258,
          0.842557361799875, 0.883030201500259,
          0.884065632056689, 0.886486606826031,
          0.922334788168879, 0.871271078140785,
          0.786765416373831, 0.876787984262334,
          0.786765416373831, 0.883030201500259,
          0.835663336856197, 0.937882144212797,
          0.937882144212797, 0.969505805356082,
          0.897872653563915, 0.66435649493584,
          0.886486606826031, 0.801357664756895,
          0.835663336856197, 0.771206459540391,
          0.882708545356873, 0.769482247724777,
          0.927302180779504, 0.877689828766899,
          0.915366216089361, 0.782019541613427,
          0.879356695234154, 0.856038593589632,
          0.883030201500259, 0.933723448696191,
          0.699219368965507, 0.973660035686992,
          0.973660035686992, 0.916201209134296,
          0.924442395836004, 0.916201209134296,
          0.916201209134296, 0.959064374435673,
          0.953628788346077, 0.953628788346077,
          0.922639685862959, 0.879356695234154,
          0.786765416373831, 0.786765416373831,
          0.792118970075158, 0.871186310365259,
          0.900570879474988, 0.804891348279793,
          0.786765416373831),
      ppa_lower_percent =
        c("89.9%",
          "90.1%", "89.8%", "95.8%", "83.5%",
          "83.5%", "79.1%", "89.3%", "91.7%",
          "70.3%", "83.3%", "88.6%", "83.3%",
          "88.6%", "88.6%", "74.4%", "88.6%",
          "74.4%", "88.3%", "91.1%", "92.5%",
          "94.0%", "83.3%", "90.2%", "89.5%",
          "74.4%", "78.7%", "89.8%", "95.0%",
          "95.0%", "83.3%", "88.3%", "85.7%",
          "88.2%", "90.0%", "85.6%", "87.4%",
          "84.3%", "88.3%", "88.4%", "88.6%",
          "92.2%", "87.1%", "78.7%", "87.7%",
          "78.7%", "88.3%", "83.6%", "93.8%",
          "93.8%", "97.0%", "89.8%", "66.4%",
          "88.6%", "80.1%", "83.6%", "77.1%",
          "88.3%", "76.9%", "92.7%", "87.8%",
          "91.5%", "78.2%", "87.9%", "85.6%",
          "88.3%", "93.4%", "69.9%", "97.4%",
          "97.4%", "91.6%", "92.4%", "91.6%",
          "91.6%", "95.9%", "95.4%", "95.4%",
          "92.3%", "87.9%", "78.7%", "78.7%",
          "79.2%", "87.1%", "90.1%", "80.5%",
          "78.7%"),
      ppa_upper =
        c(0.996597191929055,
          0.996661546611736, 1, 1, 0.986179332613852,
          0.986179332613852, 0.945998866555832,
          0.991387861653828, 0.997236458076662,
          0.946903445159452, 0.994091409618387,
          1, 0.994091409618387, 1, 1, 0.965400111252666,
          1, 0.965400111252666, 1, 0.989202860525576,
          0.985774954626795, 0.998057528668151,
          0.994091409618387, 0.962703311237352,
          0.996460740728354, 0.965400111252666,
          0.98152297620873, 0.980430539340765,
          0.998393424695678, 0.998393424695678,
          0.994091409618387, 1, 1, 0.967993074304939,
          0.992014797307636, 0.954869157209614,
          0.995681468431088, 0.994462139835997,
          1, 0.974292270390816, 1, 0.981142175632833,
          1, 0.98152297620873, 0.995784595865568,
          0.98152297620873, 1, 0.972855752982422,
          1, 1, 0.997662964842307, 0.987480426918431,
          0.926634576281515, 1, 0.974163974225412,
          0.972855752982422, 0.940290339517593,
          0.990492071668835, 0.960420471317394,
          1, 0.947855516785828, 0.993285629668837,
          0.991930572378736, 1, 0.967634585490079,
          1, 0.982501274291538, 0.835607974580869,
          1, 1, 1, 1, 1, 1, 1, 1, 1, 0.975156114947462,
          1, 0.98152297620873, 0.98152297620873,
          0.951718592576371, 0.995573168497319,
          0.996661546611736, 0.928289360060784,
          0.98152297620873),
      ppa_upper_percent =
        c("99.7%",
          "99.7%", "100%", "100%", "98.6%",
          "98.6%", "94.6%", "99.1%", "99.7%",
          "94.7%", "99.4%", "100%", "99.4%",
          "100%", "100%", "96.5%", "100%",
          "96.5%", "100%", "98.9%", "98.6%",
          "99.8%", "99.4%", "96.3%", "99.6%",
          "96.5%", "98.2%", "98.0%", "99.8%",
          "99.8%", "99.4%", "100%", "100%",
          "96.8%", "99.2%", "95.5%", "99.6%",
          "99.4%", "100%", "97.4%", "100%",
          "98.1%", "100%", "98.2%", "99.6%",
          "98.2%", "100%", "97.3%", "100%",
          "100%", "99.8%", "98.7%", "92.7%",
          "100%", "97.4%", "97.3%", "94.0%",
          "99.0%", "96.0%", "100%", "94.8%",
          "99.3%", "99.2%", "100%", "96.8%",
          "100%", "98.3%", "83.6%", "100%",
          "100%", "100%", "100%", "100%",
          "100%", "100%", "100%", "100%",
          "97.5%", "100%", "98.2%", "98.2%",
          "95.2%", "99.6%", "99.7%", "92.8%",
          "98.2%"),
      ppa_confidence_interval =
        c("(95% CI: 89.9%; 99.7%)",
          "(95% CI: 90.1%; 99.7%)", "(95% CI: 89.8%; 100%)",
          "(95% CI: 95.8%; 100%)", "(95% CI: 83.5%; 98.6%)",
          "(95% CI: 83.5%; 98.6%)", "(95% CI: 79.1%; 94.6%)",
          "(95% CI: 89.3%; 99.1%)", "(95% CI: 91.7%; 99.7%)",
          "(95% CI: 70.3%; 94.7%)", "(95% CI: 83.3%; 99.4%)",
          "(95% CI: 88.6%; 100%)", "(95% CI: 83.3%; 99.4%)",
          "(95% CI: 88.6%; 100%)", "(95% CI: 88.6%; 100%)",
          "(95% CI: 74.4%; 96.5%)", "(95% CI: 88.6%; 100%)",
          "(95% CI: 74.4%; 96.5%)", "(95% CI: 88.3%; 100%)",
          "(95% CI: 91.1%; 98.9%)", "(95% CI: 92.5%; 98.6%)",
          "(95% CI: 94.0%; 99.8%)", "(95% CI: 83.3%; 99.4%)",
          "(95% CI: 90.2%; 96.3%)", "(95% CI: 89.5%; 99.6%)",
          "(95% CI: 74.4%; 96.5%)", "(95% CI: 78.7%; 98.2%)",
          "(95% CI: 89.8%; 98.0%)", "(95% CI: 95.0%; 99.8%)",
          "(95% CI: 95.0%; 99.8%)", "(95% CI: 83.3%; 99.4%)",
          "(95% CI: 88.3%; 100%)", "(95% CI: 85.7%; 100%)",
          "(95% CI: 88.2%; 96.8%)", "(95% CI: 90.0%; 99.2%)",
          "(95% CI: 85.6%; 95.5%)", "(95% CI: 87.4%; 99.6%)",
          "(95% CI: 84.3%; 99.4%)", "(95% CI: 88.3%; 100%)",
          "(95% CI: 88.4%; 97.4%)", "(95% CI: 88.6%; 100%)",
          "(95% CI: 92.2%; 98.1%)", "(95% CI: 87.1%; 100%)",
          "(95% CI: 78.7%; 98.2%)", "(95% CI: 87.7%; 99.6%)",
          "(95% CI: 78.7%; 98.2%)", "(95% CI: 88.3%; 100%)",
          "(95% CI: 83.6%; 97.3%)", "(95% CI: 93.8%; 100%)",
          "(95% CI: 93.8%; 100%)", "(95% CI: 97.0%; 99.8%)",
          "(95% CI: 89.8%; 98.7%)", "(95% CI: 66.4%; 92.7%)",
          "(95% CI: 88.6%; 100%)", "(95% CI: 80.1%; 97.4%)",
          "(95% CI: 83.6%; 97.3%)", "(95% CI: 77.1%; 94.0%)",
          "(95% CI: 88.3%; 99.0%)", "(95% CI: 76.9%; 96.0%)",
          "(95% CI: 92.7%; 100%)", "(95% CI: 87.8%; 94.8%)",
          "(95% CI: 91.5%; 99.3%)", "(95% CI: 78.2%; 99.2%)",
          "(95% CI: 87.9%; 100%)", "(95% CI: 85.6%; 96.8%)",
          "(95% CI: 88.3%; 100%)", "(95% CI: 93.4%; 98.3%)",
          "(95% CI: 69.9%; 83.6%)", "(95% CI: 97.4%; 100%)",
          "(95% CI: 97.4%; 100%)", "(95% CI: 91.6%; 100%)",
          "(95% CI: 92.4%; 100%)", "(95% CI: 91.6%; 100%)",
          "(95% CI: 91.6%; 100%)", "(95% CI: 95.9%; 100%)",
          "(95% CI: 95.4%; 100%)", "(95% CI: 95.4%; 100%)",
          "(95% CI: 92.3%; 97.5%)", "(95% CI: 87.9%; 100%)",
          "(95% CI: 78.7%; 98.2%)", "(95% CI: 78.7%; 98.2%)",
          "(95% CI: 79.2%; 95.2%)", "(95% CI: 87.1%; 99.6%)",
          "(95% CI: 90.1%; 99.7%)", "(95% CI: 80.5%; 92.8%)",
          "(95% CI: 78.7%; 98.2%)"),
      ppa_string =
        c("51/52 = 98.1% (95% CI: 89.9%; 99.7%)",
          "52/53 = 98.1% (95% CI: 90.1%; 99.7%)",
          "34/34 = 100% (95% CI: 89.8%; 100%)",
          "88/88 = 100% (95% CI: 95.8%; 100%)",
          "38/40 = 95.0% (95% CI: 83.5%; 98.6%)",
          "38/40 = 95.0% (95% CI: 83.5%; 98.6%)",
          "57/64 = 89.1% (95% CI: 79.1%; 94.6%)",
          "62/64 = 96.9% (95% CI: 89.3%; 99.1%)",
          "63/64 = 98.4% (95% CI: 91.7%; 99.7%)",
          "26/30 = 86.7% (95% CI: 70.3%; 94.7%)",
          "29/30 = 96.7% (95% CI: 83.3%; 99.4%)",
          "30/30 = 100% (95% CI: 88.6%; 100%)",
          "29/30 = 96.7% (95% CI: 83.3%; 99.4%)",
          "30/30 = 100% (95% CI: 88.6%; 100%)",
          "30/30 = 100% (95% CI: 88.6%; 100%)",
          "27/30 = 90.0% (95% CI: 74.4%; 96.5%)",
          "30/30 = 100% (95% CI: 88.6%; 100%)",
          "27/30 = 90.0% (95% CI: 74.4%; 96.5%)",
          "29/29 = 100% (95% CI: 88.3%; 100%)",
          "92/95 = 96.8% (95% CI: 91.1%; 98.9%)",
          "146/151 = 96.7% (95% CI: 92.5%; 98.6%)",
          "90/91 = 98.9% (95% CI: 94.0%; 99.8%)",
          "29/30 = 96.7% (95% CI: 83.3%; 99.4%)",
          "231/246 = 93.9% (95% CI: 90.2%; 96.3%)",
          "49/50 = 98.0% (95% CI: 89.5%; 99.6%)",
          "27/30 = 90.0% (95% CI: 74.4%; 96.5%)",
          "28/30 = 93.3% (95% CI: 78.7%; 98.2%)",
          "105/110 = 95.5% (95% CI: 89.8%; 98.0%)",
          "109/110 = 99.1% (95% CI: 95.0%; 99.8%)",
          "109/110 = 99.1% (95% CI: 95.0%; 99.8%)",
          "29/30 = 96.7% (95% CI: 83.3%; 99.4%)",
          "29/29 = 100% (95% CI: 88.3%; 100%)",
          "23/23 = 100% (95% CI: 85.7%; 100%)",
          "120/128 = 93.8% (95% CI: 88.2%; 96.8%)",
          "67/69 = 97.1% (95% CI: 90.0%; 99.2%)",
          "112/122 = 91.8% (95% CI: 85.6%; 95.5%)",
          "40/41 = 97.6% (95% CI: 87.4%; 99.6%)",
          "31/32 = 96.9% (95% CI: 84.3%; 99.4%)",
          "29/29 = 100% (95% CI: 88.3%; 100%)",
          "102/108 = 94.4% (95% CI: 88.4%; 97.4%)",
          "30/30 = 100% (95% CI: 88.6%; 100%)",
          "174/181 = 96.1% (95% CI: 92.2%; 98.1%)",
          "26/26 = 100% (95% CI: 87.1%; 100%)",
          "28/30 = 93.3% (95% CI: 78.7%; 98.2%)",
          "41/42 = 97.6% (95% CI: 87.7%; 99.6%)",
          "28/30 = 93.3% (95% CI: 78.7%; 98.2%)",
          "29/29 = 100% (95% CI: 88.3%; 100%)",
          "54/58 = 93.1% (95% CI: 83.6%; 97.3%)",
          "58/58 = 100% (95% CI: 93.8%; 100%)",
          "58/58 = 100% (95% CI: 93.8%; 100%)",
          "233/235 = 99.1% (95% CI: 97.0%; 99.8%)",
          "79/82 = 96.3% (95% CI: 89.8%; 98.7%)",
          "25/30 = 83.3% (95% CI: 66.4%; 92.7%)",
          "30/30 = 100% (95% CI: 88.6%; 100%)",
          "37/40 = 92.5% (95% CI: 80.1%; 97.4%)",
          "54/58 = 93.1% (95% CI: 83.6%; 97.3%)",
          "51/58 = 87.9% (95% CI: 77.1%; 94.0%)",
          "56/58 = 96.6% (95% CI: 88.3%; 99.0%)",
          "36/40 = 90.0% (95% CI: 76.9%; 96.0%)",
          "49/49 = 100% (95% CI: 92.7%; 100%)",
          "217/236 = 91.9% (95% CI: 87.8%; 94.8%)",
          "80/82 = 97.6% (95% CI: 91.5%; 99.3%)",
          "21/22 = 95.5% (95% CI: 78.2%; 99.2%)",
          "28/28 = 100% (95% CI: 87.9%; 100%)",
          "80/86 = 93.0% (95% CI: 85.6%; 96.8%)",
          "29/29 = 100% (95% CI: 88.3%; 100%)",
          "225/233 = 96.6% (95% CI: 93.4%; 98.3%)",
          "110/142 = 77.5% (95% CI: 69.9%; 83.6%)",
          "142/142 = 100% (95% CI: 97.4%; 100%)",
          "142/142 = 100% (95% CI: 97.4%; 100%)",
          "42/42 = 100% (95% CI: 91.6%; 100%)",
          "47/47 = 100% (95% CI: 92.4%; 100%)",
          "42/42 = 100% (95% CI: 91.6%; 100%)",
          "42/42 = 100% (95% CI: 91.6%; 100%)",
          "90/90 = 100% (95% CI: 95.9%; 100%)",
          "79/79 = 100% (95% CI: 95.4%; 100%)",
          "79/79 = 100% (95% CI: 95.4%; 100%)",
          "238/249 = 95.6% (95% CI: 92.3%; 97.5%)",
          "28/28 = 100% (95% CI: 87.9%; 100%)",
          "28/30 = 93.3% (95% CI: 78.7%; 98.2%)",
          "28/30 = 93.3% (95% CI: 78.7%; 98.2%)",
          "52/58 = 89.7% (95% CI: 79.2%; 95.2%)",
          "39/40 = 97.5% (95% CI: 87.1%; 99.6%)",
          "52/53 = 98.1% (95% CI: 90.1%; 99.7%)",
          "95/108 = 88.0% (95% CI: 80.5%; 92.8%)",
          "28/30 = 93.3% (95% CI: 78.7%; 98.2%)"
        ),
      npa_estimate =
        c(0.99601593625498,
          0.995517928286853, 0.99, 0.996261682242991,
          0.995644891122278, 0.995615514333896,
          0.994505494505495, 0.994505494505495,
          0.989010989010989, 1, 1, 1, 0.9875,
          0.975, 0.9625, 0.951923076923077,
          0.9875, 1, 1, 0.996428571428571,
          0.998571428571429, 1, 0.975, 0.999357739242132,
          0.993333333333333, 0.987341772151899,
          0.962025316455696, 0.972027972027972,
          1, 0.972027972027972, 0.95, 0.998988877654196,
          0.993506493506494, 0.96, 0.974358974358974,
          0.992721391023049, 0.992660550458716,
          0.994734070563454, 0.974178403755869,
          0.983443708609272, 0.963949843260188,
          0.976798143851508, 1, 1, 0.996389891696751,
          0.9875, 0.999027237354086, 0.958762886597938,
          0.989690721649485, 0.948453608247423,
          0.996478873239437, 0.993366500829187,
          0.975, 0.95, 1, 0.979381443298969,
          1, 0.979381443298969, 1, 1, 1,
          0.994117647058824, 0.996581196581197,
          0.991935483870968, 0.997549019607843,
          0.998103186646434, 0.99983308295777,
          0.995575221238938, 0.991150442477876,
          0.986725663716814, 0.998907700709995,
          0.998112020138452, 0.999456816947311,
          0.998166819431714, 1, 0.998691955526488,
          0.998037933289732, 0.998997493734336,
          0.980392156862745, 0.95, 0.9625,
          1, 0.990625, 0.986027944111776,
          0.988452655889146, 1),
      npa_estimate_percent =
        c("99.6%",
          "99.6%", "99.0%", "99.6%", "99.6%",
          "99.6%", "99.5%", "99.5%", "98.9%",
          "100%", "100%", "100%", "98.8%",
          "97.5%", "96.2%", "95.2%", "98.8%",
          "100%", "100%", "99.6%", "99.9%",
          "100%", "97.5%", "99.9%", "99.3%",
          "98.7%", "96.2%", "97.2%", "100%",
          "97.2%", "95.0%", "99.9%", "99.4%",
          "96.0%", "97.4%", "99.3%", "99.3%",
          "99.5%", "97.4%", "98.3%", "96.4%",
          "97.7%", "100%", "100%", "99.6%",
          "98.8%", "99.9%", "95.9%", "99.0%",
          "94.8%", "99.6%", "99.3%", "97.5%",
          "95.0%", "100%", "97.9%", "100%",
          "97.9%", "100%", "100%", "100%",
          "99.4%", "99.7%", "99.2%", "99.8%",
          "99.8%", "100%", "99.6%", "99.1%",
          "98.7%", "99.9%", "99.8%", "99.9%",
          "99.8%", "100%", "99.9%", "99.8%",
          "99.9%", "98.0%", "95.0%", "96.2%",
          "100%", "99.1%", "98.6%", "98.8%",
          "100%"), npa_ratio =
        c("2000/2008",
          "1999/2008", "99/100", "1066/1070",
          "2972/2985", "2952/2965", "181/182",
          "181/182", "180/182", "80/80",
          "80/80", "80/80", "79/80", "78/80",
          "77/80", "99/104", "79/80", "80/80",
          "100/100", "1395/1400", "1398/1400",
          "93/93", "78/80", "1556/1557",
          "596/600", "78/79", "76/79", "139/143",
          "143/143", "139/143", "76/80",
          "988/989", "306/308", "240/250",
          "76/78", "2455/2473", "1082/1090",
          "1889/1899", "830/852", "297/302",
          "615/638", "842/862", "88/88",
          "80/80", "552/554", "79/80", "1027/1028",
          "93/97", "96/97", "92/97", "283/284",
          "599/603", "78/80", "76/80", "74/74",
          "95/97", "97/97", "95/97", "407/407",
          "400/400", "533/533", "338/340",
          "583/585", "492/496", "407/408",
          "5262/5272", "5990/5991", "225/226",
          "224/226", "223/226", "1829/1831",
          "1586/1589", "1840/1841", "1089/1091",
          "1509/1509", "1527/1529", "1526/1529",
          "1993/1995", "50/51", "76/80",
          "77/80", "97/97", "317/320", "494/501",
          "428/433", "70/70"),
      npa_lower =
        c(0.992157823408828,
          0.99150338304116, 0.945513803821295,
          0.990427495309778, 0.992562673344568,
          0.992512604600436, 0.969538089736227,
          0.969538089736227, 0.960824428343114,
          0.954181870464473, 0.954181870464473,
          0.954181870464473, 0.932537299223313,
          0.91335567014422, 0.895452799099549,
          0.892357972027675, 0.932537299223313,
          0.954181870464473, 0.963006501793014,
          0.991666733943114, 0.99480613789613,
          0.960332497388265, 0.91335567014422,
          0.996370877602928, 0.982985289584663,
          0.93172428123034, 0.894199372323153,
          0.930289276105067, 0.973839412577718,
          0.930289276105067, 0.87837723795357,
          0.994294933579414, 0.976636905194803,
          0.927947276418734, 0.911247299643241,
          0.988523463396241, 0.985584377319457,
          0.990333474072394, 0.9612131720609,
          0.961835086919088, 0.94648653558537,
          0.964434541029759, 0.958172933335108,
          0.954181870464473, 0.986933793368728,
          0.932537299223313, 0.994510539119303,
          0.898724743959263, 0.943895009757101,
          0.884956445885372, 0.980327821200123,
          0.983069307572227, 0.91335567014422,
          0.87837723795357, 0.950650220603614,
          0.927912417525842, 0.961905957474052,
          0.927912417525842, 0.990649778063487,
          0.990487705665703, 0.992844332795882,
          0.978809189449511, 0.987621303084797,
          0.979450044060487, 0.986249033183104,
          0.996511673885503, 0.99905505133484,
          0.975366343630243, 0.968313415866474,
          0.961706089599769, 0.99602595519053,
          0.994463731520016, 0.996929517153599,
          0.993340681671114, 0.997460765767426,
          0.995243150378717, 0.994247096865644,
          0.996351964551215, 0.89695431273855,
          0.87837723795357, 0.895452799099549,
          0.961905957474052, 0.972803625383247,
          0.971443472781838, 0.973256829681501,
          0.947976937589733),
      npa_lower_percent =
        c("99.2%",
          "99.2%", "94.6%", "99.0%", "99.3%",
          "99.3%", "97.0%", "97.0%", "96.1%",
          "95.4%", "95.4%", "95.4%", "93.3%",
          "91.3%", "89.5%", "89.2%", "93.3%",
          "95.4%", "96.3%", "99.2%", "99.5%",
          "96.0%", "91.3%", "99.6%", "98.3%",
          "93.2%", "89.4%", "93.0%", "97.4%",
          "93.0%", "87.8%", "99.4%", "97.7%",
          "92.8%", "91.1%", "98.9%", "98.6%",
          "99.0%", "96.1%", "96.2%", "94.6%",
          "96.4%", "95.8%", "95.4%", "98.7%",
          "93.3%", "99.5%", "89.9%", "94.4%",
          "88.5%", "98.0%", "98.3%", "91.3%",
          "87.8%", "95.1%", "92.8%", "96.2%",
          "92.8%", "99.1%", "99.0%", "99.3%",
          "97.9%", "98.8%", "97.9%", "98.6%",
          "99.7%", "99.9%", "97.5%", "96.8%",
          "96.2%", "99.6%", "99.4%", "99.7%",
          "99.3%", "99.7%", "99.5%", "99.4%",
          "99.6%", "89.7%", "87.8%", "89.5%",
          "96.2%", "97.3%", "97.1%", "97.3%",
          "94.8%"), npa_upper =
        c(0.997979839410625,
          0.997640165658996, 0.998232567935859,
          0.998545310011318, 0.997453037012827,
          0.99743584524621, 0.999029425511648,
          0.999029425511648, 0.996981225624229,
          1, 1, 1, 0.997790024479548, 0.993117106797029,
          0.987165431080088, 0.979291957674148,
          0.997790024479548, 1, 1, 0.998473563785148,
          0.999608146728801, 1, 0.993117106797029,
          0.999886616207426, 0.997404498748485,
          0.99776200614495, 0.987001913110564,
          0.989069609894877, 1, 0.989069609894877,
          0.980386445464456, 0.999821489774187,
          0.998217436333907, 0.978130088045457,
          0.992939906527241, 0.995390945546322,
          0.996276377124715, 0.997137127479734,
          0.982886919927379, 0.992907939503602,
          0.975859616823868, 0.98493094802824,
          1, 1, 0.99900941917544, 0.997790024479548,
          0.999828262863542, 0.983848763413837,
          0.998177835191713, 0.977783948962489,
          0.99937816401609, 0.997417426403223,
          0.993117106797029, 0.980386445464456,
          1, 0.994327314897734, 1, 0.994327314897734,
          1, 1, 1, 0.998385361645087, 0.999061939572065,
          0.996859526480876, 0.999567210675829,
          0.998969339142128, 0.999970534435723,
          0.999218490408549, 0.9975697678684,
          0.995475443831187, 0.999700401011529,
          0.99935771331607, 0.999904108417442,
          0.999497131733267, 1, 0.999641213705011,
          0.999332500838958, 0.99972503355882,
          0.996530307358939, 0.980386445464456,
          0.987165431080088, 1, 0.99680663126353,
          0.993215810823015, 0.995057856250414,
          1),
      npa_upper_percent =
        c("99.8%",
          "99.8%", "99.8%", "99.9%", "99.7%",
          "99.7%", "99.9%", "99.9%", "99.7%",
          "100%", "100%", "100%", "99.8%",
          "99.3%", "98.7%", "97.9%", "99.8%",
          "100%", "100%", "99.8%", "100%",
          "100%", "99.3%", "100%", "99.7%",
          "99.8%", "98.7%", "98.9%", "100%",
          "98.9%", "98.0%", "100%", "99.8%",
          "97.8%", "99.3%", "99.5%", "99.6%",
          "99.7%", "98.3%", "99.3%", "97.6%",
          "98.5%", "100%", "100%", "99.9%",
          "99.8%", "100%", "98.4%", "99.8%",
          "97.8%", "99.9%", "99.7%", "99.3%",
          "98.0%", "100%", "99.4%", "100%",
          "99.4%", "100%", "100%", "100%",
          "99.8%", "99.9%", "99.7%", "100%",
          "99.9%", "100%", "99.9%", "99.8%",
          "99.5%", "100%", "99.9%", "100%",
          "99.9%", "100%", "100%", "99.9%",
          "100%", "99.7%", "98.0%", "98.7%",
          "100%", "99.7%", "99.3%", "99.5%",
          "100%"),
      npa_confidence_interval =
        c("(95% CI: 99.2%; 99.8%)",
          "(95% CI: 99.2%; 99.8%)", "(95% CI: 94.6%; 99.8%)",
          "(95% CI: 99.0%; 99.9%)", "(95% CI: 99.3%; 99.7%)",
          "(95% CI: 99.3%; 99.7%)", "(95% CI: 97.0%; 99.9%)",
          "(95% CI: 97.0%; 99.9%)", "(95% CI: 96.1%; 99.7%)",
          "(95% CI: 95.4%; 100%)", "(95% CI: 95.4%; 100%)",
          "(95% CI: 95.4%; 100%)", "(95% CI: 93.3%; 99.8%)",
          "(95% CI: 91.3%; 99.3%)", "(95% CI: 89.5%; 98.7%)",
          "(95% CI: 89.2%; 97.9%)", "(95% CI: 93.3%; 99.8%)",
          "(95% CI: 95.4%; 100%)", "(95% CI: 96.3%; 100%)",
          "(95% CI: 99.2%; 99.8%)", "(95% CI: 99.5%; 100%)",
          "(95% CI: 96.0%; 100%)", "(95% CI: 91.3%; 99.3%)",
          "(95% CI: 99.6%; 100%)", "(95% CI: 98.3%; 99.7%)",
          "(95% CI: 93.2%; 99.8%)", "(95% CI: 89.4%; 98.7%)",
          "(95% CI: 93.0%; 98.9%)", "(95% CI: 97.4%; 100%)",
          "(95% CI: 93.0%; 98.9%)", "(95% CI: 87.8%; 98.0%)",
          "(95% CI: 99.4%; 100%)", "(95% CI: 97.7%; 99.8%)",
          "(95% CI: 92.8%; 97.8%)", "(95% CI: 91.1%; 99.3%)",
          "(95% CI: 98.9%; 99.5%)", "(95% CI: 98.6%; 99.6%)",
          "(95% CI: 99.0%; 99.7%)", "(95% CI: 96.1%; 98.3%)",
          "(95% CI: 96.2%; 99.3%)", "(95% CI: 94.6%; 97.6%)",
          "(95% CI: 96.4%; 98.5%)", "(95% CI: 95.8%; 100%)",
          "(95% CI: 95.4%; 100%)", "(95% CI: 98.7%; 99.9%)",
          "(95% CI: 93.3%; 99.8%)", "(95% CI: 99.5%; 100%)",
          "(95% CI: 89.9%; 98.4%)", "(95% CI: 94.4%; 99.8%)",
          "(95% CI: 88.5%; 97.8%)", "(95% CI: 98.0%; 99.9%)",
          "(95% CI: 98.3%; 99.7%)", "(95% CI: 91.3%; 99.3%)",
          "(95% CI: 87.8%; 98.0%)", "(95% CI: 95.1%; 100%)",
          "(95% CI: 92.8%; 99.4%)", "(95% CI: 96.2%; 100%)",
          "(95% CI: 92.8%; 99.4%)", "(95% CI: 99.1%; 100%)",
          "(95% CI: 99.0%; 100%)", "(95% CI: 99.3%; 100%)",
          "(95% CI: 97.9%; 99.8%)", "(95% CI: 98.8%; 99.9%)",
          "(95% CI: 97.9%; 99.7%)", "(95% CI: 98.6%; 100%)",
          "(95% CI: 99.7%; 99.9%)", "(95% CI: 99.9%; 100%)",
          "(95% CI: 97.5%; 99.9%)", "(95% CI: 96.8%; 99.8%)",
          "(95% CI: 96.2%; 99.5%)", "(95% CI: 99.6%; 100%)",
          "(95% CI: 99.4%; 99.9%)", "(95% CI: 99.7%; 100%)",
          "(95% CI: 99.3%; 99.9%)", "(95% CI: 99.7%; 100%)",
          "(95% CI: 99.5%; 100%)", "(95% CI: 99.4%; 99.9%)",
          "(95% CI: 99.6%; 100%)", "(95% CI: 89.7%; 99.7%)",
          "(95% CI: 87.8%; 98.0%)", "(95% CI: 89.5%; 98.7%)",
          "(95% CI: 96.2%; 100%)", "(95% CI: 97.3%; 99.7%)",
          "(95% CI: 97.1%; 99.3%)", "(95% CI: 97.3%; 99.5%)",
          "(95% CI: 94.8%; 100%)"),
      npa_string =
        c("2000/2008 = 99.6% (95% CI: 99.2%; 99.8%)",
          "1999/2008 = 99.6% (95% CI: 99.2%; 99.8%)",
          "99/100 = 99.0% (95% CI: 94.6%; 99.8%)",
          "1066/1070 = 99.6% (95% CI: 99.0%; 99.9%)",
          "2972/2985 = 99.6% (95% CI: 99.3%; 99.7%)",
          "2952/2965 = 99.6% (95% CI: 99.3%; 99.7%)",
          "181/182 = 99.5% (95% CI: 97.0%; 99.9%)",
          "181/182 = 99.5% (95% CI: 97.0%; 99.9%)",
          "180/182 = 98.9% (95% CI: 96.1%; 99.7%)",
          "80/80 = 100% (95% CI: 95.4%; 100%)",
          "80/80 = 100% (95% CI: 95.4%; 100%)",
          "80/80 = 100% (95% CI: 95.4%; 100%)",
          "79/80 = 98.8% (95% CI: 93.3%; 99.8%)",
          "78/80 = 97.5% (95% CI: 91.3%; 99.3%)",
          "77/80 = 96.2% (95% CI: 89.5%; 98.7%)",
          "99/104 = 95.2% (95% CI: 89.2%; 97.9%)",
          "79/80 = 98.8% (95% CI: 93.3%; 99.8%)",
          "80/80 = 100% (95% CI: 95.4%; 100%)",
          "100/100 = 100% (95% CI: 96.3%; 100%)",
          "1395/1400 = 99.6% (95% CI: 99.2%; 99.8%)",
          "1398/1400 = 99.9% (95% CI: 99.5%; 100%)",
          "93/93 = 100% (95% CI: 96.0%; 100%)",
          "78/80 = 97.5% (95% CI: 91.3%; 99.3%)",
          "1556/1557 = 99.9% (95% CI: 99.6%; 100%)",
          "596/600 = 99.3% (95% CI: 98.3%; 99.7%)",
          "78/79 = 98.7% (95% CI: 93.2%; 99.8%)",
          "76/79 = 96.2% (95% CI: 89.4%; 98.7%)",
          "139/143 = 97.2% (95% CI: 93.0%; 98.9%)",
          "143/143 = 100% (95% CI: 97.4%; 100%)",
          "139/143 = 97.2% (95% CI: 93.0%; 98.9%)",
          "76/80 = 95.0% (95% CI: 87.8%; 98.0%)",
          "988/989 = 99.9% (95% CI: 99.4%; 100%)",
          "306/308 = 99.4% (95% CI: 97.7%; 99.8%)",
          "240/250 = 96.0% (95% CI: 92.8%; 97.8%)",
          "76/78 = 97.4% (95% CI: 91.1%; 99.3%)",
          "2455/2473 = 99.3% (95% CI: 98.9%; 99.5%)",
          "1082/1090 = 99.3% (95% CI: 98.6%; 99.6%)",
          "1889/1899 = 99.5% (95% CI: 99.0%; 99.7%)",
          "830/852 = 97.4% (95% CI: 96.1%; 98.3%)",
          "297/302 = 98.3% (95% CI: 96.2%; 99.3%)",
          "615/638 = 96.4% (95% CI: 94.6%; 97.6%)",
          "842/862 = 97.7% (95% CI: 96.4%; 98.5%)",
          "88/88 = 100% (95% CI: 95.8%; 100%)",
          "80/80 = 100% (95% CI: 95.4%; 100%)",
          "552/554 = 99.6% (95% CI: 98.7%; 99.9%)",
          "79/80 = 98.8% (95% CI: 93.3%; 99.8%)",
          "1027/1028 = 99.9% (95% CI: 99.5%; 100%)",
          "93/97 = 95.9% (95% CI: 89.9%; 98.4%)",
          "96/97 = 99.0% (95% CI: 94.4%; 99.8%)",
          "92/97 = 94.8% (95% CI: 88.5%; 97.8%)",
          "283/284 = 99.6% (95% CI: 98.0%; 99.9%)",
          "599/603 = 99.3% (95% CI: 98.3%; 99.7%)",
          "78/80 = 97.5% (95% CI: 91.3%; 99.3%)",
          "76/80 = 95.0% (95% CI: 87.8%; 98.0%)",
          "74/74 = 100% (95% CI: 95.1%; 100%)",
          "95/97 = 97.9% (95% CI: 92.8%; 99.4%)",
          "97/97 = 100% (95% CI: 96.2%; 100%)",
          "95/97 = 97.9% (95% CI: 92.8%; 99.4%)",
          "407/407 = 100% (95% CI: 99.1%; 100%)",
          "400/400 = 100% (95% CI: 99.0%; 100%)",
          "533/533 = 100% (95% CI: 99.3%; 100%)",
          "338/340 = 99.4% (95% CI: 97.9%; 99.8%)",
          "583/585 = 99.7% (95% CI: 98.8%; 99.9%)",
          "492/496 = 99.2% (95% CI: 97.9%; 99.7%)",
          "407/408 = 99.8% (95% CI: 98.6%; 100%)",
          "5262/5272 = 99.8% (95% CI: 99.7%; 99.9%)",
          "5990/5991 = 100% (95% CI: 99.9%; 100%)",
          "225/226 = 99.6% (95% CI: 97.5%; 99.9%)",
          "224/226 = 99.1% (95% CI: 96.8%; 99.8%)",
          "223/226 = 98.7% (95% CI: 96.2%; 99.5%)",
          "1829/1831 = 99.9% (95% CI: 99.6%; 100%)",
          "1586/1589 = 99.8% (95% CI: 99.4%; 99.9%)",
          "1840/1841 = 99.9% (95% CI: 99.7%; 100%)",
          "1089/1091 = 99.8% (95% CI: 99.3%; 99.9%)",
          "1509/1509 = 100% (95% CI: 99.7%; 100%)",
          "1527/1529 = 99.9% (95% CI: 99.5%; 100%)",
          "1526/1529 = 99.8% (95% CI: 99.4%; 99.9%)",
          "1993/1995 = 99.9% (95% CI: 99.6%; 100%)",
          "50/51 = 98.0% (95% CI: 89.7%; 99.7%)",
          "76/80 = 95.0% (95% CI: 87.8%; 98.0%)",
          "77/80 = 96.2% (95% CI: 89.5%; 98.7%)",
          "97/97 = 100% (95% CI: 96.2%; 100%)",
          "317/320 = 99.1% (95% CI: 97.3%; 99.7%)",
          "494/501 = 98.6% (95% CI: 97.1%; 99.3%)",
          "428/433 = 98.8% (95% CI: 97.3%; 99.5%)",
          "70/70 = 100% (95% CI: 94.8%; 100%)"
        ),
      ppv_estimate =
        c(0.928348683733411,
          0.920135002952088, 0.840336134453781,
          0.933682373472949, 0.919876733436055,
          0.919379844961241, 0.895081967213115,
          0.90272, 0.825010792919845, 1,
          1, 1, 0.802768166089966, 0.677966101694915,
          0.583941605839416, 0.496288441145281,
          0.808080808080809, 1, 1, 0.934518411028478,
          0.972694134330773, 1, 0.670520231213873,
          0.98717135869968, 0.885542168674698,
          0.789123196448391, 0.563997960224376,
          0.64235294117647, 1, 0.650895728066146,
          0.504347826086956, 0.981150793650794,
          0.890173410404625, 0.552282768777614,
          0.665902140672783, 0.869080640100408,
          0.87493979772034, 0.906388089116075,
          0.670866141732283, 0.750146113383986,
          0.593488372093023, 0.685603013237768,
          1, 1, 0.934348004936239, 0.797153024911033,
          0.981852913085005, 0.543023014721128,
          0.836206896551725, 0.505208333333333,
          0.936789501252885, 0.884311941933209,
          0.636942675159236, 0.512820512820513,
          1, 0.703843052942757, 1, 0.711367207962284,
          1, 1, 1, 0.897215991555614, 0.93628534410487,
          0.867132867132867, 0.952325377837428,
          0.965214207250091, 0.99672656503022,
          0.902097394585964, 0.856060606060606,
          0.798586572438162, 0.979668271803104,
          0.965370595382747, 0.989784946236559,
          0.966341895482728, 1, 0.975749840459477,
          0.964060529634301, 0.980461393596988,
          0.728571428571428, 0.495575221238938,
          0.567088607594937, 1, 0.845528455284553,
          0.787045708588864, 0.800369685767099,
          1),
      ppv_estimate_percent =
        c("92.8%",
          "92.0%", "84.0%", "93.4%", "92.0%",
          "91.9%", "89.5%", "90.3%", "82.5%",
          "100%", "100%", "100%", "80.3%",
          "67.8%", "58.4%", "49.6%", "80.8%",
          "100%", "100%", "93.5%", "97.3%",
          "100%", "67.1%", "98.7%", "88.6%",
          "78.9%", "56.4%", "64.2%", "100%",
          "65.1%", "50.4%", "98.1%", "89.0%",
          "55.2%", "66.6%", "86.9%", "87.5%",
          "90.6%", "67.1%", "75.0%", "59.3%",
          "68.6%", "100%", "100%", "93.4%",
          "79.7%", "98.2%", "54.3%", "83.6%",
          "50.5%", "93.7%", "88.4%", "63.7%",
          "51.3%", "100%", "70.4%", "100%",
          "71.1%", "100%", "100%", "100%",
          "89.7%", "93.6%", "86.7%", "95.2%",
          "96.5%", "99.7%", "90.2%", "85.6%",
          "79.9%", "98.0%", "96.5%", "99.0%",
          "96.6%", "100%", "97.6%", "96.4%",
          "98.0%", "72.9%", "49.6%", "56.7%",
          "100%", "84.6%", "78.7%", "80.0%",
          "100%"),
      ppv_lower =
        c(0.857795486391435,
          0.847989907067799, 0.464640160639062,
          0.840465325410787, 0.855256083036889,
          0.85442350806501, 0.57747074735628,
          0.606757054687147, 0.551873466972871,
          0.446827727442993, 0.489069290826087,
          0.504536671531128, 0.393977141643364,
          0.350012437531828, 0.308570337188249,
          0.266687864092318, 0.408843625626552,
          0.460740678324289, 0.556798341058473,
          0.851965390543873, 0.903584058557431,
          0.555095760363158, 0.336069045924309,
          0.928972550793872, 0.734652509436174,
          0.364418928038368, 0.281291308475687,
          0.404044538414158, 0.656577397759021,
          0.417748874995437, 0.265032447562855,
          0.89066636207248, 0.658744709797038,
          0.391693698773654, 0.34807152886757,
          0.796918727833828, 0.761402730846229,
          0.821028872735232, 0.545087123531851,
          0.549382421141195, 0.465777030043474,
          0.577152363418554, 0.522976436061696,
          0.474724387413568, 0.779335293136996,
          0.380345099814452, 0.894361802897336,
          0.302788287736131, 0.468033798223514,
          0.300246259280233, 0.721746638380312,
          0.736229245458613, 0.287525686330988,
          0.277259348555033, 0.46081429799656,
          0.378929375924664, 0.515859486653616,
          0.391901650957159, 0.812430179336351,
          0.836888305653788, 0.865872824506471,
          0.694515962465965, 0.768785073399462,
          0.692512709431329, 0.766162408230561,
          0.930182650508817, 0.981134338952948,
          0.599026835359813, 0.617920202542529,
          0.572322280012104, 0.923861815400824,
          0.897838108652747, 0.940136730004857,
          0.878657696909092, 0.952104656155953,
          0.913429722574517, 0.897166555110192,
          0.930124997565859, 0.309935508014244,
          0.253992107102981, 0.283706956222986,
          0.522538393569959, 0.627693184578132,
          0.62403358220244, 0.61301161230023,
          0.443197284757973),
      ppv_lower_percent =
        c("85.8%",
          "84.8%", "46.5%", "84.0%", "85.5%",
          "85.4%", "57.7%", "60.7%", "55.2%",
          "44.7%", "48.9%", "50.5%", "39.4%",
          "35.0%", "30.9%", "26.7%", "40.9%",
          "46.1%", "55.7%", "85.2%", "90.4%",
          "55.5%", "33.6%", "92.9%", "73.5%",
          "36.4%", "28.1%", "40.4%", "65.7%",
          "41.8%", "26.5%", "89.1%", "65.9%",
          "39.2%", "34.8%", "79.7%", "76.1%",
          "82.1%", "54.5%", "54.9%", "46.6%",
          "57.7%", "52.3%", "47.5%", "77.9%",
          "38.0%", "89.4%", "30.3%", "46.8%",
          "30.0%", "72.2%", "73.6%", "28.8%",
          "27.7%", "46.1%", "37.9%", "51.6%",
          "39.2%", "81.2%", "83.7%", "86.6%",
          "69.5%", "76.9%", "69.3%", "76.6%",
          "93.0%", "98.1%", "59.9%", "61.8%",
          "57.2%", "92.4%", "89.8%", "94.0%",
          "87.9%", "95.2%", "91.3%", "89.7%",
          "93.0%", "31.0%", "25.4%", "28.4%",
          "52.3%", "62.8%", "62.4%", "61.3%",
          "44.3%"),
      ppv_upper =
        c(0.96291421845681,
          0.956949667403983, 0.967509849328571,
          0.973104264403932, 0.953224798184582,
          0.95292393310909, 0.980879142870261,
          0.98173857222141, 0.94561247435967,
          1, 1, 1, 0.959472727385626, 0.884349252303139,
          0.8039510596235, 0.710452250041591,
          0.959702536846417, 1, 1, 0.97151626259026,
          0.992503965986802, 1, 0.883741773132875,
          0.997767243527383, 0.952844052204635,
          0.957812327265364, 0.798969198809546,
          0.825203247092617, 1, 0.827806621568942,
          0.727340169295742, 0.99661977041493,
          0.967240802106249, 0.699658908995956,
          0.880885323440834, 0.915993309448768,
          0.933658266810958, 0.948139171951685,
          0.754632393174133, 0.878499443733006,
          0.685557298414517, 0.774104661296778,
          1, 1, 0.98144990025511, 0.958975064365775,
          0.996747606983895, 0.760204359173605,
          0.966537382324651, 0.703182972633886,
          0.988296044622062, 0.952661299232826,
          0.876325146476683, 0.728513830759504,
          1, 0.900261568047057, 1, 0.901863190439014,
          1, 1, 0.999999999999996, 0.970039829543469,
          0.982349014647091, 0.943690910048347,
          0.991573568412582, 0.98079355499113,
          0.999430507717305, 0.982540342157911,
          0.955863563439383, 0.920838661333276,
          0.99433983901068, 0.987943681647291,
          0.998181373360144, 0.990535927386112,
          1, 0.993229216417965, 0.987476346970117,
          0.994671086885939, 0.938153048178387,
          0.724809556209558, 0.800994914126486,
          1, 0.942557000427278, 0.885479704593291,
          0.908137701547814, 1),
      ppv_upper_percent =
        c("96.3%",
          "95.7%", "96.8%", "97.3%", "95.3%",
          "95.3%", "98.1%", "98.2%", "94.6%",
          "100%", "100%", "100%", "95.9%",
          "88.4%", "80.4%", "71.0%", "96.0%",
          "100%", "100%", "97.2%", "99.3%",
          "100%", "88.4%", "99.8%", "95.3%",
          "95.8%", "79.9%", "82.5%", "100%",
          "82.8%", "72.7%", "99.7%", "96.7%",
          "70.0%", "88.1%", "91.6%", "93.4%",
          "94.8%", "75.5%", "87.8%", "68.6%",
          "77.4%", "100%", "100%", "98.1%",
          "95.9%", "99.7%", "76.0%", "96.7%",
          "70.3%", "98.8%", "95.3%", "87.6%",
          "72.9%", "100%", "90.0%", "100%",
          "90.2%", "100%", "100%", "100%",
          "97.0%", "98.2%", "94.4%", "99.2%",
          "98.1%", "99.9%", "98.3%", "95.6%",
          "92.1%", "99.4%", "98.8%", "99.8%",
          "99.1%", "100%", "99.3%", "98.7%",
          "99.5%", "93.8%", "72.5%", "80.1%",
          "100%", "94.3%", "88.5%", "90.8%",
          "100%"),
      ppv_confidence_interval =
        c("(95% CI: 85.8%; 96.3%)",
          "(95% CI: 84.8%; 95.7%)", "(95% CI: 46.5%; 96.8%)",
          "(95% CI: 84.0%; 97.3%)", "(95% CI: 85.5%; 95.3%)",
          "(95% CI: 85.4%; 95.3%)", "(95% CI: 57.7%; 98.1%)",
          "(95% CI: 60.7%; 98.2%)", "(95% CI: 55.2%; 94.6%)",
          "(95% CI: 44.7%; 100%)", "(95% CI: 48.9%; 100%)",
          "(95% CI: 50.5%; 100%)", "(95% CI: 39.4%; 95.9%)",
          "(95% CI: 35.0%; 88.4%)", "(95% CI: 30.9%; 80.4%)",
          "(95% CI: 26.7%; 71.0%)", "(95% CI: 40.9%; 96.0%)",
          "(95% CI: 46.1%; 100%)", "(95% CI: 55.7%; 100%)",
          "(95% CI: 85.2%; 97.2%)", "(95% CI: 90.4%; 99.3%)",
          "(95% CI: 55.5%; 100%)", "(95% CI: 33.6%; 88.4%)",
          "(95% CI: 92.9%; 99.8%)", "(95% CI: 73.5%; 95.3%)",
          "(95% CI: 36.4%; 95.8%)", "(95% CI: 28.1%; 79.9%)",
          "(95% CI: 40.4%; 82.5%)", "(95% CI: 65.7%; 100%)",
          "(95% CI: 41.8%; 82.8%)", "(95% CI: 26.5%; 72.7%)",
          "(95% CI: 89.1%; 99.7%)", "(95% CI: 65.9%; 96.7%)",
          "(95% CI: 39.2%; 70.0%)", "(95% CI: 34.8%; 88.1%)",
          "(95% CI: 79.7%; 91.6%)", "(95% CI: 76.1%; 93.4%)",
          "(95% CI: 82.1%; 94.8%)", "(95% CI: 54.5%; 75.5%)",
          "(95% CI: 54.9%; 87.8%)", "(95% CI: 46.6%; 68.6%)",
          "(95% CI: 57.7%; 77.4%)", "(95% CI: 52.3%; 100%)",
          "(95% CI: 47.5%; 100%)", "(95% CI: 77.9%; 98.1%)",
          "(95% CI: 38.0%; 95.9%)", "(95% CI: 89.4%; 99.7%)",
          "(95% CI: 30.3%; 76.0%)", "(95% CI: 46.8%; 96.7%)",
          "(95% CI: 30.0%; 70.3%)", "(95% CI: 72.2%; 98.8%)",
          "(95% CI: 73.6%; 95.3%)", "(95% CI: 28.8%; 87.6%)",
          "(95% CI: 27.7%; 72.9%)", "(95% CI: 46.1%; 100%)",
          "(95% CI: 37.9%; 90.0%)", "(95% CI: 51.6%; 100%)",
          "(95% CI: 39.2%; 90.2%)", "(95% CI: 81.2%; 100%)",
          "(95% CI: 83.7%; 100%)", "(95% CI: 86.6%; 100%)",
          "(95% CI: 69.5%; 97.0%)", "(95% CI: 76.9%; 98.2%)",
          "(95% CI: 69.3%; 94.4%)", "(95% CI: 76.6%; 99.2%)",
          "(95% CI: 93.0%; 98.1%)", "(95% CI: 98.1%; 99.9%)",
          "(95% CI: 59.9%; 98.3%)", "(95% CI: 61.8%; 95.6%)",
          "(95% CI: 57.2%; 92.1%)", "(95% CI: 92.4%; 99.4%)",
          "(95% CI: 89.8%; 98.8%)", "(95% CI: 94.0%; 99.8%)",
          "(95% CI: 87.9%; 99.1%)", "(95% CI: 95.2%; 100%)",
          "(95% CI: 91.3%; 99.3%)", "(95% CI: 89.7%; 98.7%)",
          "(95% CI: 93.0%; 99.5%)", "(95% CI: 31.0%; 93.8%)",
          "(95% CI: 25.4%; 72.5%)", "(95% CI: 28.4%; 80.1%)",
          "(95% CI: 52.3%; 100%)", "(95% CI: 62.8%; 94.3%)",
          "(95% CI: 62.4%; 88.5%)", "(95% CI: 61.3%; 90.8%)",
          "(95% CI: 44.3%; 100%)"),
      ppv_string =
        c("92.8% (95% CI: 85.8%; 96.3%)",
          "92.0% (95% CI: 84.8%; 95.7%)",
          "84.0% (95% CI: 46.5%; 96.8%)",
          "93.4% (95% CI: 84.0%; 97.3%)",
          "92.0% (95% CI: 85.5%; 95.3%)",
          "91.9% (95% CI: 85.4%; 95.3%)",
          "89.5% (95% CI: 57.7%; 98.1%)",
          "90.3% (95% CI: 60.7%; 98.2%)",
          "82.5% (95% CI: 55.2%; 94.6%)",
          "100% (95% CI: 44.7%; 100%)", "100% (95% CI: 48.9%; 100%)",
          "100% (95% CI: 50.5%; 100%)", "80.3% (95% CI: 39.4%; 95.9%)",
          "67.8% (95% CI: 35.0%; 88.4%)",
          "58.4% (95% CI: 30.9%; 80.4%)",
          "49.6% (95% CI: 26.7%; 71.0%)",
          "80.8% (95% CI: 40.9%; 96.0%)",
          "100% (95% CI: 46.1%; 100%)", "100% (95% CI: 55.7%; 100%)",
          "93.5% (95% CI: 85.2%; 97.2%)",
          "97.3% (95% CI: 90.4%; 99.3%)",
          "100% (95% CI: 55.5%; 100%)", "67.1% (95% CI: 33.6%; 88.4%)",
          "98.7% (95% CI: 92.9%; 99.8%)",
          "88.6% (95% CI: 73.5%; 95.3%)",
          "78.9% (95% CI: 36.4%; 95.8%)",
          "56.4% (95% CI: 28.1%; 79.9%)",
          "64.2% (95% CI: 40.4%; 82.5%)",
          "100% (95% CI: 65.7%; 100%)", "65.1% (95% CI: 41.8%; 82.8%)",
          "50.4% (95% CI: 26.5%; 72.7%)",
          "98.1% (95% CI: 89.1%; 99.7%)",
          "89.0% (95% CI: 65.9%; 96.7%)",
          "55.2% (95% CI: 39.2%; 70.0%)",
          "66.6% (95% CI: 34.8%; 88.1%)",
          "86.9% (95% CI: 79.7%; 91.6%)",
          "87.5% (95% CI: 76.1%; 93.4%)",
          "90.6% (95% CI: 82.1%; 94.8%)",
          "67.1% (95% CI: 54.5%; 75.5%)",
          "75.0% (95% CI: 54.9%; 87.8%)",
          "59.3% (95% CI: 46.6%; 68.6%)",
          "68.6% (95% CI: 57.7%; 77.4%)",
          "100% (95% CI: 52.3%; 100%)", "100% (95% CI: 47.5%; 100%)",
          "93.4% (95% CI: 77.9%; 98.1%)",
          "79.7% (95% CI: 38.0%; 95.9%)",
          "98.2% (95% CI: 89.4%; 99.7%)",
          "54.3% (95% CI: 30.3%; 76.0%)",
          "83.6% (95% CI: 46.8%; 96.7%)",
          "50.5% (95% CI: 30.0%; 70.3%)",
          "93.7% (95% CI: 72.2%; 98.8%)",
          "88.4% (95% CI: 73.6%; 95.3%)",
          "63.7% (95% CI: 28.8%; 87.6%)",
          "51.3% (95% CI: 27.7%; 72.9%)",
          "100% (95% CI: 46.1%; 100%)", "70.4% (95% CI: 37.9%; 90.0%)",
          "100% (95% CI: 51.6%; 100%)", "71.1% (95% CI: 39.2%; 90.2%)",
          "100% (95% CI: 81.2%; 100%)", "100% (95% CI: 83.7%; 100%)",
          "100% (95% CI: 86.6%; 100%)", "89.7% (95% CI: 69.5%; 97.0%)",
          "93.6% (95% CI: 76.9%; 98.2%)",
          "86.7% (95% CI: 69.3%; 94.4%)",
          "95.2% (95% CI: 76.6%; 99.2%)",
          "96.5% (95% CI: 93.0%; 98.1%)",
          "99.7% (95% CI: 98.1%; 99.9%)",
          "90.2% (95% CI: 59.9%; 98.3%)",
          "85.6% (95% CI: 61.8%; 95.6%)",
          "79.9% (95% CI: 57.2%; 92.1%)",
          "98.0% (95% CI: 92.4%; 99.4%)",
          "96.5% (95% CI: 89.8%; 98.8%)",
          "99.0% (95% CI: 94.0%; 99.8%)",
          "96.6% (95% CI: 87.9%; 99.1%)",
          "100% (95% CI: 95.2%; 100%)", "97.6% (95% CI: 91.3%; 99.3%)",
          "96.4% (95% CI: 89.7%; 98.7%)",
          "98.0% (95% CI: 93.0%; 99.5%)",
          "72.9% (95% CI: 31.0%; 93.8%)",
          "49.6% (95% CI: 25.4%; 72.5%)",
          "56.7% (95% CI: 28.4%; 80.1%)",
          "100% (95% CI: 52.3%; 100%)", "84.6% (95% CI: 62.8%; 94.3%)",
          "78.7% (95% CI: 62.4%; 88.5%)",
          "80.0% (95% CI: 61.3%; 90.8%)",
          "100% (95% CI: 44.3%; 100%)"),
      npv_estimate =
        c(0.998984837270628,
          0.999003474439963, 1, 1, 0.997363877616804,
          0.99736380004001, 0.99424492930388,
          0.998348906831171, 0.999169184979595,
          0.993031358885017, 0.998248686514886,
          1, 0.998226557304367, 1, 1,
          0.994501427514011, 1, 0.994764397905759,
          1, 0.998334770584912, 0.998257779883928,
          0.999421965317919, 0.998203861697351,
          0.996798974356022, 0.99894142554693,
          0.994697630713471, 0.996365978195869,
          0.997544853635505, 0.999521759923482,
          0.999508004390115, 0.99815668202765,
          1, 1, 0.996585165960934, 0.998436748436748,
          0.995673108887886, 0.998708481838174,
          0.998349285603145, 1, 0.997035611920374,
          1, 0.997920509278788, 1, 0.996503496503497,
          0.998743906586555, 0.996459393671166,
          1, 0.996228395901783, 1, 1,
          0.999550690852366, 0.998065346168284,
          0.991083370485956, 1, 0.996068152031455,
          0.996307504901121, 0.993688007213706,
          0.998150337515732, 0.994764397905759,
          1, 0.9957805907173, 0.998710372398935,
          0.997605197335833, 1, 0.996332507348469,
          1, 0.998195866257105, 0.988226905558034,
          1, 1, 1, 1, 1, 1, 1, 1, 1,
          0.997677981230851, 1, 0.996320147194112,
          0.996367763904654, 0.994584837545126,
          0.998673520145913, 0.998993893071518,
          0.993631524463024, 0.996503496503497
        ),
      npv_estimate_percent =
        c("99.9%",
          "99.9%", "100%", "100%", "99.7%",
          "99.7%", "99.4%", "99.8%",
          "99.9%", "99.3%", "99.8%",
          "100%", "99.8%", "100%", "100%",
          "99.5%", "100%", "99.5%", "100%",
          "99.8%", "99.8%", "99.9%",
          "99.8%", "99.7%", "99.9%",
          "99.5%", "99.6%", "99.8%",
          "100%", "100%", "99.8%", "100%",
          "100%", "99.7%", "99.8%", "99.6%",
          "99.9%", "99.8%", "100%", "99.7%",
          "100%", "99.8%", "100%", "99.7%",
          "99.9%", "99.6%", "100%", "99.6%",
          "100%", "100%", "100%", "99.8%",
          "99.1%", "100%", "99.6%", "99.6%",
          "99.4%", "99.8%", "99.5%",
          "100%", "99.6%", "99.9%", "99.8%",
          "100%", "99.6%", "100%", "99.8%",
          "98.8%", "100%", "100%", "100%",
          "100%", "100%", "100%", "100%",
          "100%", "100%", "99.8%", "100%",
          "99.6%", "99.6%", "99.5%",
          "99.9%", "99.9%", "99.4%",
          "99.7%"),
      npv_lower =
        c(0.994659981890147,
          0.994749754188113, 0.994380991992607,
          0.997782228064042, 0.99132458369385,
          0.991324149846771, 0.988782390969163,
          0.994226479787108, 0.995455532331294,
          0.983891841047634, 0.990888584547967,
          0.993777690813535, 0.990679076063294,
          0.993501366506783, 0.993372299845696,
          0.985113552799191, 0.993634187843732,
          0.986064642928313, 0.993647811141868,
          0.995310674686688, 0.996038985548534,
          0.9967415347512, 0.990485187358977,
          0.994841872681965, 0.994411870280855,
          0.985733547366831, 0.987604818765387,
          0.994261517920655, 0.997320833409403,
          0.997195763841498, 0.990110039068809,
          0.993846471526384, 0.992346384760588,
          0.993324431481783, 0.994276474402516,
          0.992374331520811, 0.993318997390775,
          0.991702093655613, 0.993636035321552,
          0.993696067516528, 0.993727418144421,
          0.99577950531593, 0.992978683377319,
          0.988374955788782, 0.993472195208961,
          0.988108342400058, 0.993847797377076,
          0.990467770004804, 0.996548264554255,
          0.996319223325663, 0.998365511725988,
          0.994562037755806, 0.98102572831313,
          0.993244328464429, 0.989122042986398,
          0.990764839181166, 0.987636127683315,
          0.993391147330214, 0.987901149250036,
          0.996151918437517, 0.993557995340629,
          0.995469770584965, 0.988516940170013,
          0.993558886584316, 0.992376012990884,
          0.993860076004513, 0.996520609559659,
          0.984028844846379, 0.998570367848273,
          0.998560559811128, 0.995591461287922,
          0.996017072406797, 0.995595439345298,
          0.995579596473404, 0.99784466417412,
          0.997553743748586, 0.997551299048842,
          0.995930128354068, 0.992970641226083,
          0.987384362157239, 0.987621954387902,
          0.988753518163839, 0.993079028682738,
          0.994641919658741, 0.989559117425437,
          0.988299754961787),
      npv_lower_percent =
        c("99.5%",
          "99.5%", "99.4%", "99.8%",
          "99.1%", "99.1%", "98.9%",
          "99.4%", "99.5%", "98.4%",
          "99.1%", "99.4%", "99.1%",
          "99.4%", "99.3%", "98.5%",
          "99.4%", "98.6%", "99.4%",
          "99.5%", "99.6%", "99.7%",
          "99.0%", "99.5%", "99.4%",
          "98.6%", "98.8%", "99.4%",
          "99.7%", "99.7%", "99.0%",
          "99.4%", "99.2%", "99.3%",
          "99.4%", "99.2%", "99.3%",
          "99.2%", "99.4%", "99.4%",
          "99.4%", "99.6%", "99.3%",
          "98.8%", "99.3%", "98.8%",
          "99.4%", "99.0%", "99.7%",
          "99.6%", "99.8%", "99.5%",
          "98.1%", "99.3%", "98.9%",
          "99.1%", "98.8%", "99.3%",
          "98.8%", "99.6%", "99.4%",
          "99.5%", "98.9%", "99.4%",
          "99.2%", "99.4%", "99.7%",
          "98.4%", "99.9%", "99.9%",
          "99.6%", "99.6%", "99.6%",
          "99.6%", "99.8%", "99.8%",
          "99.8%", "99.6%", "99.3%",
          "98.7%", "98.8%", "98.9%",
          "99.3%", "99.5%", "99.0%",
          "98.8%"),
      npv_upper =
        c(0.999820574504294,
          0.999823907318282, 1, 1, 0.999271270486695,
          0.999271257935494, 0.997163144513465,
          0.999546494960735, 0.999854131296925,
          0.997213232259244, 0.999689118236389,
          1, 0.99968842988813, 1, 1,
          0.998143897015007, 1, 0.998182263407187,
          1, 0.999431184481818, 0.999251580462444,
          0.99989777511774, 0.999686964315023,
          0.998040640412067, 0.99981327332977,
          0.998178193626979, 0.999015688110797,
          0.998959729270792, 0.999915450554249,
          0.999914516262653, 0.999682900725997,
          1, 1, 0.99828072073214, 0.999576916979132,
          0.997619374770398, 0.999771911391352,
          0.999707782265085, 1, 0.998639151660829,
          1, 0.998993312252838, 1, 0.999028469852336,
          0.99977796594305, 0.999026320134215,
          1, 0.998550007776204, 1, 1,
          0.999876936761451, 0.999339805117945,
          0.996126959303636, 1, 0.998642055689979,
          0.998565266352388, 0.996867231372039,
          0.999496980970271, 0.99792119733406,
          1, 0.997263064886994, 0.99964616581431,
          0.999575075146341, 1, 0.998298718869955,
          1, 0.999079834782091, 0.991415355318242,
          1, 1, 1, 1, 1, 1, 1, 1, 1,
          0.998693775917919, 1, 0.999009052736806,
          0.999015850995634, 0.997465314251142,
          0.999766317078593, 0.999823123038878,
          0.996221342700543, 0.999028469852336
        ),
      npv_upper_percent =
        c("100%",
          "100%", "100%", "100%", "99.9%",
          "99.9%", "99.7%", "100%", "100%",
          "99.7%", "100%", "100%", "100%",
          "100%", "100%", "99.8%", "100%",
          "99.8%", "100%", "99.9%", "99.9%",
          "100%", "100%", "99.8%", "100%",
          "99.8%", "99.9%", "99.9%",
          "100%", "100%", "100%", "100%",
          "100%", "99.8%", "100%", "99.8%",
          "100%", "100%", "100%", "99.9%",
          "100%", "99.9%", "100%", "99.9%",
          "100%", "99.9%", "100%", "99.9%",
          "100%", "100%", "100%", "99.9%",
          "99.6%", "100%", "99.9%", "99.9%",
          "99.7%", "99.9%", "99.8%",
          "100%", "99.7%", "100%", "100%",
          "100%", "99.8%", "100%", "99.9%",
          "99.1%", "100%", "100%", "100%",
          "100%", "100%", "100%", "100%",
          "100%", "100%", "99.9%", "100%",
          "99.9%", "99.9%", "99.7%",
          "100%", "100%", "99.6%", "99.9%"
        ),
      npv_confidence_interval =
        c("(95% CI: 99.5%; 100%)",
          "(95% CI: 99.5%; 100%)", "(95% CI: 99.4%; 100%)",
          "(95% CI: 99.8%; 100%)", "(95% CI: 99.1%; 99.9%)",
          "(95% CI: 99.1%; 99.9%)", "(95% CI: 98.9%; 99.7%)",
          "(95% CI: 99.4%; 100%)", "(95% CI: 99.5%; 100%)",
          "(95% CI: 98.4%; 99.7%)", "(95% CI: 99.1%; 100%)",
          "(95% CI: 99.4%; 100%)", "(95% CI: 99.1%; 100%)",
          "(95% CI: 99.4%; 100%)", "(95% CI: 99.3%; 100%)",
          "(95% CI: 98.5%; 99.8%)", "(95% CI: 99.4%; 100%)",
          "(95% CI: 98.6%; 99.8%)", "(95% CI: 99.4%; 100%)",
          "(95% CI: 99.5%; 99.9%)", "(95% CI: 99.6%; 99.9%)",
          "(95% CI: 99.7%; 100%)", "(95% CI: 99.0%; 100%)",
          "(95% CI: 99.5%; 99.8%)", "(95% CI: 99.4%; 100%)",
          "(95% CI: 98.6%; 99.8%)", "(95% CI: 98.8%; 99.9%)",
          "(95% CI: 99.4%; 99.9%)", "(95% CI: 99.7%; 100%)",
          "(95% CI: 99.7%; 100%)", "(95% CI: 99.0%; 100%)",
          "(95% CI: 99.4%; 100%)", "(95% CI: 99.2%; 100%)",
          "(95% CI: 99.3%; 99.8%)", "(95% CI: 99.4%; 100%)",
          "(95% CI: 99.2%; 99.8%)", "(95% CI: 99.3%; 100%)",
          "(95% CI: 99.2%; 100%)", "(95% CI: 99.4%; 100%)",
          "(95% CI: 99.4%; 99.9%)", "(95% CI: 99.4%; 100%)",
          "(95% CI: 99.6%; 99.9%)", "(95% CI: 99.3%; 100%)",
          "(95% CI: 98.8%; 99.9%)", "(95% CI: 99.3%; 100%)",
          "(95% CI: 98.8%; 99.9%)", "(95% CI: 99.4%; 100%)",
          "(95% CI: 99.0%; 99.9%)", "(95% CI: 99.7%; 100%)",
          "(95% CI: 99.6%; 100%)", "(95% CI: 99.8%; 100%)",
          "(95% CI: 99.5%; 99.9%)", "(95% CI: 98.1%; 99.6%)",
          "(95% CI: 99.3%; 100%)", "(95% CI: 98.9%; 99.9%)",
          "(95% CI: 99.1%; 99.9%)", "(95% CI: 98.8%; 99.7%)",
          "(95% CI: 99.3%; 99.9%)", "(95% CI: 98.8%; 99.8%)",
          "(95% CI: 99.6%; 100%)", "(95% CI: 99.4%; 99.7%)",
          "(95% CI: 99.5%; 100%)", "(95% CI: 98.9%; 100%)",
          "(95% CI: 99.4%; 100%)", "(95% CI: 99.2%; 99.8%)",
          "(95% CI: 99.4%; 100%)", "(95% CI: 99.7%; 99.9%)",
          "(95% CI: 98.4%; 99.1%)", "(95% CI: 99.9%; 100%)",
          "(95% CI: 99.9%; 100%)", "(95% CI: 99.6%; 100%)",
          "(95% CI: 99.6%; 100%)", "(95% CI: 99.6%; 100%)",
          "(95% CI: 99.6%; 100%)", "(95% CI: 99.8%; 100%)",
          "(95% CI: 99.8%; 100%)", "(95% CI: 99.8%; 100%)",
          "(95% CI: 99.6%; 99.9%)", "(95% CI: 99.3%; 100%)",
          "(95% CI: 98.7%; 99.9%)", "(95% CI: 98.8%; 99.9%)",
          "(95% CI: 98.9%; 99.7%)", "(95% CI: 99.3%; 100%)",
          "(95% CI: 99.5%; 100%)", "(95% CI: 99.0%; 99.6%)",
          "(95% CI: 98.8%; 99.9%)"),
      npv_string =
        c("99.9% (95% CI: 99.5%; 100%)",
          "99.9% (95% CI: 99.5%; 100%)",
          "100% (95% CI: 99.4%; 100%)",
          "100% (95% CI: 99.8%; 100%)",
          "99.7% (95% CI: 99.1%; 99.9%)",
          "99.7% (95% CI: 99.1%; 99.9%)",
          "99.4% (95% CI: 98.9%; 99.7%)",
          "99.8% (95% CI: 99.4%; 100%)",
          "99.9% (95% CI: 99.5%; 100%)",
          "99.3% (95% CI: 98.4%; 99.7%)",
          "99.8% (95% CI: 99.1%; 100%)",
          "100% (95% CI: 99.4%; 100%)",
          "99.8% (95% CI: 99.1%; 100%)",
          "100% (95% CI: 99.4%; 100%)",
          "100% (95% CI: 99.3%; 100%)",
          "99.5% (95% CI: 98.5%; 99.8%)",
          "100% (95% CI: 99.4%; 100%)",
          "99.5% (95% CI: 98.6%; 99.8%)",
          "100% (95% CI: 99.4%; 100%)",
          "99.8% (95% CI: 99.5%; 99.9%)",
          "99.8% (95% CI: 99.6%; 99.9%)",
          "99.9% (95% CI: 99.7%; 100%)",
          "99.8% (95% CI: 99.0%; 100%)",
          "99.7% (95% CI: 99.5%; 99.8%)",
          "99.9% (95% CI: 99.4%; 100%)",
          "99.5% (95% CI: 98.6%; 99.8%)",
          "99.6% (95% CI: 98.8%; 99.9%)",
          "99.8% (95% CI: 99.4%; 99.9%)",
          "100% (95% CI: 99.7%; 100%)",
          "100% (95% CI: 99.7%; 100%)",
          "99.8% (95% CI: 99.0%; 100%)",
          "100% (95% CI: 99.4%; 100%)",
          "100% (95% CI: 99.2%; 100%)",
          "99.7% (95% CI: 99.3%; 99.8%)",
          "99.8% (95% CI: 99.4%; 100%)",
          "99.6% (95% CI: 99.2%; 99.8%)",
          "99.9% (95% CI: 99.3%; 100%)",
          "99.8% (95% CI: 99.2%; 100%)",
          "100% (95% CI: 99.4%; 100%)",
          "99.7% (95% CI: 99.4%; 99.9%)",
          "100% (95% CI: 99.4%; 100%)",
          "99.8% (95% CI: 99.6%; 99.9%)",
          "100% (95% CI: 99.3%; 100%)",
          "99.7% (95% CI: 98.8%; 99.9%)",
          "99.9% (95% CI: 99.3%; 100%)",
          "99.6% (95% CI: 98.8%; 99.9%)",
          "100% (95% CI: 99.4%; 100%)",
          "99.6% (95% CI: 99.0%; 99.9%)",
          "100% (95% CI: 99.7%; 100%)",
          "100% (95% CI: 99.6%; 100%)",
          "100% (95% CI: 99.8%; 100%)",
          "99.8% (95% CI: 99.5%; 99.9%)",
          "99.1% (95% CI: 98.1%; 99.6%)",
          "100% (95% CI: 99.3%; 100%)",
          "99.6% (95% CI: 98.9%; 99.9%)",
          "99.6% (95% CI: 99.1%; 99.9%)",
          "99.4% (95% CI: 98.8%; 99.7%)",
          "99.8% (95% CI: 99.3%; 99.9%)",
          "99.5% (95% CI: 98.8%; 99.8%)",
          "100% (95% CI: 99.6%; 100%)",
          "99.6% (95% CI: 99.4%; 99.7%)",
          "99.9% (95% CI: 99.5%; 100%)",
          "99.8% (95% CI: 98.9%; 100%)",
          "100% (95% CI: 99.4%; 100%)",
          "99.6% (95% CI: 99.2%; 99.8%)",
          "100% (95% CI: 99.4%; 100%)",
          "99.8% (95% CI: 99.7%; 99.9%)",
          "98.8% (95% CI: 98.4%; 99.1%)",
          "100% (95% CI: 99.9%; 100%)",
          "100% (95% CI: 99.9%; 100%)",
          "100% (95% CI: 99.6%; 100%)",
          "100% (95% CI: 99.6%; 100%)",
          "100% (95% CI: 99.6%; 100%)",
          "100% (95% CI: 99.6%; 100%)",
          "100% (95% CI: 99.8%; 100%)",
          "100% (95% CI: 99.8%; 100%)",
          "100% (95% CI: 99.8%; 100%)",
          "99.8% (95% CI: 99.6%; 99.9%)",
          "100% (95% CI: 99.3%; 100%)",
          "99.6% (95% CI: 98.7%; 99.9%)",
          "99.6% (95% CI: 98.8%; 99.9%)",
          "99.5% (95% CI: 98.9%; 99.7%)",
          "99.9% (95% CI: 99.3%; 100%)",
          "99.9% (95% CI: 99.5%; 100%)",
          "99.4% (95% CI: 99.0%; 99.6%)",
          "99.7% (95% CI: 98.8%; 99.9%)"
        ),
      lr_pos =
        c(246.2, 218.9,
          100, 267.5, 218.1, 216.7,
          162.1, 176.3, 89.6, Inf,
          Inf, Inf, 77.3, 40,
          26.7, 18.7, 80, Inf,
          Inf, 271.2, 676.8, Inf,
          38.7, 1462.1, 147, 71.1,
          24.6, 34.1, Inf, 35.4,
          19.3, 989, 154, 23.4,
          37.9, 126.1, 132.9, 184,
          38.7, 57, 27.7, 41.4,
          Inf, Inf, 270.4, 74.7,
          1028, 22.6, 97, 19.4,
          281.6, 145.2, 33.3, 20,
          Inf, 45.2, Inf, 46.8,
          Inf, Inf, Inf, 165.9,
          279.2, 124, 379.5, 527.2,
          5785.3, 175.1, 113, 75.3,
          915.5, 529.7, 1841, 545.5,
          Inf, 764.5, 509.7, 953.4,
          51, 18.7, 24.9, Inf,
          104, 70.2, 76.2, Inf
        ),
      lr_neg =
        c(0, 0, 0, 0, 0.1,
          0.1, 0.1, 0, 0, 0.1, 0, 0,
          0, 0, 0, 0.1, 0, 0.1, 0, 0,
          0, 0, 0, 0.1, 0, 0.1, 0.1,
          0, 0, 0, 0, 0, 0, 0.1, 0, 0.1,
          0, 0, 0, 0.1, 0, 0, 0, 0.1,
          0, 0.1, 0, 0.1, 0, 0, 0, 0,
          0.2, 0, 0.1, 0.1, 0.1, 0, 0.1,
          0, 0.1, 0, 0, 0, 0.1, 0, 0,
          0.2, 0, 0, 0, 0, 0, 0, 0, 0,
          0, 0, 0, 0.1, 0.1, 0.1, 0,
          0, 0.1, 0.1)),
    row.names =
      c(NA,
        -86L),
    class =
      c("tbl_df", "tbl",
        "data.frame"))