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Commit 97254e2d authored by Yomal-Dulanjana's avatar Yomal-Dulanjana
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ML Update

parent 0f94abec
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Showing with 4005 additions and 3 deletions
ml/inference.py
View file @ 97254e2d
...@@ -47,7 +47,7 @@ diet_plan_mapping = { ...@@ -47,7 +47,7 @@ diet_plan_mapping = {
##################################### LOAD MODELS ######################################### ##################################### LOAD MODELS #########################################
risk_model = tf.keras.models.load_model('weights/risk_prediction.h5') risk_model = tf.keras.models.load_model('weights/future_prediction.h5')
risk_model.compile( risk_model.compile(
optimizer='adam', optimizer='adam',
loss='categorical_crossentropy', loss='categorical_crossentropy',
...@@ -58,7 +58,7 @@ risk_model.compile( ...@@ -58,7 +58,7 @@ risk_model.compile(
tf.keras.metrics.AUC() tf.keras.metrics.AUC()
]) ])
with open('weights/scalar - risk_prediction.pkl', 'rb') as f: with open('weights/scalar_future_prediction.pkl', 'rb') as f:
risk_scalar = pickle.load(f) risk_scalar = pickle.load(f)
...@@ -70,7 +70,7 @@ diet_workout_model.compile( ...@@ -70,7 +70,7 @@ diet_workout_model.compile(
metrics=['accuracy'] metrics=['accuracy']
) )
with open('weights/scalar - diet_workout_prediction.pkl', 'rb') as f: with open('weights/scalar_diet_workout_prediction.pkl', 'rb') as f:
diet_workout_scalar = pickle.load(f) diet_workout_scalar = pickle.load(f)
##################################### PREDICTION ######################################### ##################################### PREDICTION #########################################
......
ml/model/data/augmented_dataset.csv 0 → 100644
View file @ 97254e2d
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ml/model/data/synthetic_dataset.csv 0 → 100644
View file @ 97254e2d
Diabetic,AlcoholLevel,Weight,MRI_Delay,HeartRate,BloodOxygenLevel,BodyTemperature,Dementia
0,0.02,85,8,74,91.4,36.15,0
1,0.03,61,7,74,95.05,36.04,0
1,0.12,85,26,60,97.59,36.24,1
1,0.15,77,25,81,91.02,36.57,1
1,0.31,55,24,89,95.36,37.46,1
0,0.28,96,19,72,97.05,36.07,0
1,0.49,79,28,66,93.8,36.68,1
0,0.19,76,22,77,97.02,37.03,0
0,0.27,81,6,89,93.79,37.48,0
1,0.42,57,8,62,98.05,36.6,0
0,0.46,90,7,91,93.96,37.37,1
0,0.14,81,24,95,95.39,37.12,1
1,0.19,67,17,91,90.91,36.07,0
0,0.32,104,20,64,93.85,36.89,1
1,0.49,51,22,67,96.82,36.81,1
1,0.06,105,6,89,90.03,37.08,1
0,0.26,63,28,100,92.98,36.96,0
0,0.19,70,18,93,99.18,36.9,1
0,0.06,96,29,79,92.39,36.36,0
0,0.37,58,25,94,97.66,36.19,1
0,0.14,104,7,94,97.55,37.03,1
1,0.5,97,15,93,94.51,36.37,0
1,0.02,120,8,97,92.2,36.11,0
0,0.04,54,28,81,90.71,36.36,1
0,0.27,110,8,90,98.07,36.29,0
1,0.18,102,15,63,96.73,37.48,0
0,0.21,93,26,66,92.49,36.29,1
0,0.22,85,15,75,98.74,36.11,0
0,0.33,119,27,60,99.69,37.39,0
0,0.21,111,7,85,99.02,36.25,0
1,0.14,108,10,87,96.97,37.1,1
0,0.1,77,2,97,97.36,36.09,1
0,0.03,111,17,93,91.57,37.44,0
0,0.04,58,22,75,94.04,37.41,0
0,0.31,103,22,97,95.65,36.47,1
0,0.34,90,8,76,93.96,37.01,1
1,0.16,59,1,89,96.21,36.84,0
0,0.27,114,9,68,99.33,37.32,0
1,0.15,106,27,94,97.04,36.92,0
1,0.47,63,29,68,92.64,37.33,0
1,0.15,76,23,81,92.04,36.95,1
1,0.13,56,3,100,94.24,36.42,0
1,0.39,83,6,88,95.52,36.64,0
0,0.05,69,18,62,98.35,36.87,0
1,0.07,89,12,62,98.99,36.32,0
0,0.18,102,20,69,99.26,36.36,0
0,0.44,53,6,81,97.82,36.62,0
1,0.09,63,13,62,98.59,36.33,1
1,0.16,79,8,61,96.6,36.6,1
0,0.48,85,12,92,94,37.47,1
0,0.07,83,6,97,99.63,36.4,0
1,0.18,90,14,98,99.84,36.17,0
1,0.03,105,1,93,99.26,36.81,0
1,0.22,92,20,80,96.63,36.19,1
1,0.34,91,13,78,95.54,36.29,1
0,0.31,88,13,95,98.34,36.46,0
1,0.4,91,15,88,94.42,36.32,1
0,0.33,86,17,100,96.19,36.14,0
1,0.12,75,5,61,90.46,37.48,0
1,0.21,74,23,84,94.94,36.37,0
0,0.39,78,6,93,94.65,36.84,0
1,0.08,109,22,93,99.88,36.89,1
1,0.42,120,15,70,97.44,36.71,1
0,0.42,85,25,93,94.85,36.36,1
0,0.36,80,9,81,93.2,36.81,0
0,0.12,69,23,73,90.64,36.61,1
1,0.04,103,13,97,99.46,36.03,1
1,0.01,95,10,84,98.53,37.43,1
0,0.25,84,14,91,90.29,36.5,1
0,0.42,66,20,94,90.27,36.59,0
0,0.32,67,28,89,91.82,36.39,1
0,0.23,93,25,84,92.78,37.43,1
1,0.42,110,1,94,90.52,37.43,0
0,0.39,55,25,61,99.5,36.3,0
0,0.13,110,22,67,95.64,36.33,1
1,0.09,64,25,70,99.65,36.16,0
1,0.29,98,13,72,90.76,37.04,0
0,0.35,88,28,98,98.06,37.19,0
1,0.27,97,3,92,96.48,36.02,1
1,0.06,96,21,89,97.07,36.65,1
1,0.24,84,11,75,98.31,36.13,1
0,0.38,98,11,61,94.94,36.49,1
0,0.18,83,11,77,98.8,37.05,1
0,0.26,74,3,75,97.2,36.73,0
1,0.33,112,15,61,90.93,36.33,0
1,0.34,97,16,95,95.31,36.64,1
1,0.35,84,10,76,92.31,37.08,1
0,0.37,73,7,73,97.39,36.41,1
0,0.42,87,8,83,91.79,36.02,0
1,0.03,56,18,78,96.97,36.19,1
0,0.44,86,16,90,94.4,36.28,0
1,0.47,111,4,64,94.01,36.11,0
0,0.08,88,3,75,91.18,37.15,0
1,0.23,106,10,97,99.9,36.46,0
0,0.47,76,21,73,92.65,36.12,0
0,0.28,70,1,86,94.51,36.89,1
0,0.12,86,23,89,90.71,36.35,1
0,0.22,119,8,69,99.08,37.24,0
0,0.09,89,20,96,99.21,36.66,1
1,0.35,84,17,94,94.94,36.12,0
1,0.37,82,1,65,92.29,37.01,0
1,0.29,72,16,93,96.52,37.37,0
1,0.32,112,3,90,93.48,36.5,0
0,0.17,113,10,85,98.14,36.83,1
0,0.16,91,4,85,98.65,37.24,0
1,0.21,74,17,83,96.23,36.75,1
0,0.11,120,5,78,94.38,37.05,0
0,0.49,80,23,70,93.11,36.02,1
0,0.12,64,15,67,96.48,36.23,1
1,0.21,111,16,75,94.57,36.22,0
0,0.43,85,25,86,93.4,37.18,1
0,0.15,88,27,97,95.8,36.99,0
1,0.27,94,11,95,97.63,36.57,1
0,0.49,80,19,84,92.34,37.16,0
1,0.37,98,13,69,94.95,36.06,1
0,0.44,106,4,93,99.1,36.02,0
1,0.44,69,3,90,97.82,36.4,1
0,0.43,118,13,80,96.27,37.33,1
0,0.31,80,21,78,99.97,37.12,1
0,0.38,62,15,70,96.94,37.36,0
1,0.4,87,12,83,94.31,36.37,1
0,0.09,60,20,84,96.2,36.36,0
0,0.24,82,15,76,96.67,37.35,1
1,0.34,70,3,88,99.45,37.48,1
1,0.35,108,28,79,91.99,36.58,1
0,0.13,95,19,78,99.93,36.44,1
1,0.01,56,30,98,97.45,37.25,1
0,0.31,95,8,100,91.9,36.38,0
0,0.45,55,10,88,90.33,36.55,0
0,0.46,91,24,86,91.76,36.2,1
1,0.42,82,30,90,99.67,36.44,1
0,0.24,59,5,74,98.6,37.09,1
1,0.05,100,1,76,95.37,36.68,1
1,0.41,97,4,74,94.71,36.93,1
0,0.33,109,30,79,96.49,36.18,0
0,0.16,113,4,66,92.35,36.81,1
1,0.19,119,14,97,97.42,36.23,1
0,0.42,102,9,62,96.9,36.33,1
0,0.43,62,22,83,95.44,37.47,1
0,0.21,74,4,89,90.92,36.32,0
0,0.4,81,5,96,92.05,37.24,0
0,0.41,79,11,69,97.89,36.89,1
0,0.49,119,9,71,91.1,37.3,0
0,0.19,80,19,80,90.16,36.4,0
1,0.27,58,16,88,97.78,36.77,0
1,0.26,55,24,93,93.02,36.97,0
0,0.5,101,14,66,94.9,37.36,0
0,0.17,68,3,68,92.75,36.95,1
1,0.5,117,10,89,95.06,36.65,0
0,0.22,79,14,81,98.27,36.6,0
1,0.22,82,12,69,96.87,36.71,0
0,0.06,62,24,83,98.12,36.83,1
0,0.21,104,28,63,99.68,36.9,1
0,0.29,77,5,90,92.24,36.16,1
0,0.38,78,26,87,98.45,37.46,0
1,0.02,84,23,79,99.22,36.53,0
0,0.29,101,3,69,97.41,37.46,0
0,0.19,108,11,70,93.7,37.08,0
0,0.09,56,22,65,92.72,36.99,1
1,0.21,77,25,92,91.14,36.64,1
1,0.27,89,2,74,93.95,36.9,0
0,0.16,77,25,68,97.64,36.43,0
0,0.25,105,6,68,93.8,37.06,1
0,0.2,55,14,61,94.6,36.12,1
1,0.29,103,10,67,94.05,37.45,0
1,0.42,96,3,87,98.44,36.36,1
0,0.2,89,24,81,92.22,37.17,0
0,0.27,74,29,82,93.51,37.44,0
0,0.06,82,7,71,96.02,37.14,0
0,0.48,113,15,96,97.6,36.67,1
1,0.08,58,16,88,96.31,37.19,0
1,0.26,89,15,88,90.38,36.55,1
0,0.33,61,20,98,95.07,36.69,0
1,0.46,74,11,98,94.76,36.23,0
1,0.06,93,23,65,95.05,36.26,0
1,0.5,117,17,99,91.59,36.56,1
1,0.21,93,22,98,90.52,36.95,1
0,0.17,99,10,76,97.24,36.98,0
1,0.05,68,30,82,93.1,36.98,1
0,0.3,60,10,95,93.77,37.19,0
0,0.33,104,17,83,90.18,36.46,0
1,0.47,112,7,74,100,36.23,1
0,0.26,119,27,93,90.38,36.51,0
1,0.09,73,27,99,98.09,36.25,1
0,0.21,80,15,99,92.85,37.12,1
0,0.27,89,26,90,99.04,36.29,1
1,0.39,98,17,93,94.19,36.24,0
0,0.44,56,21,90,98.74,36.83,0
0,0.15,70,9,88,99.05,36.22,1
0,0.47,78,27,88,98.85,37.4,1
0,0.2,97,8,84,99.95,36.56,0
1,0.47,92,26,69,91.38,36.43,1
0,0.38,110,15,99,90.05,36.12,1
0,0.42,120,24,98,95.28,36.17,1
0,0.16,56,8,86,96.39,36.93,0
0,0.42,113,20,94,90.16,36.77,0
0,0.15,50,20,82,92.41,36.62,0
1,0.04,117,18,92,97.86,36.76,0
1,0.44,55,21,84,99.81,36.38,0
1,0.4,94,8,100,91.04,36.87,1
0,0.03,119,11,71,98.3,37.03,1
0,0.41,58,23,89,90.37,36.3,0
0,0.16,89,17,85,99.89,36.81,1
0,0.38,74,10,82,98.62,36.07,1
1,0.07,97,14,85,97.43,37.34,1
1,0.49,113,23,91,93.67,37.2,1
0,0.37,60,14,98,99.95,36.27,1
1,0.06,91,22,78,93.06,36.9,1
0,0.35,94,15,62,97.27,37.37,1
1,0.32,57,3,100,94.06,36.77,0
0,0.08,106,2,68,90.67,37.17,1
1,0.2,54,20,69,96.79,37.42,1
1,0.38,67,17,83,93.98,36.97,0
0,0.02,73,16,93,93.87,36.84,1
1,0.35,77,20,78,96.94,37.5,0
0,0.08,59,15,71,98.99,36.67,0
1,0.34,58,18,94,92.9,36.45,0
0,0.4,115,8,67,99.85,37.19,0
1,0.02,120,19,83,94.67,37.47,0
0,0.04,100,23,90,95.26,37.15,0
0,0.49,59,15,89,96.8,36.52,0
0,0.22,57,27,67,95.18,36.46,0
1,0.47,78,12,93,98.95,37.27,1
0,0.32,120,9,68,96.25,36.92,0
0,0.3,69,6,99,97.21,36.91,0
0,0.05,83,21,73,97.67,36.62,0
1,0.45,119,10,79,94.83,37.21,1
1,0.23,57,6,88,94.16,36.7,1
0,0.16,90,24,82,99.75,36.2,1
0,0.17,109,4,77,94.5,36.21,0
1,0.47,103,8,70,98.13,37.4,1
0,0.38,113,17,89,94.99,36.46,0
0,0.47,114,15,75,92.15,36.53,0
1,0.25,110,10,94,90.08,36.16,0
1,0.37,101,12,62,94.01,36.86,0
1,0.28,59,13,92,94.5,36.82,0
0,0.49,100,12,81,95.58,36.55,0
0,0.31,101,17,62,90.45,36.21,1
1,0.26,69,20,92,91.4,37.4,1
0,0.2,88,19,81,95.07,36.76,1
1,0.24,52,12,81,96.74,37.47,1
0,0.3,83,21,97,95.78,37.08,1
0,0.27,98,5,75,90.32,37.42,0
0,0.02,90,14,69,94.13,36.31,1
0,0.36,116,7,95,93.25,36.99,1
1,0.48,108,30,94,93.42,36.53,1
1,0.1,81,9,95,92.98,37.41,1
1,0.36,112,11,90,93.49,37.4,1
1,0.07,119,13,85,98.18,37.43,0
1,0.03,60,12,88,96.56,37.12,0
0,0.42,84,30,95,96.96,36.21,0
0,0.03,117,8,100,92.33,36.15,1
1,0.06,67,1,95,99.78,36.24,1
1,0.33,86,11,78,96.46,37.36,0
0,0.27,54,30,71,94.18,37.26,0
1,0.4,73,30,78,98.77,36.01,0
1,0.15,119,17,91,98.89,36.2,1
1,0.1,64,11,70,97.31,36.97,0
0,0.37,87,19,72,91.75,37.28,1
1,0.26,61,13,66,91.85,36.21,1
0,0.01,99,8,88,97.54,37.43,1
0,0.14,96,23,75,90.62,36.18,1
0,0.21,114,30,79,96.9,36.96,1
1,0.31,78,5,90,91.53,37.12,1
1,0.35,110,25,94,98.02,37.24,0
0,0.27,117,23,83,90.78,36.85,0
0,0.29,69,6,80,98.54,36.66,0
1,0.05,115,15,63,94.53,36.77,1
0,0.28,89,24,61,93.96,37.22,0
0,0.03,94,23,64,95.41,36.09,0
1,0.03,102,6,68,97.66,37.47,1
1,0.5,98,15,84,93.76,37.02,0
1,0.07,118,13,93,91.27,37.47,0
0,0.49,109,22,94,94.24,36.57,0
0,0.24,69,9,72,99.37,37.09,0
0,0.41,103,20,61,92.41,36.1,0
1,0.3,56,8,62,94.02,36.35,0
0,0.08,87,8,96,93.19,36.9,1
0,0.16,68,22,93,92.21,36.45,0
0,0.32,104,18,91,90.47,36.52,1
1,0.35,102,5,79,93.76,37.13,1
0,0.43,88,28,69,98.06,37.37,1
1,0.28,67,13,75,92.55,36.5,0
1,0.43,61,18,72,90.52,36.57,0
0,0.1,77,16,73,98.69,36.5,0
0,0.47,65,24,90,99.14,37.04,0
1,0.46,120,11,78,93.81,36.8,1
1,0.14,115,29,91,94.66,37.2,1
1,0.46,97,11,86,90.46,37.3,0
0,0.14,103,10,69,91.96,36.35,0
1,0.28,93,9,91,99.67,36.96,1
1,0.09,95,6,68,97.2,36.73,0
0,0.42,59,27,63,97.64,36.62,0
0,0.36,51,7,92,94.56,36.09,1
1,0.02,118,18,86,90.12,36.79,1
1,0.02,105,26,71,91.07,36.14,0
0,0.1,117,9,82,92.67,36.6,1
1,0.23,81,23,74,93,37.24,0
0,0.06,98,13,95,94.76,36.96,0
0,0.25,105,21,81,95.66,37.29,0
0,0.12,110,9,62,99.24,37.03,1
0,0.1,90,1,73,95.87,37.13,1
0,0.16,80,19,84,96.77,36.81,1
0,0.4,60,17,82,90.54,36.66,0
1,0.31,100,25,80,90.3,36.41,1
1,0.12,120,13,87,91.86,36.88,1
0,0.39,87,26,75,97.13,36.12,0
1,0.36,69,24,84,93.17,36.16,0
1,0.23,84,4,68,90.87,36.65,1
0,0.02,95,18,65,95.97,37.18,1
0,0.15,99,25,65,97.25,36.84,0
0,0.35,71,5,77,93.01,36.74,0
0,0.22,103,10,90,97.83,36.54,0
1,0.3,75,15,66,91.35,36.01,1
1,0.42,98,26,81,94.4,36.65,0
1,0.17,75,16,80,91.78,36.6,1
1,0.37,112,19,75,93.26,36.42,1
1,0.07,75,19,94,91.8,37.15,0
1,0.47,76,15,78,98.31,36.1,1
1,0.08,88,8,76,96.59,37.07,1
0,0.23,111,19,85,95.34,37.39,1
0,0.4,96,23,94,95.94,37.37,0
0,0.33,95,6,99,90.44,37.48,1
1,0.48,105,4,60,90.99,36.33,0
1,0.19,109,25,97,96.9,36.23,0
1,0.06,103,30,65,91.16,37.41,0
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