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|---|---|---|
| @@ -0,0 +1,14 @@ | ||
| age | ||
| sex | ||
| cp | ||
| trtbps | ||
| chol | ||
| fbs | ||
| restecg | ||
| thalachh | ||
| exng | ||
| oldpeak | ||
| slp | ||
| caa | ||
| thall | ||
| o2Saturation |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,304 @@ | ||
| age,sex,cp,trtbps,chol,fbs,restecg,thalachh,exng,oldpeak,slp,caa,thall,output | ||
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| 55,1,0,160,289,0,0,145,1,0.8,1,1,3,0 | ||
| 64,1,0,120,246,0,0,96,1,2.2,0,1,2,0 | ||
| 70,1,0,130,322,0,0,109,0,2.4,1,3,2,0 | ||
| 51,1,0,140,299,0,1,173,1,1.6,2,0,3,0 | ||
| 58,1,0,125,300,0,0,171,0,0,2,2,3,0 | ||
| 60,1,0,140,293,0,0,170,0,1.2,1,2,3,0 | ||
| 77,1,0,125,304,0,0,162,1,0,2,3,2,0 | ||
| 35,1,0,126,282,0,0,156,1,0,2,0,3,0 | ||
| 70,1,2,160,269,0,1,112,1,2.9,1,1,3,0 | ||
| 59,0,0,174,249,0,1,143,1,0,1,0,2,0 | ||
| 64,1,0,145,212,0,0,132,0,2,1,2,1,0 | ||
| 57,1,0,152,274,0,1,88,1,1.2,1,1,3,0 | ||
| 56,1,0,132,184,0,0,105,1,2.1,1,1,1,0 | ||
| 48,1,0,124,274,0,0,166,0,0.5,1,0,3,0 | ||
| 56,0,0,134,409,0,0,150,1,1.9,1,2,3,0 | ||
| 66,1,1,160,246,0,1,120,1,0,1,3,1,0 | ||
| 54,1,1,192,283,0,0,195,0,0,2,1,3,0 | ||
| 69,1,2,140,254,0,0,146,0,2,1,3,3,0 | ||
| 51,1,0,140,298,0,1,122,1,4.2,1,3,3,0 | ||
| 43,1,0,132,247,1,0,143,1,0.1,1,4,3,0 | ||
| 62,0,0,138,294,1,1,106,0,1.9,1,3,2,0 | ||
| 67,1,0,100,299,0,0,125,1,0.9,1,2,2,0 | ||
| 59,1,3,160,273,0,0,125,0,0,2,0,2,0 | ||
| 45,1,0,142,309,0,0,147,1,0,1,3,3,0 | ||
| 58,1,0,128,259,0,0,130,1,3,1,2,3,0 | ||
| 50,1,0,144,200,0,0,126,1,0.9,1,0,3,0 | ||
| 62,0,0,150,244,0,1,154,1,1.4,1,0,2,0 | ||
| 38,1,3,120,231,0,1,182,1,3.8,1,0,3,0 | ||
| 66,0,0,178,228,1,1,165,1,1,1,2,3,0 | ||
| 52,1,0,112,230,0,1,160,0,0,2,1,2,0 | ||
| 53,1,0,123,282,0,1,95,1,2,1,2,3,0 | ||
| 63,0,0,108,269,0,1,169,1,1.8,1,2,2,0 | ||
| 54,1,0,110,206,0,0,108,1,0,1,1,2,0 | ||
| 66,1,0,112,212,0,0,132,1,0.1,2,1,2,0 | ||
| 55,0,0,180,327,0,2,117,1,3.4,1,0,2,0 | ||
| 49,1,2,118,149,0,0,126,0,0.8,2,3,2,0 | ||
| 54,1,0,122,286,0,0,116,1,3.2,1,2,2,0 | ||
| 56,1,0,130,283,1,0,103,1,1.6,0,0,3,0 | ||
| 46,1,0,120,249,0,0,144,0,0.8,2,0,3,0 | ||
| 61,1,3,134,234,0,1,145,0,2.6,1,2,2,0 | ||
| 67,1,0,120,237,0,1,71,0,1,1,0,2,0 | ||
| 58,1,0,100,234,0,1,156,0,0.1,2,1,3,0 | ||
| 47,1,0,110,275,0,0,118,1,1,1,1,2,0 | ||
| 52,1,0,125,212,0,1,168,0,1,2,2,3,0 | ||
| 58,1,0,146,218,0,1,105,0,2,1,1,3,0 | ||
| 57,1,1,124,261,0,1,141,0,0.3,2,0,3,0 | ||
| 58,0,1,136,319,1,0,152,0,0,2,2,2,0 | ||
| 61,1,0,138,166,0,0,125,1,3.6,1,1,2,0 | ||
| 42,1,0,136,315,0,1,125,1,1.8,1,0,1,0 | ||
| 52,1,0,128,204,1,1,156,1,1,1,0,0,0 | ||
| 59,1,2,126,218,1,1,134,0,2.2,1,1,1,0 | ||
| 40,1,0,152,223,0,1,181,0,0,2,0,3,0 | ||
| 61,1,0,140,207,0,0,138,1,1.9,2,1,3,0 | ||
| 46,1,0,140,311,0,1,120,1,1.8,1,2,3,0 | ||
| 59,1,3,134,204,0,1,162,0,0.8,2,2,2,0 | ||
| 57,1,1,154,232,0,0,164,0,0,2,1,2,0 | ||
| 57,1,0,110,335,0,1,143,1,3,1,1,3,0 | ||
| 55,0,0,128,205,0,2,130,1,2,1,1,3,0 | ||
| 61,1,0,148,203,0,1,161,0,0,2,1,3,0 | ||
| 58,1,0,114,318,0,2,140,0,4.4,0,3,1,0 | ||
| 58,0,0,170,225,1,0,146,1,2.8,1,2,1,0 | ||
| 67,1,2,152,212,0,0,150,0,0.8,1,0,3,0 | ||
| 44,1,0,120,169,0,1,144,1,2.8,0,0,1,0 | ||
| 63,1,0,140,187,0,0,144,1,4,2,2,3,0 | ||
| 63,0,0,124,197,0,1,136,1,0,1,0,2,0 | ||
| 59,1,0,164,176,1,0,90,0,1,1,2,1,0 | ||
| 57,0,0,140,241,0,1,123,1,0.2,1,0,3,0 | ||
| 45,1,3,110,264,0,1,132,0,1.2,1,0,3,0 | ||
| 68,1,0,144,193,1,1,141,0,3.4,1,2,3,0 | ||
| 57,1,0,130,131,0,1,115,1,1.2,1,1,3,0 | ||
| 57,0,1,130,236,0,0,174,0,0,1,1,2,0 |
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Dataset Addition
A new dataset has been added to enhance the functionality of the application by predicting the risk of a heart attack.
The dataset includes:
New File: heart_attack_predictor.py
This script is responsible for training a machine learning model to predict heart attacks. Here's a brief overview of what it does:
Changes in get_pulse.py
The get_pulse.py script has been updated to integrate the heart attack prediction functionality. Key changes include:
Import Statements: Added imports for joblib and pandas to load the model and handle data.
Initialization:
New Methods:
- set_age, set_sex, set_o2_saturation, set_cp: Methods to set the respective attributes.
- predict_heart_attack: Collects the necessary features, ensures they are in the correct order, and uses the model to predict the risk of a heart attack.
main loop