From a569e157b414c0f22ce9e51e627ce3f3d37b6aef Mon Sep 17 00:00:00 2001 From: JPogodzinski Date: Mon, 31 May 2021 19:11:26 +0200 Subject: [PATCH] first commit --- heart.csv | 304 ++++++++++++++++++++++++++++++++++++++++++++++++++++++ main.py | 93 +++++++++++++++++ 2 files changed, 397 insertions(+) create mode 100644 heart.csv create mode 100644 main.py diff --git a/heart.csv b/heart.csv new file mode 100644 index 0000000..08b5462 --- /dev/null +++ b/heart.csv @@ -0,0 +1,304 @@ +age,sex,cp,trestbps,chol,fbs,restecg,thalach,exang,oldpeak,slope,ca,thal,target +63,1,3,145,233,1,0,150,0,2.3,0,0,1,1 +37,1,2,130,250,0,1,187,0,3.5,0,0,2,1 +41,0,1,130,204,0,0,172,0,1.4,2,0,2,1 +56,1,1,120,236,0,1,178,0,0.8,2,0,2,1 +57,0,0,120,354,0,1,163,1,0.6,2,0,2,1 +57,1,0,140,192,0,1,148,0,0.4,1,0,1,1 +56,0,1,140,294,0,0,153,0,1.3,1,0,2,1 +44,1,1,120,263,0,1,173,0,0,2,0,3,1 +52,1,2,172,199,1,1,162,0,0.5,2,0,3,1 +57,1,2,150,168,0,1,174,0,1.6,2,0,2,1 +54,1,0,140,239,0,1,160,0,1.2,2,0,2,1 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diff --git a/main.py b/main.py new file mode 100644 index 0000000..760ac93 --- /dev/null +++ b/main.py @@ -0,0 +1,93 @@ +import pandas as pd + +data=pd.read_csv('heart.csv') + +print(data) + +men=0 +for i in range(len(data['sex'])): + if data['sex'][i] ==1: + men+=1 +print(men) +p_men=men/len(data) +print("ssssss",p_men) + +chol=0 +for i in range(len(data['chol'])): + if data['chol'][i] >200: + chol+=1 +print(chol) +p_chol=chol/len(data) +print(p_chol) + +age_over_50=0 +for i in range(len(data['age'])): + if data['age'][i] >50: + age_over_50+=1 +print(age_over_50) +p_age_over_50=age_over_50/len(data) +print(p_age_over_50) + +sugar=0 +for i in range(len(data['fbs'])): + if data['fbs'][i] ==1: + sugar+=1 +print(sugar) +p_sugar=sugar/len(data) +print(p_sugar) + +heart_attack=0 +for i in range(len(data['target'])): + if data['target'][i] ==1: + heart_attack+=1 +print(heart_attack) +p_heart_attack=heart_attack/len(data) +print(p_heart_attack) #P(class) + +man_if_heart_attack=0 +for i in range(len(data['target'])): + if data['target'][i] ==1: + if data['sex'][i]==1: + man_if_heart_attack+=1 +print(man_if_heart_attack) +p_man_if_heart_attack=man_if_heart_attack/len(data) +p_man_if_heart_attack=p_man_if_heart_attack/p_heart_attack +print(p_man_if_heart_attack) + +over50_if_heart_attack=0 +for i in range(len(data['target'])): + if data['target'][i] ==1: + if data['age'][i]>50: + over50_if_heart_attack+=1 +print(over50_if_heart_attack) +p_over50_if_heart_attack=over50_if_heart_attack/len(data) +p_over50_if_heart_attack=p_over50_if_heart_attack/p_heart_attack +print(p_over50_if_heart_attack) + +chol_over200_if_heart_attack=0 +for i in range(len(data['target'])): + if data['target'][i] ==1: + if data['chol'][i]>200: + chol_over200_if_heart_attack+=1 +print(chol_over200_if_heart_attack) +p_chol_over200_if_heart_attack=chol_over200_if_heart_attack/len(data) +p_chol_over200_if_heart_attack=p_chol_over200_if_heart_attack/p_heart_attack +print(p_chol_over200_if_heart_attack) + +sugar_if_heart_attack=0 +for i in range(len(data['target'])): + if data['target'][i] ==1: + if data['fbs'][i]==1: + sugar_if_heart_attack+=1 +print(sugar_if_heart_attack) +p_sugar_if_heart_attack=sugar_if_heart_attack/len(data) +p_sugar_if_heart_attack=p_sugar_if_heart_attack/p_heart_attack +print(p_sugar_if_heart_attack) + + +licznik=p_man_if_heart_attack*p_sugar_if_heart_attack*p_over50_if_heart_attack*p_chol_over200_if_heart_attack*p_heart_attack +mianownik=(p_man_if_heart_attack*p_sugar_if_heart_attack*p_over50_if_heart_attack*p_chol_over200_if_heart_attack*p_heart_attack)+((1-p_man_if_heart_attack)*(1-p_sugar_if_heart_attack)*(1-p_over50_if_heart_attack)*(1-p_chol_over200_if_heart_attack)*(1-p_heart_attack)) + +print(licznik) +print(mianownik) +print(licznik/mianownik) \ No newline at end of file