From d4da9fa7862292227b57334c905878ca0a926f2a Mon Sep 17 00:00:00 2001
From: Joshua Gay <j.gay@ieee.org>
Date: Tue, 14 Sep 2021 03:52:10 -0600
Subject: [PATCH 1/2] remove COMPOSER_code.zip

---
 COMPOSER_code.zip | Bin 323040 -> 0 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 delete mode 100644 COMPOSER_code.zip

diff --git a/COMPOSER_code.zip b/COMPOSER_code.zip
deleted file mode 100644
index 43787b8a909936b9559e5d2852fe93feca6cf53d..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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A(f|Me


From 240016979b4b8f5818f050c826d8ffa4bd534074 Mon Sep 17 00:00:00 2001
From: Joshua Gay <j.gay@ieee.org>
Date: Tue, 14 Sep 2021 03:57:04 -0600
Subject: [PATCH 2/2] add contents of zip file as files in the git tree

---
 demo_code/compute_snoozed_auc.py | 142 +++++++++++++++
 demo_code/demo_data/p00018.csv   |  20 +++
 demo_code/demo_data/p00056.csv   |  21 +++
 demo_code/demo_data/p00062.csv   |  24 +++
 demo_code/demo_data/p00090.csv   |  26 +++
 demo_code/demo_data/p00101.csv   |  21 +++
 demo_code/demo_data/p00104.csv   |  38 ++++
 demo_code/demo_data/p00111.csv   |  87 ++++++++++
 demo_code/demo_data/p00115.csv   |  19 ++
 demo_code/demo_data/p00125.csv   |  21 +++
 demo_code/demo_data/p00140.csv   |  26 +++
 demo_code/demo_data/p00146.csv   |  11 ++
 demo_code/demo_data/p00180.csv   |  53 ++++++
 demo_code/demo_data/p00195.csv   |  24 +++
 demo_code/demo_data/p00212.csv   |  47 +++++
 demo_code/demo_data/p00247.csv   |  19 ++
 demo_code/demo_data/p00261.csv   |  70 ++++++++
 demo_code/demo_data/p00262.csv   |  19 ++
 demo_code/demo_data/p00269.csv   |  44 +++++
 demo_code/demo_data/p00275.csv   |  11 ++
 demo_code/demo_data/p00306.csv   |  26 +++
 demo_code/demo_data/p00318.csv   |  30 ++++
 demo_code/demo_data/p00326.csv   |  48 +++++
 demo_code/demo_data/p00340.csv   |  85 +++++++++
 demo_code/demo_data/p00345.csv   |  36 ++++
 demo_code/demo_data/p00387.csv   |  21 +++
 demo_code/demo_data/p00454.csv   |  41 +++++
 demo_code/demo_data/p00456.csv   |  63 +++++++
 demo_code/demo_data/p00465.csv   |  16 ++
 demo_code/demo_data/p00466.csv   |  33 ++++
 demo_code/demo_data/p00489.csv   |  29 ++++
 demo_code/demo_data/p00491.csv   |  30 ++++
 demo_code/demo_data/p00498.csv   |  43 +++++
 demo_code/demo_data/p00499.csv   |  23 +++
 demo_code/demo_data/p00523.csv   |  27 +++
 demo_code/demo_data/p00526.csv   |  16 ++
 demo_code/demo_data/p00528.csv   |  60 +++++++
 demo_code/demo_data/p00534.csv   |  11 ++
 demo_code/demo_data/p00591.csv   |  22 +++
 demo_code/demo_data/p00593.csv   |  41 +++++
 demo_code/demo_data/p00623.csv   |  31 ++++
 demo_code/demo_data/p00630.csv   |  80 +++++++++
 demo_code/demo_data/p00636.csv   |  53 ++++++
 demo_code/demo_data/p00677.csv   |  24 +++
 demo_code/demo_data/p00707.csv   |  61 +++++++
 demo_code/demo_data/p00718.csv   |  14 ++
 demo_code/demo_data/p00720.csv   |  56 ++++++
 demo_code/demo_data/p00738.csv   |  12 ++
 demo_code/demo_data/p00765.csv   |  17 ++
 demo_code/demo_data/p00766.csv   |  55 ++++++
 demo_code/demo_data/p00770.csv   |  69 ++++++++
 demo_code/demo_data/p00799.csv   |  19 ++
 demo_code/demo_data/p00804.csv   |  22 +++
 demo_code/demo_data/p00807.csv   |  23 +++
 demo_code/demo_data/p00826.csv   |  23 +++
 demo_code/demo_data/p00831.csv   |  29 ++++
 demo_code/demo_data/p00840.csv   |  24 +++
 demo_code/demo_data/p00865.csv   |  50 ++++++
 demo_code/demo_data/p00906.csv   |  42 +++++
 demo_code/demo_data/p00911.csv   |  28 +++
 demo_code/demo_data/p00917.csv   |  21 +++
 demo_code/demo_data/p00923.csv   |  25 +++
 demo_code/demo_data/p00926.csv   |  17 ++
 demo_code/demo_data/p00941.csv   |  18 ++
 demo_code/demo_data/p00947.csv   |  61 +++++++
 demo_code/demo_data/p00972.csv   |  27 +++
 demo_code/demo_data/p00980.csv   |  17 ++
 demo_code/demo_data/p01011.csv   |  92 ++++++++++
 demo_code/demo_data/p01017.csv   |  19 ++
 demo_code/demo_data/p01026.csv   |  19 ++
 demo_code/demo_data/p01048.csv   |  37 ++++
 demo_code/demo_data/p01069.csv   |  19 ++
 demo_code/demo_data/p01077.csv   |  45 +++++
 demo_code/demo_data/p01080.csv   |  40 +++++
 demo_code/demo_data/p01087.csv   |  25 +++
 demo_code/demo_data/p01088.csv   |  42 +++++
 demo_code/demo_data/p01111.csv   |  39 +++++
 demo_code/demo_data/p01127.csv   |  40 +++++
 demo_code/demo_data/p01143.csv   |  20 +++
 demo_code/demo_data/p01148.csv   |  73 ++++++++
 demo_code/demo_data/p01150.csv   |  39 +++++
 demo_code/demo_data/p01155.csv   |  51 ++++++
 demo_code/demo_data/p01160.csv   |  46 +++++
 demo_code/demo_data/p01165.csv   |  16 ++
 demo_code/demo_data/p01194.csv   |   9 +
 demo_code/demo_data/p01222.csv   |  16 ++
 demo_code/demo_data/p01247.csv   |  10 ++
 demo_code/demo_data/p01252.csv   |  12 ++
 demo_code/demo_data/p01270.csv   |   8 +
 demo_code/demo_data/p01331.csv   |  11 ++
 demo_code/demo_data/p01340.csv   |  53 ++++++
 demo_code/demo_data/p01363.csv   |  19 ++
 demo_code/demo_data/p01387.csv   |  21 +++
 demo_code/demo_data/p01418.csv   |  28 +++
 demo_code/demo_data/p01435.csv   |  32 ++++
 demo_code/demo_data/p01437.csv   |  11 ++
 demo_code/demo_data/p01439.csv   |  20 +++
 demo_code/demo_data/p01451.csv   |  42 +++++
 demo_code/demo_data/p01465.csv   |  36 ++++
 demo_code/demo_data/p01467.csv   |  18 ++
 demo_code/demo_data/p01476.csv   |  23 +++
 demo_code/demo_data/p01508.csv   |  72 ++++++++
 demo_code/demo_data/p01527.csv   |  71 ++++++++
 demo_code/demo_data/p01557.csv   |  16 ++
 demo_code/demo_data/p01558.csv   |  50 ++++++
 demo_code/demo_data/p01567.csv   |  27 +++
 demo_code/demo_data/p01615.csv   |  17 ++
 demo_code/demo_data/p01620.csv   |  22 +++
 demo_code/demo_data/p01632.csv   |  27 +++
 demo_code/demo_data/p01652.csv   |  36 ++++
 demo_code/demo_data/p01662.csv   |  42 +++++
 demo_code/demo_data/p01726.csv   |  21 +++
 demo_code/demo_data/p01762.csv   |  48 +++++
 demo_code/demo_data/p01771.csv   |  16 ++
 demo_code/demo_data/p01810.csv   |  63 +++++++
 demo_code/demo_data/p01811.csv   |  20 +++
 demo_code/demo_data/p01819.csv   |  56 ++++++
 demo_code/demo_data/p01842.csv   |  34 ++++
 demo_code/demo_data/p01864.csv   |  41 +++++
 demo_code/demo_data/p01886.csv   |  47 +++++
 demo_code/demo_data/p01892.csv   |  20 +++
 demo_code/demo_data/p01909.csv   |  73 ++++++++
 demo_code/demo_data/p01912.csv   |  52 ++++++
 demo_code/demo_data/p01952.csv   |  67 +++++++
 demo_code/demo_data/p01971.csv   |  25 +++
 demo_code/demo_data/p01987.csv   |  28 +++
 demo_code/demo_data/p02004.csv   |  84 +++++++++
 demo_code/demo_data/p02053.csv   |  42 +++++
 demo_code/demo_data/p02055.csv   |  13 ++
 demo_code/demo_data/p02070.csv   |  60 +++++++
 demo_code/demo_data/p02167.csv   |  49 ++++++
 demo_code/demo_data/p02193.csv   |  24 +++
 demo_code/demo_data/p02205.csv   |  11 ++
 demo_code/demo_data/p02239.csv   |  13 ++
 demo_code/demo_data/p02248.csv   |  29 ++++
 demo_code/demo_data/p02256.csv   |  24 +++
 demo_code/demo_data/p02278.csv   |  15 ++
 demo_code/demo_data/p02291.csv   |  15 ++
 demo_code/demo_data/p02300.csv   |  36 ++++
 demo_code/demo_data/p02305.csv   |  16 ++
 demo_code/demo_data/p02336.csv   |  16 ++
 demo_code/demo_data/p02342.csv   |  11 ++
 demo_code/demo_data/p02378.csv   |  90 ++++++++++
 demo_code/demo_data/p02430.csv   |  20 +++
 demo_code/demo_data/p02472.csv   |  27 +++
 demo_code/demo_data/p02487.csv   |  20 +++
 demo_code/demo_data/p02502.csv   |  55 ++++++
 demo_code/demo_data/p02529.csv   |  30 ++++
 demo_code/demo_data/p02549.csv   |  26 +++
 demo_code/demo_data/p02573.csv   |  34 ++++
 demo_code/demo_data/p02576.csv   |  27 +++
 demo_code/demo_data/p02600.csv   |  47 +++++
 demo_code/demo_data/p02608.csv   |  20 +++
 demo_code/demo_data/p02648.csv   |  11 ++
 demo_code/demo_data/p02661.csv   |  50 ++++++
 demo_code/demo_data/p02680.csv   |  29 ++++
 demo_code/demo_data/p02695.csv   |  42 +++++
 demo_code/demo_data/p02725.csv   |  53 ++++++
 demo_code/demo_data/p02732.csv   |  29 ++++
 demo_code/demo_data/p02750.csv   |  42 +++++
 demo_code/demo_data/p02757.csv   |  35 ++++
 demo_code/demo_data/p02798.csv   |  13 ++
 demo_code/demo_data/p02807.csv   |  32 ++++
 demo_code/demo_data/p02823.csv   |  79 +++++++++
 demo_code/demo_data/p02826.csv   |  14 ++
 demo_code/demo_data/p02845.csv   |  22 +++
 demo_code/demo_data/p02855.csv   |  62 +++++++
 demo_code/demo_data/p02870.csv   |  91 ++++++++++
 demo_code/demo_data/p02897.csv   |  18 ++
 demo_code/demo_data/p02909.csv   |  37 ++++
 demo_code/demo_data/p02924.csv   |  36 ++++
 demo_code/demo_data/p02928.csv   |  22 +++
 demo_code/demo_data/p02934.csv   |  69 ++++++++
 demo_code/demo_data/p02937.csv   |  24 +++
 demo_code/demo_data/p02943.csv   |  28 +++
 demo_code/demo_data/p02945.csv   |  57 ++++++
 demo_code/demo_data/p02966.csv   |  36 ++++
 demo_code/demo_data/p02985.csv   |  24 +++
 demo_code/demo_data/p02992.csv   |  14 ++
 demo_code/demo_data/p03000.csv   |  31 ++++
 demo_code/demo_data/p03018.csv   |  44 +++++
 demo_code/demo_data/p03032.csv   |  15 ++
 demo_code/demo_data/p03043.csv   |  41 +++++
 demo_code/demo_data/p03063.csv   |  27 +++
 demo_code/demo_data/p03064.csv   |  38 ++++
 demo_code/demo_data/p03103.csv   |  89 ++++++++++
 demo_code/demo_data/p03143.csv   |  28 +++
 demo_code/demo_data/p03148.csv   |  10 ++
 demo_code/demo_data/p03155.csv   |  36 ++++
 demo_code/demo_data/p03186.csv   |   9 +
 demo_code/demo_data/p03214.csv   |   8 +
 demo_code/demo_data/p03238.csv   |  61 +++++++
 demo_code/demo_data/p03241.csv   |  43 +++++
 demo_code/demo_data/p03244.csv   |  14 ++
 demo_code/demo_data/p03255.csv   |  15 ++
 demo_code/demo_data/p03263.csv   |  67 +++++++
 demo_code/demo_data/p03277.csv   |  26 +++
 demo_code/demo_data/p03284.csv   |  21 +++
 demo_code/demo_data/p03297.csv   |  17 ++
 demo_code/demo_data/p03301.csv   |  12 ++
 demo_code/demo_data/p03312.csv   |   8 +
 demo_code/demo_data/p03314.csv   |  52 ++++++
 demo_code/demo_data/p03370.csv   |  14 ++
 demo_code/demo_data/p03395.csv   |  43 +++++
 demo_code/demo_data/p03396.csv   |  20 +++
 demo_code/demo_data/p03425.csv   |  28 +++
 demo_code/demo_data/p03438.csv   |  22 +++
 demo_code/demo_data/p03441.csv   |  19 ++
 demo_code/demo_data/p03456.csv   |  15 ++
 demo_code/demo_data/p03460.csv   |  93 ++++++++++
 demo_code/demo_data/p03465.csv   |  19 ++
 demo_code/demo_data/p03470.csv   |  30 ++++
 demo_code/demo_data/p03477.csv   |  30 ++++
 demo_code/demo_data/p03483.csv   |  62 +++++++
 demo_code/demo_data/p03502.csv   |  43 +++++
 demo_code/demo_data/p03508.csv   |  13 ++
 demo_code/demo_data/p03516.csv   |  31 ++++
 demo_code/demo_data/p03522.csv   |  24 +++
 demo_code/demo_data/p03544.csv   |  71 ++++++++
 demo_code/demo_data/p03547.csv   |  50 ++++++
 demo_code/demo_data/p03550.csv   |  90 ++++++++++
 demo_code/demo_data/p03563.csv   |  14 ++
 demo_code/demo_data/p03570.csv   |  28 +++
 demo_code/demo_data/p03592.csv   |  21 +++
 demo_code/demo_data/p03635.csv   |  49 ++++++
 demo_code/demo_data/p03666.csv   |  41 +++++
 demo_code/demo_data/p03785.csv   |  79 +++++++++
 demo_code/demo_data/p03831.csv   |  15 ++
 demo_code/demo_data/p03859.csv   |  41 +++++
 demo_code/demo_data/p03890.csv   |  78 +++++++++
 demo_code/demo_data/p03892.csv   |  35 ++++
 demo_code/demo_data/p03898.csv   |  38 ++++
 demo_code/demo_data/p03900.csv   |  51 ++++++
 demo_code/demo_data/p03903.csv   |  19 ++
 demo_code/demo_data/p03932.csv   |  11 ++
 demo_code/demo_data/p03961.csv   |  23 +++
 demo_code/demo_data/p03963.csv   |  48 +++++
 demo_code/demo_data/p03973.csv   |  68 ++++++++
 demo_code/demo_data/p04056.csv   |   9 +
 demo_code/demo_data/p04099.csv   |  20 +++
 demo_code/demo_data/p04123.csv   |  40 +++++
 demo_code/demo_data/p04140.csv   |  26 +++
 demo_code/demo_data/p04167.csv   |  14 ++
 demo_code/demo_data/p04230.csv   |  45 +++++
 demo_code/demo_data/p04242.csv   |  23 +++
 demo_code/demo_data/p04247.csv   |  39 +++++
 demo_code/demo_data/p04256.csv   |   9 +
 demo_code/demo_data/p04261.csv   |  90 ++++++++++
 demo_code/demo_data/p04276.csv   |  26 +++
 demo_code/demo_data/p04296.csv   |  15 ++
 demo_code/demo_data/p04313.csv   |  44 +++++
 demo_code/demo_data/p04324.csv   |  45 +++++
 demo_code/demo_data/p04355.csv   |  81 +++++++++
 demo_code/demo_data/p04368.csv   |  72 ++++++++
 demo_code/demo_data/p04370.csv   |  47 +++++
 demo_code/demo_data/p04404.csv   |  41 +++++
 demo_code/demo_data/p04442.csv   |  19 ++
 demo_code/demo_data/p04459.csv   |  30 ++++
 demo_code/demo_data/p04465.csv   |  64 +++++++
 demo_code/demo_data/p04526.csv   |  62 +++++++
 demo_code/demo_data/p04532.csv   |  16 ++
 demo_code/demo_data/p04536.csv   |  19 ++
 demo_code/demo_data/p04544.csv   |  16 ++
 demo_code/demo_data/p04545.csv   |  12 ++
 demo_code/demo_data/p04554.csv   |  20 +++
 demo_code/demo_data/p04583.csv   |  63 +++++++
 demo_code/demo_data/p04604.csv   |  32 ++++
 demo_code/demo_data/p04611.csv   |  26 +++
 demo_code/demo_data/p04639.csv   |  14 ++
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 demo_code/demo_data/p04845.csv   |  44 +++++
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 demo_code/demo_data/p04961.csv   |  36 ++++
 demo_code/demo_data/p04964.csv   |  35 ++++
 demo_code/demo_data/p05001.csv   |  63 +++++++
 demo_code/demo_data/p05007.csv   |  18 ++
 demo_code/demo_data/p05020.csv   |  92 ++++++++++
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 demo_code/demo_data/p05127.csv   |  13 ++
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 demo_code/demo_data/p05435.csv   |  12 ++
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 demo_code/demo_data/p05898.csv   |  19 ++
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 demo_code/demo_data/p06413.csv   |  10 ++
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diff --git a/demo_code/compute_snoozed_auc.py b/demo_code/compute_snoozed_auc.py
new file mode 100644
index 0000000..41fc601
--- /dev/null
+++ b/demo_code/compute_snoozed_auc.py
@@ -0,0 +1,142 @@
+# Copyright 2021
+# Supreeth P. Shashikumar <spshashikumar@health.ucsd.edu>
+# Shamim Nemati <snemati@health.ucsd.edu>
+# Revision: 1.1 Date: 08/03/2021
+
+import numpy as np
+
+def compute_confusion_matrix_per_patient(labels, predictions, threshold, seqLength, includeMaskPerPatient, false_positive_prediction_horizon = 44, snooze_length = 6):   
+    # Fill-in confusion matrix.
+    tp = 0
+    fp = 0
+    fn = 0
+    tn = 0
+
+    tp_modified = 0
+    fp_modified = 0
+
+    snooze = 0
+    
+    for t in range(seqLength):       
+        # Only check labels and predictions when not snoozed.
+        if snooze == 0:           
+            if includeMaskPerPatient[t]==1:
+                label = labels[t] == 1
+                prediction = predictions[t] >= threshold 
+           
+                # Is there a positive label within the horizon?
+                label_horizon = np.any(labels[t:min(seqLength, t+false_positive_prediction_horizon+1)])
+
+                if label_horizon and prediction:
+                    tp += 1
+                elif not label_horizon and prediction:
+                    fp += 1
+                elif label and not prediction:
+                    fn += 1
+                elif not label and not prediction:
+                    tn += 1
+
+                if prediction:
+                    snooze = snooze_length
+                
+        else:
+            snooze -= 1
+            
+    return tp, fp, fn, tn
+
+
+def compute_snoozed_auc(labels, predictions,  seqLength, includeMaskPerPatient, false_positive_prediction_horizon=44, snooze_length = 6, num_thresholds = 500):
+    # Check input for errors.
+    if len(labels) != len(predictions):
+        raise Exception('Numbers of labels and predictions must be equal.')
+    if any(len(X) != len(Y) for X, Y in zip(labels, predictions)):
+        raise Exception('Numbers of labels and predictions must be equal for all samples.')
+    if any(not (x == 0 or x == 1) for X in labels for x in X):
+        raise Exception('Labels must be binary.')
+    if any(not (0 <= y <= 1) for Y in predictions for y in Y):
+        raise Exception('Predictions must be between 0 and 1, inclusive.')
+
+    # Find prediction thresholds.
+    #num_cohorts = len(labels)
+    sorted_predictions = [np.unique(Y) for Y in predictions]
+
+    if not num_thresholds:
+        thresholds = np.unique(np.concatenate(sorted_predictions))[::-1]
+    else:
+        percentiles = np.linspace(0, 100, num_thresholds)
+        thresholds = np.unique(np.percentile(np.concatenate(sorted_predictions), percentiles, interpolation='nearest'))[::-1]
+
+    if thresholds[0] != 1:
+        thresholds = np.insert(thresholds, 0, 1)
+    if thresholds[-1] == 0:
+        thresholds = thresholds[:-1]
+    num_thresholds = len(thresholds)
+    
+    num_patients = labels.shape[0]
+
+    # Populate confusion matrix for each prediction threshold.
+    sample_tp = np.zeros(num_patients)
+    sample_fp = np.zeros(num_patients)
+    sample_fn = np.zeros(num_patients)
+    sample_tn = np.zeros(num_patients)
+    sample_indices = -np.ones(num_patients, dtype=np.int)
+
+    tp = np.zeros(num_thresholds)
+    fp = np.zeros(num_thresholds)
+    fn = np.zeros(num_thresholds)
+    tn = np.zeros(num_thresholds)
+
+    for i in range(num_thresholds):
+        for j in range(num_patients):
+            k = np.searchsorted(sorted_predictions[j], thresholds[i])
+            if k != sample_indices[j]:
+                a, b, c, d = compute_confusion_matrix_per_patient(labels[j], predictions[j], thresholds[i], seqLength[j], includeMaskPerPatient[j], false_positive_prediction_horizon, snooze_length)
+                sample_tp[j] = a
+                sample_fp[j] = b
+                sample_fn[j] = c
+                sample_tn[j] = d
+                sample_indices[j] = k
+
+            tp[i] += sample_tp[j]
+            fp[i] += sample_fp[j]
+            fn[i] += sample_fn[j]
+            tn[i] += sample_tn[j]
+
+    tpr = np.zeros(num_thresholds)
+    tnr = np.zeros(num_thresholds)
+    ppv = np.zeros(num_thresholds)
+    npv = np.zeros(num_thresholds)
+
+    for i in range(num_thresholds):
+        if tp[i] + fn[i]:
+            tpr[i] = tp[i] / (tp[i] + fn[i])
+        else:
+            tpr[i] = 1
+        if fp[i] + tn[i]:
+            tnr[i] = tn[i] / (fp[i] + tn[i])
+        else:
+            tpr[i] = 0
+        if tp[i] + fp[i]:
+            ppv[i] = tp[i] / (tp[i] + fp[i])
+        else:
+            ppv[i] = 1
+        
+        if fn[i] + tn[i]:
+            npv[i] = tn[i] / (fn[i] + tn[i])
+        else:
+            npv[i] = 0
+
+    # Compute AUROC as the area under a piecewise linear function of TPR
+    # (x-axis) and FPR (y-axis) and AUPRC as the area under a piecewise linear
+    # function of recall (x-axis) and precision (y-axis).
+    auroc = 0
+    auprc = 0
+    auprc_modified = 0
+    for i in range(num_thresholds - 1):
+        auroc += 0.5 * (tpr[i + 1] - tpr[i]) * (tnr[i + 1] + tnr[i])
+        auprc += (tpr[i + 1] - tpr[i]) * (ppv[i + 1])
+
+#     for i in range(num_thresholds):
+#         print(i, thresholds[i], tp[i], fp[i], fn[i], tn[i])
+
+    return auroc, auprc, tpr, tnr, fp, ppv, thresholds, npv
diff --git a/demo_code/demo_data/p00018.csv b/demo_code/demo_data/p00018.csv
new file mode 100644
index 0000000..26f2c81
--- /dev/null
+++ b/demo_code/demo_data/p00018.csv
@@ -0,0 +1,20 @@
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diff --git a/demo_code/demo_data/p00056.csv b/demo_code/demo_data/p00056.csv
new file mode 100644
index 0000000..2a75503
--- /dev/null
+++ b/demo_code/demo_data/p00056.csv
@@ -0,0 +1,21 @@
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diff --git a/demo_code/demo_data/p00062.csv b/demo_code/demo_data/p00062.csv
new file mode 100644
index 0000000..e1bfdc0
--- /dev/null
+++ b/demo_code/demo_data/p00062.csv
@@ -0,0 +1,24 @@
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diff --git a/demo_code/demo_data/p00090.csv b/demo_code/demo_data/p00090.csv
new file mode 100644
index 0000000..064475d
--- /dev/null
+++ b/demo_code/demo_data/p00090.csv
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diff --git a/demo_code/demo_data/p00101.csv b/demo_code/demo_data/p00101.csv
new file mode 100644
index 0000000..4ae87b6
--- /dev/null
+++ b/demo_code/demo_data/p00101.csv
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diff --git a/demo_code/demo_data/p00104.csv b/demo_code/demo_data/p00104.csv
new file mode 100644
index 0000000..63e91e2
--- /dev/null
+++ b/demo_code/demo_data/p00104.csv
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new file mode 100644
index 0000000..f66b9c8
--- /dev/null
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diff --git a/demo_code/demo_data/p00115.csv b/demo_code/demo_data/p00115.csv
new file mode 100644
index 0000000..32d1f17
--- /dev/null
+++ b/demo_code/demo_data/p00115.csv
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new file mode 100644
index 0000000..8124794
--- /dev/null
+++ b/demo_code/demo_data/p00125.csv
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new file mode 100644
index 0000000..7a75223
--- /dev/null
+++ b/demo_code/demo_data/p00140.csv
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diff --git a/demo_code/demo_data/p08161.csv b/demo_code/demo_data/p08161.csv
new file mode 100644
index 0000000..b3c4e37
--- /dev/null
+++ b/demo_code/demo_data/p08161.csv
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diff --git a/demo_code/demo_data/p08191.csv b/demo_code/demo_data/p08191.csv
new file mode 100644
index 0000000..d34f715
--- /dev/null
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new file mode 100644
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--- /dev/null
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new file mode 100644
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--- /dev/null
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diff --git a/demo_code/demo_data/p09523.csv b/demo_code/demo_data/p09523.csv
new file mode 100644
index 0000000..c7e6334
--- /dev/null
+++ b/demo_code/demo_data/p09523.csv
@@ -0,0 +1,15 @@
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diff --git a/demo_code/demo_data/p09572.csv b/demo_code/demo_data/p09572.csv
new file mode 100644
index 0000000..ec14cf6
--- /dev/null
+++ b/demo_code/demo_data/p09572.csv
@@ -0,0 +1,10 @@
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diff --git a/demo_code/demo_data/p09580.csv b/demo_code/demo_data/p09580.csv
new file mode 100644
index 0000000..d21952c
--- /dev/null
+++ b/demo_code/demo_data/p09580.csv
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diff --git a/demo_code/demo_data/p09588.csv b/demo_code/demo_data/p09588.csv
new file mode 100644
index 0000000..12b4978
--- /dev/null
+++ b/demo_code/demo_data/p09588.csv
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diff --git a/demo_code/eval_COMPOSER.py b/demo_code/eval_COMPOSER.py
new file mode 100644
index 0000000..7cfc3c0
--- /dev/null
+++ b/demo_code/eval_COMPOSER.py
@@ -0,0 +1,82 @@
+# Code accompanying the manuscript 'COMPOSER - Development and Validation of a Generalizable Model for Early Prediction of Sepsis'
+# Copyright 2021
+# Supreeth P. Shashikumar <spshashikumar@health.ucsd.edu>
+# Shamim Nemati <snemati@health.ucsd.edu>
+# Revision: 1.1 Date: 08/03/2021
+
+import numpy as np
+import pandas as pd
+
+from os import listdir
+from os.path import isfile, join
+
+import compute_snoozed_auc as snoozed_auc
+
+# Directory that holds the sample files
+baseDir = './demo_data/'
+
+# Get the names of all the files in baseDir
+fileList = [f for f in listdir(baseDir) if isfile(join(baseDir, f))]
+
+N = len(fileList)
+
+# Initialize the mask variable that will store the output of conformal prediction
+# Mask of 0 corresponds to rejection by the conformal predictor
+includeMaskPerPatient = 100*np.ones((N, 340), dtype = np.int32)
+# Output risk score
+SepsisPredScore = np.zeros((N, 340))
+# Ground truth label
+outcomePerPatient = np.zeros((N, 340))
+# Record length
+seqLength = np.zeros((N), dtype = np.int32)
+
+# Loop through every .csv file and load data
+for i in range(N):
+    data_csv = (pd.read_csv(baseDir + fileList[i], header = None)).values
+    lengthRecord = data_csv.shape[0]
+    SepsisPredScore[i, 0:lengthRecord] = data_csv[:,0]
+    includeMaskPerPatient[i, 0:lengthRecord] = data_csv[:,1]
+    outcomePerPatient[i, 0:lengthRecord] = data_csv[:,2]
+    seqLength[i] = lengthRecord
+
+pTestClass = np.zeros((N))
+for i in range(N):
+    pTestClass[i] = int(np.any(outcomePerPatient[i]))
+
+sepIndx = np.where(pTestClass==1)[0]
+
+# Compute the AUC
+auc, aucpr, tpr, tnr, fp, ppv, T, npv = snoozed_auc.compute_snoozed_auc(outcomePerPatient, SepsisPredScore, seqLength, includeMaskPerPatient) 
+
+# Compute stats for a fixed decision threshold
+threshold = 0.5617759227752686
+
+tp = 0.
+fp = 0.
+fn = 0.
+tn = 0.
+
+tp_perPatient = 0.
+
+for i in range(N):
+    a, b, c, d = snoozed_auc.compute_confusion_matrix_per_patient(outcomePerPatient[i], SepsisPredScore[i], threshold, seqLength[i], includeMaskPerPatient[i])
+    tp += a
+    fp += b
+    fn += c
+    tn += d
+
+    if a>0:
+        tp_perPatient +=1
+
+TPR = tp/(tp+fn)
+TNR = tn/(fp+tn)
+PPV = tp/(tp+fp)
+NPV = tn/(tn+fn)
+DOR = tp * tn / (fp * fn)
+DOR_std = np.exp(1.96*np.sqrt(1/tp + 1/fn + 1/fp + 1/tn))
+
+TPR_eff = tp_perPatient/(sepIndx.shape[0])
+
+print "Total Patients: ", N, "Septic Patients: ", sepIndx.shape[0]
+
+print "AUC: ", auc, "TPR: ", TPR, "SPC: ", TNR, "PPV: ", PPV, "NPV: ", NPV, "TPR_perPatient: ", TPR_eff, "DOR: ", DOR, "DOR_std: ", DOR_std, "#FP: ", fp
diff --git a/demo_code/readme.txt b/demo_code/readme.txt
new file mode 100644
index 0000000..7c618c0
--- /dev/null
+++ b/demo_code/readme.txt
@@ -0,0 +1,8 @@
+1) A sample dataset of 500 patients is available in the folder 'demo_data'
+2) Each csv file corresponds to one ICU stay of a patient, and contains the predicted risk score from the COMPOSER model, a mask indicating the output from conformal predictor, and the ground truth label.
+3) The python code 'eval_COMPOSER.py' reads in the the sample csv files from the folder 'demo_data' and computes/print the Area Under the Curve (AUC), and other performance metrics.
+4) The code 'eval_COMPOSER.py' should take about 30s-1 minute to run on a normal PC.
+4) Required software: 
+    python 2.7+
+    numpy - pip install numpy
+    pandas - pip install pandas