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heart_failure analysis

July 10, 2021
Cleaning procedures:
1-confirm all cells with a number are already numbers, not text.
2-Trim all cells to make sure no extra spaces.
3-notice wrong age in A187 and A190 by (60.667) I modify to be (60) manually.
Based on *** analysis I found the following observation
1- *** (0) has fewer deathevents compared to diabetes. 2- *** (1) has more deathevents compared to diabetes.
3- ***(0) has fewer deathevents than ***(1) compared by smoking conclusion (1) 1- *** (1) has more chance of heart failure under the condition of diabetes. 2- there is a correlation between diabetes and deathevents.
3- there may a correlation between smoking and deathevents for only ***(1). 4-No correlation between deathevents and smokers on *** (0).
5-Observe correlation between anaemia and deathevents for both *** (0) and ***(1). 6-Observe correlation between high blood pressure and deathevents for both ***(0) and ***(1)
  • License Type Open Data Commons
  • Data Original Source Attribution https://www.kaggle.com/mohamedalsharkawy/heart-failure-analysis