diff --git a/.streamlit/config.toml b/.streamlit/config.toml new file mode 100644 index 000000000000..9ab072ff419f --- /dev/null +++ b/.streamlit/config.toml @@ -0,0 +1,6 @@ +[theme] +primaryColor="#666666" +backgroundColor="#EEFFFF" +secondaryBackgroundColor="#FFFFFF" +textColor="#262730" +font="sans serif" diff --git a/README.md b/README.md index 10dbdedd6091..8b137891791f 100644 --- a/README.md +++ b/README.md @@ -1,6 +1 @@ -# Welcome to Streamlit! -Edit `/streamlit_app.py` to customize this app to your heart's desire. :heart: - -If you have any questions, checkout our [documentation](https://docs.streamlit.io) and [community -forums](https://discuss.streamlit.io). diff --git a/cap_model.sav b/cap_model.sav new file mode 100644 index 000000000000..88d7adad0873 Binary files /dev/null and b/cap_model.sav differ diff --git a/cap_pca.sav b/cap_pca.sav new file mode 100644 index 000000000000..1569abc8171d Binary files /dev/null and b/cap_pca.sav differ diff --git a/cap_proba.sav b/cap_proba.sav new file mode 100644 index 000000000000..2a8cbc616cfd Binary files /dev/null and b/cap_proba.sav differ diff --git a/cap_rfe.sav b/cap_rfe.sav new file mode 100644 index 000000000000..e32a627bb610 Binary files /dev/null and b/cap_rfe.sav differ diff --git a/cap_scaler.sav b/cap_scaler.sav new file mode 100644 index 000000000000..d43d4d60721a Binary files /dev/null and b/cap_scaler.sav differ diff --git a/config.toml b/config.toml new file mode 100644 index 000000000000..73c533118b98 --- /dev/null +++ b/config.toml @@ -0,0 +1,6 @@ +[theme] +primaryColor="#666666" +backgroundColor="#EEFFFF" +secondaryBackgroundColor="#FFFFFF" +textColor="#262730" +font="sans serif" diff --git a/over_sampled_df_fe.csv b/over_sampled_df_fe.csv new file mode 100644 index 000000000000..dbf0261fd8fb --- /dev/null +++ b/over_sampled_df_fe.csv @@ -0,0 +1,408521 @@ 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7a0ed1272052..5396457dcde9 100644 --- a/streamlit_app.py +++ b/streamlit_app.py @@ -3,38 +3,179 @@ import pandas as pd import streamlit as st -""" -# Welcome to Streamlit! - -Edit `/streamlit_app.py` to customize this app to your heart's desire :heart:. -If you have any questions, checkout our [documentation](https://docs.streamlit.io) and [community -forums](https://discuss.streamlit.io). - -In the meantime, below is an example of what you can do with just a few lines of code: -""" - -num_points = st.slider("Number of points in spiral", 1, 10000, 1100) -num_turns = st.slider("Number of turns in spiral", 1, 300, 31) - -indices = np.linspace(0, 1, num_points) -theta = 2 * np.pi * num_turns * indices -radius = indices - -x = radius * np.cos(theta) -y = radius * np.sin(theta) - -df = pd.DataFrame({ - "x": x, - "y": y, - "idx": indices, - "rand": np.random.randn(num_points), -}) - -st.altair_chart(alt.Chart(df, height=700, width=700) - .mark_point(filled=True) - .encode( - x=alt.X("x", axis=None), - y=alt.Y("y", axis=None), - color=alt.Color("idx", legend=None, scale=alt.Scale()), - size=alt.Size("rand", legend=None, scale=alt.Scale(range=[1, 150])), - )) + +st.title("Welcome to Heart Disease Risk Prediction!!") + +st.header("Fill out the Following Questions:") + +st.write("Personal Detail Question") +username = st.text_input("Enter your name") +sex = st.radio("Select Gender:", ("Male", "Female")) +age = st.selectbox("Select Age Group:", + ["18-24", "25-29", "30-34", "35-39", "40-44", "45-49", "50-54", + "55-59", "60-64", "65-69", "70-74", "75-79", "80 or older"], + placeholder="Select One") +race = st.selectbox("Select Race:", ["White", "Hispanic", "Black", "Asian", "American Indian/Alaskan Native"], + placeholder="Select One") +height = st.number_input("Enter your Height (in centimeters):", min_value=100.00, max_value=250.00, + value=150.00, step=5.00) +weight = st.number_input("Enter your Weight (in kilograms):", min_value=30.00, max_value=200.00, + value=50.00, step=5.00) + + +st.text(" ") +st.text(" ") +st.write("Daily Activity Question") +sleep = st.number_input("Enter Average Sleep Time:", min_value=0.0, max_value=24.0, + value=7.0, step=0.5) +activity = st.radio("During the past month, other than your regular job, did you participate in any physical activities or exercises such as running, calisthenics, golf, gardening, or walking for exercise?:", + ("Yes", "No"), index=1) +smoking = st.radio("Have you smoked at least 100 cigarettes in your entire life?:", + ("Yes", "No"), index=1) +drinking = st.radio("Do you drink a lot (adult men having more than 14 drinks per week or adult women having more than 7 drinks per week)?:", + ("Yes", "No"), index=1) + + +st.text(" ") +st.text(" ") +st.write("Health Status") +genhealth = st.selectbox("Would you say that in general your health is:", ['Excellent', 'Very good', 'Good', 'Fair', 'Poor'], + index=2) +physicalhealth = st.selectbox("During the past month, how many days did you have physical health problem, which includes physical illness and injury?:", range(0, 31)) +mentalhealth = st.selectbox("During the past month, how many days did you have mental health problem?:", range(0, 31)) +diffwalking = st.radio("Do you have serious difficulty walking or climbing stairs?:", + ("Yes", "No"), index=1) +asthma = st.radio("(Ever told) (you had) asthma?:", ("Yes", "No"), index=1) + +st.text(" ") +st.text(" ") +button = st.button('Predict') + +bmi = weight / ((height/100)**2) + + + + +# Creating a Machine Learning Model + +from sklearn.preprocessing import StandardScaler +from sklearn.decomposition import PCA +from sklearn.feature_selection import RFE +from sklearn.model_selection import train_test_split +from sklearn.linear_model import LogisticRegression +from sklearn.tree import DecisionTreeClassifier + +over_sampled_df = pd.read_csv("./over_sampled_df_fe.csv") +test_sampled_df = pd.read_csv("./test_sampled_df_fe.csv") + +X_train_over = over_sampled_df.drop(columns="HeartDisease") +y_train_over = over_sampled_df["HeartDisease"] + +X_test_sampled = test_sampled_df.drop(columns="HeartDisease") +y_test_sampled = test_sampled_df["HeartDisease"] + +scaler = StandardScaler() +scaler.fit(X_train_over) +X_scaled_train = scaler.transform(X_train_over) +X_scaled_test = scaler.transform(X_test_sampled) + +rfe_over = RFE(estimator=LogisticRegression(max_iter=1000, random_state=42), n_features_to_select=11) +rfe_over.fit(X_scaled_train,y_train_over) +import joblib +joblib.dump(rfe_over, "cap_rfe.sav") + +scaler = StandardScaler() +scaler.fit(X_train_over.loc[:, rfe_over.support_]) +X_scaled_train = scaler.transform(X_train_over.loc[:, rfe_over.support_]) +X_scaled_test = scaler.transform(X_test_sampled.loc[:, rfe_over.support_]) +import joblib +joblib.dump(scaler, "cap_scaler.sav") + +my_PCA = PCA() +my_PCA.fit(X_scaled_train) +X_train_PCA = my_PCA.transform(X_scaled_train) +X_test_PCA = my_PCA.transform(X_scaled_test) +import joblib +joblib.dump(my_PCA, "cap_pca.sav") + +cap_model = LogisticRegression(max_iter=1000, C=0.0001, penalty="l2", solver="liblinear", random_state=42) +cap_model.fit(X_train_PCA,y_train_over) +import joblib +joblib.dump(cap_model, "cap_model.sav") + + +#from prediction import predict +def predict(df): + scaler = joblib.load("cap_scaler.sav") + rfe_over = joblib.load("cap_rfe.sav") + my_PCA = joblib.load("cap_pca.sav") + cap_model = joblib.load("cap_model.sav") + + yes_no_columns = ["Smoking", "AlcoholDrinking", "DiffWalking", "PhysicalActivity", "Asthma"] + + for column in yes_no_columns: + df[column] = df[column].map({"No":0, "Yes":1}) + + df["Sex"] = df["Sex"].replace({"Male":1, "Female":0}) + + df["AgeCategory"] = df["AgeCategory"].replace({'55-59':55, '80 or older':80, '65-69':65, '75-79':75, + '40-44':40, '70-74':70,'60-64':60, '50-54':50, '45-49':45, + '18-24':18, '35-39':35, '30-34':30, '25-29':25}) + + df["GenHealth"] = df["GenHealth"].replace({'Very good':3, 'Fair':1, 'Good':2, 'Poor':0, 'Excellent':4}) + + + race_column = ["Race_American Indian/Alaskan Native", "Race_Asian", "Race_Black", "Race_Hispanic", "Race_Other", "Race_White"] + df[race_column] = 0 + race_list = ["American Indian/Alaskan Native", "Asian", "Black", "Hispanic", "Other", "White"] + for index in range(len(race_list)): + if df.loc[0, "Race"] == race_list[index]: + df[race_column[index]] = 1 + cap_df = df.drop(columns="Race") + + + scaled_df = scaler.transform(cap_df.loc[:, rfe_over.support_]) + + pca_df = my_PCA.transform(scaled_df) + + cap_proba = cap_model.predict_proba(pca_df) + cap_pred = (cap_proba[:, 1] >= 0.52).astype(int) + + #import joblib + joblib.dump(cap_proba, "cap_proba.sav") + + if cap_pred == 1: + #result_high='

HIGH

' + st.markdown(f"Based from the Machine Learning model,") + st.markdown(f"your risk of developing Heart Disease is:") + #st.markdown(result_high, unsafe_allow_html=True) + + st.error('HIGH') + + + else: + st.balloons() + #result_low='

LOW

' + st.markdown(f"Based from the Machine Learning model, your risk of developing Heart Disease is:") + #st.markdown(result_low, unsafe_allow_html=True) + + st.warning('LOW') + + +data = [bmi, smoking, drinking, physicalhealth, mentalhealth, diffwalking, sex, age, race, activity, genhealth, sleep, asthma] +user_df = pd.DataFrame(data, index = ["BMI", "Smoking", "AlcoholDrinking", "PhysicalHealth", "MentalHealth", "DiffWalking", "Sex", "AgeCategory", "Race", "PhysicalActivity", "GenHealth", "SleepTime", "Asthma"]) +user_df = user_df.T + + +if button: + st.text(f"Hi {username}!") + predict(user_df) + + st.text(" ") + st.text(" ") + cap_proba = joblib.load("cap_proba.sav") + st.markdown(f"According to the machine learning model:") + st.success(f"The Probability that it will classify you as at risk for heart disease are: {int(cap_proba[:, 1]*100)}%, the Probability that it will classify you as at no risk for heart disease are: {int(cap_proba[:, 0]*100)}%") + st.text(" ") + st.text(" ") + st.markdown(f"Note: If the Probability it will classify you at risk is over 52%, then the model will classify you as at risk for heart disease") diff --git a/test_sampled_df_fe.csv b/test_sampled_df_fe.csv new file mode 100644 index 000000000000..c2d3a9fc546b --- /dev/null +++ b/test_sampled_df_fe.csv @@ -0,0 +1,95723 @@ +BMI,Smoking,AlcoholDrinking,PhysicalHealth,MentalHealth,DiffWalking,Sex,AgeCategory,PhysicalActivity,GenHealth,SleepTime,Asthma,HeartDisease,Race_American Indian/Alaskan Native,Race_Asian,Race_Black,Race_Hispanic,Race_Other,Race_White +31.57,1,1,0.0,20.0,0,1,60,1,2,8.0,0,0,0,0,0,0,0,1 +25.1,0,0,0.0,0.0,0,1,70,1,3,7.0,0,0,0,0,0,0,0,1 +22.63,0,1,0.0,0.0,0,0,40,1,4,5.0,0,0,0,0,1,0,0,0 +21.29,0,0,0.0,0.0,0,1,65,1,4,7.0,0,0,0,0,0,0,0,1 +21.93,0,0,30.0,0.0,1,1,70,0,1,4.0,0,0,0,0,0,1,0,0 +35.26,0,0,0.0,0.0,0,1,35,1,1,4.0,0,0,0,0,0,0,0,1 +29.26,0,0,7.0,0.0,0,1,70,1,1,8.0,0,1,0,0,0,1,0,0 +30.41,0,0,21.0,0.0,1,1,80,0,3,7.0,0,0,0,0,0,0,0,1 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