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Diabetes_Predictor

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leofilo commited on Mar 3

Commit

3294074

verified ·

1 Parent(s): b5de347

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Dockerfile +18 -0
app.py +46 -0
data/diabetes_data_upload.csv +521 -0
data/diabetes_data_upload_clean.csv +521 -0
data/freqdist_of_age_data.csv +10 -0
eda_app.py +93 -0
ml_app.py +129 -0
models/decision_tree_model_diabetes_21_oct_2020.pkl +3 -0
models/logistic_regression_model_diabetes_21_oct_2020.pkl +3 -0
requirements.txt +8 -0

Dockerfile ADDED Viewed

	@@ -0,0 +1,18 @@

+#Docker File for Azure
+FROM python:3.10
+WORKDIR /app
+COPY requirements.txt ./requirements.txt
+RUN pip3 install -r requirements.txt
+COPY . /app
+EXPOSE 8501
+CMD ["streamlit", "run", "app.py", "--server.port=7860", "--server.address=0.0.0.0"]
+#CMD streamlit run app.py

app.py ADDED Viewed

	@@ -0,0 +1,46 @@

+import streamlit as st
+import streamlit.components.v1 as stc
+from eda_app import run_eda_app
+from ml_app import run_ml_app
+html_temp = """
+		<div style="background-color:#3872fb;padding:10px;border-radius:10px">
+		<h1 style="color:white;text-align:center;">Early Stage DM Risk Data App </h1>
+		<h4 style="color:white;text-align:center;">Diabetes </h4>
+		</div>
+		"""
+desc_temp="""
+			### Early Stage Diabetes Risk Predictor App
+			This dataset contains the sign and symptoms data of newly diabetic or would be diabetic patient.
+			#### Datasource
+				- https://archive.ics.uci.edu/ml/datasets/Early+stage+diabetes+risk+prediction+dataset.
+			#### App Content
+				- EDA Section: Exploratory Data Analysis of Data
+				- ML Section: ML Predictor App
+			"""
+def main():
+    #st.title("Main App")
+    stc.html(html_temp)
+    menu= ["Home", "FACTS", "ML-PREDICTOR", "About"]
+    choice=st.sidebar.selectbox("Menu", menu)
+    if choice=="Home":
+        st.subheader("Home")
+        #st.write(desc_temp)
+        st.markdown(desc_temp,unsafe_allow_html=True)
+    elif choice=="FACTS":
+        run_eda_app()
+    elif choice=="ML-PREDICTOR":
+        run_ml_app()
+    else:
+        st.subheader("About")
+if __name__=="__main__":
+    main()

data/diabetes_data_upload.csv ADDED Viewed

	@@ -0,0 +1,521 @@

+Age,Gender,Polyuria,Polydipsia,sudden weight loss,weakness,Polyphagia,Genital thrush,visual blurring,Itching,Irritability,delayed healing,partial paresis,muscle stiffness,Alopecia,Obesity,class
+40,Male,No,Yes,No,Yes,No,No,No,Yes,No,Yes,No,Yes,Yes,Yes,Positive
+58,Male,No,No,No,Yes,No,No,Yes,No,No,No,Yes,No,Yes,No,Positive
+41,Male,Yes,No,No,Yes,Yes,No,No,Yes,No,Yes,No,Yes,Yes,No,Positive
+45,Male,No,No,Yes,Yes,Yes,Yes,No,Yes,No,Yes,No,No,No,No,Positive
+60,Male,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Positive
+55,Male,Yes,Yes,No,Yes,Yes,No,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Positive
+57,Male,Yes,Yes,No,Yes,Yes,Yes,No,No,No,Yes,Yes,No,No,No,Positive
+66,Male,Yes,Yes,Yes,Yes,No,No,Yes,Yes,Yes,No,Yes,Yes,No,No,Positive
+67,Male,Yes,Yes,No,Yes,Yes,Yes,No,Yes,Yes,No,Yes,Yes,No,Yes,Positive
+70,Male,No,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,No,No,No,Yes,No,Positive
+44,Male,Yes,Yes,No,Yes,No,Yes,No,No,Yes,Yes,No,Yes,Yes,No,Positive
+38,Male,Yes,Yes,No,No,Yes,Yes,No,Yes,No,Yes,No,Yes,No,No,Positive
+35,Male,Yes,No,No,No,Yes,Yes,No,No,Yes,Yes,No,No,Yes,No,Positive
+61,Male,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,No,No,No,Yes,Yes,Positive
+60,Male,Yes,Yes,No,Yes,Yes,No,Yes,Yes,No,Yes,Yes,No,No,No,Positive
+58,Male,Yes,Yes,No,Yes,Yes,No,No,No,No,Yes,Yes,Yes,No,No,Positive
+54,Male,Yes,Yes,Yes,Yes,No,Yes,No,No,No,Yes,No,Yes,No,No,Positive
+67,Male,No,Yes,No,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Positive
+66,Male,Yes,Yes,No,Yes,Yes,No,Yes,No,No,No,Yes,Yes,No,No,Positive
+43,Male,Yes,Yes,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,Positive
+62,Male,Yes,Yes,No,Yes,Yes,No,Yes,No,Yes,No,Yes,Yes,No,No,Positive
+54,Male,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,No,Yes,Yes,No,Positive
+39,Male,Yes,No,Yes,No,No,Yes,No,Yes,Yes,No,No,No,Yes,No,Positive
+48,Male,No,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Yes,No,No,No,No,Positive
+58,Male,Yes,Yes,Yes,Yes,Yes,No,Yes,No,No,Yes,Yes,Yes,No,Yes,Positive
+32,Male,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,Yes,Positive
+42,Male,No,No,No,Yes,Yes,No,No,No,Yes,No,No,Yes,No,No,Positive
+52,Male,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,No,Yes,Yes,Yes,No,No,Positive
+38,Male,No,Yes,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Positive
+53,Male,Yes,Yes,Yes,Yes,Yes,No,Yes,No,Yes,No,Yes,No,Yes,No,Positive
+57,Male,Yes,Yes,Yes,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,Positive
+41,Male,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,No,No,No,Yes,Positive
+37,Male,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,Positive
+54,Male,Yes,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Positive
+49,Male,Yes,Yes,No,Yes,No,No,Yes,Yes,No,No,No,No,No,No,Positive
+48,Male,Yes,Yes,No,Yes,No,Yes,Yes,Yes,No,No,No,No,No,No,Positive
+60,Male,Yes,No,No,No,No,No,Yes,No,No,No,Yes,No,Yes,No,Positive
+63,Male,Yes,Yes,Yes,Yes,Yes,No,Yes,No,No,No,No,Yes,Yes,Yes,Positive
+35,Male,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,Yes,No,Positive
+30,Female,Yes,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,Positive
+53,Female,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,No,No,Positive
+50,Female,Yes,Yes,Yes,No,Yes,No,No,No,No,Yes,Yes,No,No,No,Positive
+50,Female,No,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Positive
+35,Female,Yes,Yes,Yes,Yes,Yes,No,No,Yes,No,Yes,Yes,Yes,No,No,Positive
+40,Female,Yes,Yes,Yes,Yes,No,No,Yes,Yes,No,No,Yes,Yes,No,No,Positive
+48,Female,No,No,Yes,Yes,No,No,Yes,Yes,No,Yes,Yes,No,No,No,Positive
+60,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,No,Yes,Yes,Yes,No,Yes,Positive
+60,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,No,No,Yes,Yes,No,No,Positive
+35,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,No,Yes,No,Yes,No,Yes,Positive
+46,Female,Yes,No,Yes,Yes,No,No,Yes,No,No,Yes,Yes,Yes,No,No,Positive
+36,Female,Yes,Yes,Yes,No,Yes,No,Yes,No,Yes,Yes,Yes,Yes,No,No,Positive
+50,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,Positive
+60,Female,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,No,No,Positive
+50,Female,No,Yes,Yes,Yes,No,No,Yes,No,No,Yes,No,No,No,No,Positive
+51,Female,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,Positive
+38,Female,No,No,No,No,No,No,No,No,No,No,No,No,No,Yes,Positive
+66,Female,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,No,No,Positive
+53,Female,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,No,No,Positive
+59,Female,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Positive
+39,Female,Yes,Yes,No,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Yes,No,Yes,Positive
+65,Female,Yes,Yes,No,Yes,Yes,No,No,Yes,No,No,Yes,Yes,No,No,Positive
+35,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,No,Yes,Yes,Yes,No,No,Positive
+55,Female,Yes,Yes,No,Yes,Yes,No,Yes,Yes,No,Yes,Yes,Yes,No,No,Positive
+60,Female,Yes,No,Yes,Yes,No,Yes,Yes,Yes,No,Yes,Yes,Yes,No,Yes,Positive
+45,Female,No,No,No,No,No,No,Yes,Yes,No,No,Yes,No,No,No,Positive
+40,Female,Yes,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,Positive
+30,Female,Yes,Yes,No,No,No,No,No,Yes,No,Yes,Yes,No,No,No,Positive
+35,Female,No,Yes,Yes,Yes,Yes,No,No,Yes,No,No,Yes,No,No,No,Positive
+25,Female,No,No,No,Yes,Yes,No,Yes,No,No,No,No,No,Yes,No,Positive
+50,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,No,No,No,Yes,No,No,Yes,Positive
+40,Female,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,Positive
+35,Female,No,Yes,Yes,Yes,No,No,No,Yes,No,Yes,Yes,Yes,No,No,Positive
+65,Female,No,No,No,No,No,Yes,No,No,No,No,No,No,No,No,Positive
+38,Female,Yes,Yes,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,Positive
+50,Female,Yes,Yes,Yes,Yes,Yes,No,No,Yes,No,Yes,Yes,Yes,No,No,Positive
+55,Female,Yes,Yes,Yes,Yes,No,No,Yes,No,No,No,Yes,No,No,Yes,Positive
+48,Female,Yes,Yes,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,Positive
+55,Female,Yes,Yes,Yes,No,Yes,No,No,Yes,No,Yes,Yes,No,No,No,Positive
+39,Female,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Yes,No,No,No,Positive
+43,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,No,No,No,Yes,Yes,No,Yes,Positive
+35,Female,Yes,Yes,No,Yes,No,No,Yes,No,No,No,No,No,No,No,Positive
+47,Female,No,No,Yes,Yes,Yes,No,No,No,No,No,No,Yes,No,No,Positive
+50,Female,Yes,Yes,No,Yes,Yes,No,No,No,No,Yes,Yes,No,No,No,Positive
+48,Female,Yes,Yes,No,Yes,No,No,Yes,Yes,No,Yes,Yes,No,No,No,Positive
+35,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,No,Yes,Yes,Yes,No,No,Positive
+49,Female,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,Yes,Positive
+38,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Positive
+28,Female,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,Positive
+68,Female,Yes,Yes,No,Yes,Yes,No,Yes,Yes,No,Yes,Yes,No,No,No,Positive
+35,Female,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Positive
+45,Female,No,No,No,No,Yes,No,Yes,Yes,No,No,Yes,No,No,No,Positive
+48,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Positive
+40,Female,Yes,Yes,Yes,Yes,No,No,Yes,No,No,Yes,Yes,Yes,No,No,Positive
+40,Female,Yes,Yes,No,Yes,Yes,No,No,Yes,No,No,Yes,No,No,No,Positive
+36,Female,Yes,Yes,No,Yes,Yes,No,Yes,Yes,No,Yes,Yes,No,No,No,Positive
+56,Female,Yes,Yes,No,Yes,No,No,Yes,Yes,No,No,Yes,No,No,No,Positive
+30,Female,Yes,Yes,Yes,Yes,No,No,No,Yes,No,Yes,Yes,Yes,No,No,Positive
+31,Female,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Yes,No,Yes,Yes,No,No,Positive
+35,Female,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Positive
+39,Female,Yes,Yes,No,No,Yes,Yes,Yes,Yes,No,Yes,Yes,No,No,No,Positive
+48,Female,Yes,Yes,Yes,No,Yes,Yes,No,No,Yes,Yes,No,Yes,Yes,Yes,Positive
+85,Male,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,No,No,Positive
+90,Female,No,Yes,Yes,No,No,Yes,Yes,Yes,No,No,No,Yes,Yes,No,Positive
+72,Male,Yes,No,Yes,Yes,Yes,No,No,No,Yes,Yes,Yes,Yes,Yes,No,Positive
+70,Male,Yes,No,Yes,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Yes,No,Positive
+69,Female,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,No,No,Yes,No,Positive
+58,Male,No,Yes,Yes,Yes,Yes,No,Yes,Yes,No,No,Yes,No,Yes,Yes,Positive
+47,Male,Yes,No,Yes,Yes,Yes,No,No,No,No,Yes,Yes,Yes,No,No,Positive
+25,Male,Yes,Yes,No,No,Yes,Yes,Yes,Yes,No,Yes,No,No,Yes,No,Positive
+39,Female,Yes,Yes,No,No,Yes,No,Yes,No,Yes,Yes,Yes,Yes,No,No,Positive
+53,Female,No,No,Yes,Yes,No,No,Yes,Yes,No,Yes,No,No,No,No,Positive
+52,Male,Yes,Yes,Yes,No,Yes,Yes,Yes,No,Yes,No,Yes,No,Yes,Yes,Positive
+68,Female,Yes,Yes,Yes,No,Yes,Yes,Yes,No,Yes,Yes,No,Yes,Yes,No,Positive
+79,Male,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,No,Yes,No,No,No,Positive
+55,Female,Yes,No,Yes,No,No,Yes,Yes,Yes,No,Yes,Yes,No,No,No,Positive
+45,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,No,No,No,Positive
+30,Female,Yes,Yes,Yes,No,Yes,No,No,No,Yes,No,Yes,Yes,No,No,Positive
+45,Female,Yes,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Positive
+65,Female,Yes,Yes,No,Yes,No,No,Yes,Yes,Yes,Yes,Yes,No,No,No,Positive
+34,Female,Yes,Yes,No,Yes,No,No,No,No,Yes,No,No,Yes,No,No,Positive
+48,Male,Yes,Yes,No,Yes,Yes,No,No,No,No,Yes,No,Yes,Yes,No,Positive
+35,Male,Yes,Yes,No,Yes,Yes,Yes,No,Yes,No,Yes,Yes,Yes,No,No,Positive
+40,Male,No,Yes,No,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Yes,No,Yes,Positive
+47,Male,No,Yes,No,No,No,No,Yes,Yes,No,No,No,No,Yes,Yes,Positive
+38,Male,Yes,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,Positive
+55,Male,Yes,Yes,Yes,Yes,Yes,No,Yes,No,No,Yes,Yes,No,No,No,Positive
+66,Male,Yes,Yes,No,Yes,No,Yes,No,Yes,Yes,Yes,Yes,No,No,No,Positive
+57,Male,Yes,No,No,Yes,Yes,No,No,Yes,Yes,No,No,Yes,Yes,No,Positive
+32,Male,No,Yes,No,Yes,Yes,Yes,No,Yes,Yes,No,No,No,Yes,No,Positive
+48,Male,Yes,Yes,Yes,Yes,No,No,No,Yes,No,No,Yes,No,Yes,No,Positive
+47,Male,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Yes,No,No,Positive
+43,Male,Yes,No,No,No,Yes,No,No,No,Yes,No,No,Yes,No,No,Positive
+30,Male,Yes,Yes,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,No,Positive
+16,Male,Yes,No,Yes,No,Yes,No,No,No,No,No,No,No,No,No,Positive
+35,Male,Yes,Yes,Yes,Yes,No,No,No,No,No,No,No,No,No,No,Positive
+66,Male,No,No,No,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Positive
+54,Male,No,No,No,No,No,Yes,No,Yes,Yes,No,No,Yes,Yes,Yes,Positive
+58,Male,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Positive
+51,Male,Yes,Yes,Yes,Yes,No,Yes,No,No,Yes,Yes,Yes,No,Yes,No,Positive
+40,Male,Yes,No,No,No,No,Yes,No,Yes,No,Yes,No,No,Yes,No,Positive
+47,Male,Yes,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,Positive
+62,Male,Yes,Yes,No,No,Yes,No,Yes,No,Yes,Yes,Yes,No,Yes,No,Positive
+49,Male,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,Positive
+53,Male,Yes,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,Positive
+68,Male,Yes,Yes,No,No,Yes,No,Yes,Yes,Yes,No,Yes,No,No,No,Positive
+61,Male,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,No,No,Positive
+39,Male,Yes,Yes,No,No,No,Yes,No,Yes,No,No,No,Yes,No,Yes,Positive
+38,Male,Yes,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,Yes,Positive
+44,Male,No,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,Positive
+45,Male,Yes,Yes,No,Yes,No,Yes,No,No,No,Yes,No,No,Yes,No,Positive
+50,Male,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Yes,Yes,No,No,Yes,No,Positive
+42,Male,Yes,Yes,No,Yes,No,Yes,No,No,Yes,No,Yes,No,Yes,No,Positive
+55,Male,No,Yes,No,Yes,No,Yes,No,No,Yes,Yes,No,No,Yes,No,Positive
+57,Male,No,Yes,No,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,No,Positive
+62,Male,Yes,No,No,Yes,No,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Positive
+33,Male,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Positive
+55,Male,Yes,Yes,Yes,Yes,No,Yes,No,No,Yes,No,Yes,No,No,No,Positive
+48,Male,Yes,Yes,Yes,No,Yes,Yes,No,No,No,Yes,No,No,No,No,Positive
+56,Male,Yes,No,Yes,Yes,No,Yes,No,Yes,Yes,No,No,No,Yes,No,Positive
+38,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Positive
+28,Female,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,Positive
+68,Female,Yes,Yes,No,Yes,Yes,No,Yes,Yes,No,Yes,Yes,No,No,No,Positive
+35,Female,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Positive
+45,Female,No,No,No,No,Yes,No,Yes,Yes,No,No,Yes,No,No,No,Positive
+48,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Positive
+40,Female,Yes,Yes,Yes,Yes,No,No,Yes,No,No,Yes,Yes,Yes,No,No,Positive
+57,Male,Yes,Yes,Yes,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,Positive
+41,Male,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,No,No,No,Yes,Positive
+37,Male,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,Positive
+54,Male,Yes,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Positive
+49,Male,Yes,Yes,No,Yes,No,No,Yes,Yes,No,No,No,No,No,No,Positive
+48,Male,Yes,Yes,No,Yes,No,Yes,Yes,Yes,No,No,No,No,No,No,Positive
+60,Male,Yes,No,No,No,No,No,Yes,No,No,No,Yes,No,Yes,No,Positive
+63,Male,Yes,Yes,Yes,Yes,Yes,No,Yes,No,No,No,No,Yes,Yes,Yes,Positive
+35,Male,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,Yes,No,Positive
+30,Female,Yes,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,Positive
+53,Female,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,No,No,Positive
+50,Female,Yes,Yes,Yes,No,Yes,No,No,No,No,Yes,Yes,No,No,No,Positive
+50,Female,No,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Positive
+35,Female,Yes,Yes,Yes,Yes,Yes,No,No,Yes,No,Yes,Yes,Yes,No,No,Positive
+40,Female,Yes,Yes,Yes,Yes,No,No,Yes,Yes,No,No,Yes,Yes,No,No,Positive
+31,Female,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Yes,No,Yes,Yes,No,No,Positive
+35,Female,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,Yes,No,Positive
+39,Female,Yes,Yes,No,No,Yes,Yes,Yes,Yes,No,Yes,Yes,No,No,No,Positive
+48,Female,Yes,Yes,Yes,No,Yes,Yes,No,No,Yes,Yes,No,Yes,Yes,Yes,Positive
+85,Male,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,No,No,Positive
+90,Female,No,Yes,Yes,No,No,Yes,Yes,Yes,No,No,No,Yes,Yes,No,Positive
+72,Male,Yes,No,Yes,Yes,Yes,No,No,No,Yes,Yes,Yes,Yes,Yes,No,Positive
+70,Male,Yes,No,Yes,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Yes,No,Positive
+69,Female,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,No,No,Yes,No,Positive
+58,Male,No,Yes,Yes,Yes,Yes,No,Yes,Yes,No,No,Yes,No,Yes,Yes,Positive
+54,Male,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,No,Positive
+64,Male,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,No,Positive
+36,Male,Yes,No,No,Yes,No,Yes,Yes,Yes,No,Yes,No,No,No,No,Positive
+43,Male,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,No,No,No,Positive
+31,Male,Yes,No,No,No,Yes,No,Yes,No,No,No,Yes,No,Yes,No,Positive
+66,Male,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,Yes,No,Positive
+61,Female,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,Positive
+58,Female,Yes,No,Yes,No,Yes,No,No,No,Yes,No,No,Yes,No,Yes,Positive
+69,Female,Yes,Yes,Yes,Yes,No,No,Yes,Yes,Yes,No,No,Yes,No,Yes,Positive
+40,Male,No,Yes,Yes,Yes,No,No,Yes,Yes,No,No,Yes,Yes,No,No,Negative
+28,Male,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Negative
+37,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+34,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+30,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+67,Male,Yes,No,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Negative
+60,Male,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,Negative
+58,Male,No,No,No,No,Yes,No,No,Yes,No,Yes,No,No,Yes,Yes,Negative
+54,Male,No,No,Yes,Yes,No,Yes,No,No,No,Yes,No,No,Yes,No,Negative
+43,Male,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,Yes,No,Negative
+39,Male,No,No,No,Yes,No,Yes,No,No,No,No,No,No,No,No,Negative
+40,Male,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Negative
+43,Male,No,No,No,No,No,No,No,No,Yes,No,No,No,No,No,Negative
+49,Male,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,No,Yes,Negative
+47,Male,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Negative
+45,Male,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Negative
+57,Male,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,No,No,Negative
+72,Male,Yes,No,No,No,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Negative
+30,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+27,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+38,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+43,Male,No,No,No,Yes,No,Yes,No,Yes,No,Yes,No,No,Yes,No,Negative
+40,Male,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,Negative
+55,Male,No,No,No,Yes,Yes,No,Yes,Yes,No,Yes,No,Yes,No,Yes,Negative
+68,Male,No,No,No,Yes,Yes,No,Yes,Yes,No,Yes,No,No,Yes,No,Negative
+29,Male,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Negative
+37,Male,No,No,No,No,No,No,No,Yes,No,No,No,No,No,No,Negative
+30,Male,No,No,Yes,Yes,No,No,No,No,No,No,No,No,No,No,Negative
+45,Male,No,No,No,Yes,No,No,No,Yes,Yes,Yes,Yes,No,No,No,Negative
+47,Male,No,No,No,No,No,No,No,Yes,No,Yes,No,No,Yes,No,Negative
+35,Male,No,No,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,Negative
+32,Male,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Negative
+56,Male,No,Yes,No,Yes,Yes,No,Yes,Yes,No,Yes,No,Yes,Yes,No,Negative
+50,Male,No,No,No,Yes,No,No,No,Yes,No,Yes,Yes,Yes,Yes,No,Negative
+52,Male,No,No,No,Yes,Yes,No,No,Yes,No,Yes,No,No,Yes,No,Negative
+26,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+60,Male,No,No,No,Yes,Yes,No,Yes,Yes,No,Yes,No,Yes,Yes,No,Negative
+65,Male,No,No,No,Yes,No,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Negative
+72,Male,No,No,No,No,Yes,No,Yes,Yes,No,Yes,No,Yes,Yes,No,Negative
+30,Male,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Negative
+45,Male,No,No,No,Yes,No,No,No,Yes,No,No,Yes,No,Yes,No,Negative
+65,Male,Yes,No,No,No,No,No,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Negative
+70,Male,No,No,No,Yes,No,No,Yes,Yes,No,Yes,No,Yes,Yes,No,Negative
+35,Male,No,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Negative
+54,Male,No,No,No,Yes,No,No,No,Yes,No,Yes,No,Yes,Yes,No,Negative
+30,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+46,Male,No,No,No,Yes,No,No,No,Yes,No,Yes,No,No,Yes,No,Negative
+53,Male,No,No,No,Yes,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Negative
+42,Male,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Negative
+55,Female,Yes,Yes,Yes,Yes,No,No,Yes,No,No,No,Yes,No,No,Yes,Positive
+48,Female,Yes,Yes,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,Positive
+55,Female,Yes,Yes,Yes,No,Yes,No,No,Yes,No,Yes,Yes,No,No,No,Positive
+39,Female,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Yes,No,No,No,Positive
+43,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,No,No,No,Yes,Yes,No,Yes,Positive
+35,Female,Yes,Yes,No,Yes,No,No,Yes,No,No,No,No,No,No,No,Positive
+47,Female,No,No,Yes,Yes,Yes,No,No,No,No,No,No,Yes,No,No,Positive
+50,Female,Yes,Yes,No,Yes,Yes,No,No,No,No,Yes,Yes,No,No,No,Positive
+48,Female,Yes,Yes,No,Yes,No,No,Yes,Yes,No,Yes,Yes,No,No,No,Positive
+35,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,No,Yes,Yes,Yes,No,No,Positive
+62,Male,Yes,No,No,Yes,No,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Positive
+33,Male,No,Yes,No,No,No,No,No,No,No,No,No,No,No,No,Positive
+55,Male,Yes,Yes,Yes,Yes,No,Yes,No,No,Yes,No,Yes,No,No,No,Positive
+48,Male,Yes,Yes,Yes,No,Yes,Yes,No,No,No,Yes,No,No,No,No,Positive
+56,Male,Yes,No,Yes,Yes,No,Yes,No,Yes,Yes,No,No,No,Yes,No,Positive
+38,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Positive
+28,Female,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,Positive
+68,Female,Yes,Yes,No,Yes,Yes,No,Yes,Yes,No,Yes,Yes,No,No,No,Positive
+35,Female,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Positive
+45,Female,No,No,No,No,Yes,No,Yes,Yes,No,No,Yes,No,No,No,Positive
+48,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Positive
+40,Female,Yes,Yes,Yes,Yes,No,No,Yes,No,No,Yes,Yes,Yes,No,No,Positive
+57,Male,Yes,Yes,Yes,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,Positive
+47,Male,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Negative
+45,Male,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Negative
+57,Male,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,No,No,Negative
+72,Male,Yes,No,No,No,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Negative
+30,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+27,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+38,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+43,Male,No,No,No,Yes,No,Yes,No,Yes,No,Yes,No,No,Yes,No,Negative
+40,Male,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,Negative
+47,Male,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Negative
+45,Male,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Negative
+57,Male,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,No,No,Negative
+72,Male,Yes,No,No,No,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Negative
+30,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+27,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+38,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+43,Male,No,No,No,Yes,No,Yes,No,Yes,No,Yes,No,No,Yes,No,Negative
+40,Male,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,Negative
+54,Male,No,No,No,Yes,No,No,No,Yes,No,Yes,No,Yes,Yes,No,Negative
+30,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+46,Male,No,No,No,Yes,No,No,No,Yes,No,Yes,No,No,Yes,No,Negative
+53,Male,No,No,No,Yes,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Negative
+42,Male,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Negative
+55,Female,Yes,Yes,Yes,Yes,No,No,Yes,No,No,No,Yes,No,No,Yes,Positive
+48,Female,Yes,Yes,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,Positive
+55,Female,Yes,Yes,Yes,No,Yes,No,No,Yes,No,Yes,Yes,No,No,No,Positive
+39,Female,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Yes,No,No,No,Positive
+43,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,No,No,No,Yes,Yes,No,Yes,Positive
+35,Female,Yes,Yes,No,Yes,No,No,Yes,No,No,No,No,No,No,No,Positive
+47,Female,No,No,Yes,Yes,Yes,No,No,No,No,No,No,Yes,No,No,Positive
+61,Female,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,Positive
+58,Female,Yes,No,Yes,No,Yes,No,No,No,Yes,No,No,Yes,No,Yes,Positive
+69,Female,Yes,Yes,Yes,Yes,No,No,Yes,Yes,Yes,No,No,Yes,No,Yes,Positive
+40,Male,No,Yes,Yes,Yes,No,No,Yes,Yes,No,No,Yes,Yes,No,No,Negative
+28,Male,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Negative
+37,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+34,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+30,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+67,Male,Yes,No,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Negative
+60,Male,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,Negative
+58,Male,No,No,No,No,Yes,No,No,Yes,No,Yes,No,No,Yes,Yes,Negative
+54,Male,No,No,Yes,Yes,No,Yes,No,No,No,Yes,No,No,Yes,No,Negative
+43,Male,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,Yes,No,Negative
+33,Female,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+55,Female,No,No,No,Yes,No,Yes,No,Yes,No,Yes,Yes,No,Yes,No,Negative
+36,Female,No,No,No,Yes,No,No,No,No,Yes,No,No,No,No,No,Negative
+28,Female,No,No,No,No,Yes,No,No,No,No,No,Yes,No,No,No,Negative
+34,Female,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Negative
+65,Female,No,No,No,Yes,No,No,No,Yes,No,Yes,No,No,Yes,No,Negative
+34,Female,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+64,Male,No,No,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Yes,Yes,No,Negative
+44,Male,Yes,No,Yes,Yes,No,Yes,No,Yes,No,Yes,No,No,Yes,Yes,Negative
+36,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+43,Male,No,No,No,Yes,No,Yes,No,Yes,No,No,No,No,Yes,No,Negative
+53,Male,No,No,No,Yes,No,No,Yes,Yes,No,Yes,No,Yes,Yes,No,Negative
+47,Male,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,Yes,Negative
+58,Male,No,Yes,No,No,No,No,Yes,Yes,No,No,No,Yes,No,No,Negative
+56,Male,No,No,Yes,Yes,Yes,No,Yes,Yes,No,Yes,No,Yes,Yes,No,Negative
+51,Female,No,No,No,No,No,Yes,No,Yes,No,Yes,No,No,Yes,No,Negative
+59,Female,No,No,No,Yes,No,No,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Negative
+50,Female,No,No,No,Yes,No,No,Yes,Yes,No,Yes,No,No,Yes,No,Negative
+30,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+46,Male,No,No,No,Yes,No,No,No,Yes,No,Yes,No,No,Yes,No,Negative
+53,Male,No,No,No,Yes,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Negative
+42,Male,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Negative
+55,Female,Yes,Yes,Yes,Yes,No,No,Yes,No,No,No,Yes,No,No,Yes,Positive
+48,Female,Yes,Yes,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,Positive
+55,Female,Yes,Yes,Yes,No,Yes,No,No,Yes,No,Yes,Yes,No,No,No,Positive
+39,Female,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Yes,No,No,No,Positive
+43,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,No,No,No,Yes,Yes,No,Yes,Positive
+35,Female,Yes,Yes,No,Yes,No,No,Yes,No,No,No,No,No,No,No,Positive
+47,Female,No,No,Yes,Yes,Yes,No,No,No,No,No,No,Yes,No,No,Positive
+61,Female,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,Positive
+58,Female,Yes,No,Yes,No,Yes,No,No,No,Yes,No,No,Yes,No,Yes,Positive
+69,Female,Yes,Yes,Yes,Yes,No,No,Yes,Yes,Yes,No,No,Yes,No,Yes,Positive
+40,Male,No,Yes,Yes,Yes,No,No,Yes,Yes,No,No,Yes,Yes,No,No,Negative
+28,Male,No,No,Yes,No,No,No,No,No,No,No,No,No,No,No,Negative
+37,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+34,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+30,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+67,Male,Yes,No,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Negative
+60,Male,No,No,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,Negative
+58,Male,No,No,No,No,Yes,No,No,Yes,No,Yes,No,No,Yes,Yes,Negative
+54,Male,No,No,Yes,Yes,No,Yes,No,No,No,Yes,No,No,Yes,No,Negative
+43,Male,No,No,Yes,No,No,Yes,No,No,No,Yes,No,No,Yes,No,Negative
+33,Female,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+55,Male,Yes,Yes,Yes,Yes,No,Yes,No,No,Yes,No,Yes,No,No,No,Positive
+48,Male,Yes,Yes,Yes,No,Yes,Yes,No,No,No,Yes,No,No,No,No,Positive
+56,Male,Yes,No,Yes,Yes,No,Yes,No,Yes,Yes,No,No,No,Yes,No,Positive
+38,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Positive
+28,Female,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,Positive
+68,Female,Yes,Yes,No,Yes,Yes,No,Yes,Yes,No,Yes,Yes,No,No,No,Positive
+35,Female,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Positive
+45,Female,No,No,No,No,Yes,No,Yes,Yes,No,No,Yes,No,No,No,Positive
+48,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Positive
+40,Female,Yes,Yes,Yes,Yes,No,No,Yes,No,No,Yes,Yes,Yes,No,No,Positive
+57,Male,Yes,Yes,Yes,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,Positive
+47,Male,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Negative
+45,Male,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Negative
+57,Male,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,No,No,Negative
+72,Male,Yes,No,No,No,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Negative
+30,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+27,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+38,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+43,Male,No,No,No,Yes,No,Yes,No,Yes,No,Yes,No,No,Yes,No,Negative
+40,Male,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,Negative
+47,Male,Yes,Yes,No,No,No,No,No,No,No,No,No,Yes,No,No,Positive
+62,Male,Yes,Yes,No,No,Yes,No,Yes,No,Yes,Yes,Yes,No,Yes,No,Positive
+49,Male,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,No,No,Positive
+53,Male,Yes,No,Yes,No,No,No,No,No,No,Yes,Yes,No,No,No,Positive
+68,Male,Yes,Yes,No,No,Yes,No,Yes,Yes,Yes,No,Yes,No,No,No,Positive
+61,Male,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,No,No,Positive
+39,Male,Yes,Yes,No,No,No,Yes,No,Yes,No,No,No,Yes,No,Yes,Positive
+38,Male,Yes,No,No,No,No,Yes,No,Yes,No,No,No,Yes,No,Yes,Positive
+44,Male,Yes,No,Yes,Yes,No,Yes,No,Yes,No,Yes,No,No,Yes,Yes,Negative
+36,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+43,Male,No,No,No,Yes,No,Yes,No,Yes,No,No,No,No,Yes,No,Negative
+53,Male,No,No,No,Yes,No,No,Yes,Yes,No,Yes,No,Yes,Yes,No,Negative
+47,Male,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,Yes,Negative
+58,Male,No,Yes,No,No,No,No,Yes,Yes,No,No,No,Yes,No,No,Negative
+56,Male,No,No,Yes,Yes,Yes,No,Yes,Yes,No,Yes,No,Yes,Yes,No,Negative
+51,Female,No,No,No,No,No,Yes,No,Yes,No,Yes,No,No,Yes,No,Negative
+59,Female,No,No,No,Yes,No,No,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Negative
+50,Female,No,No,No,Yes,No,No,Yes,Yes,No,Yes,No,No,Yes,No,Negative
+30,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+46,Male,No,No,No,Yes,No,No,No,Yes,No,Yes,No,No,Yes,No,Negative
+53,Male,No,No,No,Yes,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Negative
+64,Male,No,No,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Yes,Yes,No,Negative
+44,Male,Yes,No,Yes,Yes,No,Yes,No,Yes,No,Yes,No,No,Yes,Yes,Negative
+36,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+43,Male,No,No,No,Yes,No,Yes,No,Yes,No,No,No,No,Yes,No,Negative
+53,Male,No,No,No,Yes,No,No,Yes,Yes,No,Yes,No,Yes,Yes,No,Negative
+47,Male,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,Yes,Negative
+58,Male,No,Yes,No,No,No,No,Yes,Yes,No,No,No,Yes,No,No,Negative
+56,Male,No,No,Yes,Yes,Yes,No,Yes,Yes,No,Yes,No,Yes,Yes,No,Negative
+51,Female,No,No,No,No,No,Yes,No,Yes,No,Yes,No,No,Yes,No,Negative
+59,Female,No,No,No,Yes,No,No,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Negative
+50,Female,No,No,No,Yes,No,No,Yes,Yes,No,Yes,No,No,Yes,No,Negative
+30,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+46,Male,No,No,No,Yes,No,No,No,Yes,No,Yes,No,No,Yes,No,Negative
+53,Male,No,No,No,Yes,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Negative
+42,Male,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Negative
+55,Female,Yes,Yes,Yes,Yes,No,No,Yes,No,No,No,Yes,No,No,Yes,Positive
+48,Female,Yes,Yes,Yes,Yes,Yes,No,No,No,No,No,Yes,No,No,No,Positive
+55,Female,Yes,Yes,Yes,No,Yes,No,No,Yes,No,Yes,Yes,No,No,No,Positive
+39,Female,Yes,Yes,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Yes,No,No,No,Positive
+43,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,No,No,No,Yes,Yes,No,Yes,Positive
+35,Female,Yes,Yes,No,Yes,No,No,Yes,No,No,No,No,No,No,No,Positive
+47,Female,No,No,Yes,Yes,Yes,No,No,No,No,No,No,Yes,No,No,Positive
+61,Female,Yes,No,No,No,Yes,No,No,No,Yes,No,No,No,Yes,No,Positive
+67,Male,No,Yes,No,Yes,Yes,No,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,Positive
+66,Male,Yes,Yes,No,Yes,Yes,No,Yes,No,No,No,Yes,Yes,No,No,Positive
+43,Male,Yes,Yes,Yes,Yes,No,Yes,No,No,No,No,No,No,No,No,Positive
+62,Male,Yes,Yes,No,Yes,Yes,No,Yes,No,Yes,No,Yes,Yes,No,No,Positive
+54,Male,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,No,Yes,Yes,No,Positive
+39,Male,Yes,No,Yes,No,No,Yes,No,Yes,Yes,No,No,No,Yes,No,Positive
+48,Male,No,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Yes,No,No,No,No,Positive
+58,Male,Yes,Yes,Yes,Yes,Yes,No,Yes,No,No,Yes,Yes,Yes,No,Yes,Positive
+32,Male,No,No,No,No,No,Yes,No,No,Yes,Yes,No,No,No,Yes,Positive
+42,Male,No,No,No,Yes,Yes,No,No,No,Yes,No,No,Yes,No,No,Positive
+52,Male,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,No,Yes,Yes,Yes,No,No,Positive
+38,Male,No,Yes,No,No,No,Yes,No,No,No,No,No,No,Yes,No,Positive
+53,Male,Yes,Yes,Yes,Yes,Yes,No,Yes,No,Yes,No,Yes,No,Yes,No,Positive
+57,Male,Yes,Yes,Yes,Yes,Yes,No,Yes,No,No,No,Yes,No,No,No,Positive
+41,Male,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,Yes,No,No,No,No,Yes,Positive
+37,Male,No,No,No,Yes,No,No,No,No,No,Yes,No,No,Yes,No,Positive
+54,Male,Yes,Yes,Yes,Yes,No,No,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Positive
+49,Male,Yes,Yes,No,Yes,No,No,Yes,Yes,No,No,No,No,No,No,Positive
+48,Male,Yes,Yes,No,Yes,No,Yes,Yes,Yes,No,No,No,No,No,No,Positive
+60,Male,Yes,No,No,No,No,No,Yes,No,No,No,Yes,No,Yes,No,Positive
+63,Male,Yes,Yes,Yes,Yes,Yes,No,Yes,No,No,No,No,Yes,Yes,Yes,Positive
+35,Male,Yes,No,Yes,No,No,No,No,No,No,No,Yes,No,Yes,No,Positive
+30,Female,Yes,No,Yes,Yes,Yes,No,No,No,No,Yes,No,No,No,No,Positive
+53,Female,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,No,Yes,No,No,Positive
+50,Female,Yes,Yes,Yes,No,Yes,No,No,No,No,Yes,Yes,No,No,No,Positive
+50,Female,No,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Positive
+35,Female,Yes,Yes,Yes,Yes,Yes,No,No,Yes,No,Yes,Yes,Yes,No,No,Positive
+40,Female,Yes,Yes,Yes,Yes,No,No,Yes,Yes,No,No,Yes,Yes,No,No,Positive
+48,Female,No,No,Yes,Yes,No,No,Yes,Yes,No,Yes,Yes,No,No,No,Positive
+60,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,No,Yes,Yes,Yes,No,Yes,Positive
+38,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Positive
+28,Female,No,No,No,No,No,No,Yes,No,No,No,Yes,Yes,No,No,Positive
+68,Female,Yes,Yes,No,Yes,Yes,No,Yes,Yes,No,Yes,Yes,No,No,No,Positive
+35,Female,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Positive
+45,Female,No,No,No,No,Yes,No,Yes,Yes,No,No,Yes,No,No,No,Positive
+48,Female,Yes,Yes,Yes,Yes,Yes,No,Yes,Yes,Yes,Yes,Yes,Yes,No,No,Positive
+40,Female,Yes,Yes,Yes,Yes,No,No,Yes,No,No,Yes,Yes,Yes,No,No,Positive
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+45,Male,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Negative
+57,Male,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,No,No,Negative
+72,Male,Yes,No,No,No,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Negative
+30,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+27,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+38,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+43,Male,No,No,No,Yes,No,Yes,No,Yes,No,Yes,No,No,Yes,No,Negative
+40,Male,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,Negative
+47,Male,No,No,No,No,No,No,No,Yes,No,No,No,No,Yes,No,Negative
+45,Male,No,No,No,No,Yes,Yes,No,No,No,No,No,No,No,No,Negative
+57,Male,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,No,No,Negative
+72,Male,Yes,No,No,No,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Negative
+30,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+27,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+38,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+43,Male,No,No,No,Yes,No,Yes,No,Yes,No,Yes,No,No,Yes,No,Negative
+40,Male,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,Negative
+54,Male,No,No,No,Yes,No,No,No,Yes,No,Yes,No,Yes,Yes,No,Negative
+30,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+46,Male,No,No,No,Yes,No,No,No,Yes,No,Yes,No,No,Yes,No,Negative
+53,Male,No,No,No,Yes,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Negative
+42,Male,No,No,No,No,No,No,No,No,No,No,No,No,Yes,No,Negative
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+46,Male,No,No,No,Yes,No,No,No,Yes,No,Yes,No,No,Yes,No,Negative
+53,Male,No,No,No,Yes,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Negative
+64,Male,No,No,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Yes,Yes,No,Negative
+44,Male,Yes,No,Yes,Yes,No,Yes,No,Yes,No,Yes,No,No,Yes,Yes,Negative
+36,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+43,Male,No,No,No,Yes,No,Yes,No,Yes,No,No,No,No,Yes,No,Negative
+53,Male,No,No,No,Yes,No,No,Yes,Yes,No,Yes,No,Yes,Yes,No,Negative
+47,Male,No,No,No,No,No,No,No,No,Yes,No,Yes,No,No,Yes,Negative
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+64,Male,No,No,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Yes,Yes,No,Negative
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+67,Male,No,No,No,No,Yes,No,Yes,No,No,No,No,Yes,No,No,Negative
+70,Male,Yes,No,No,No,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Negative
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+38,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+35,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+61,Male,No,No,No,Yes,No,Yes,No,Yes,No,Yes,No,No,Yes,No,Negative
+60,Male,No,No,Yes,No,No,No,No,No,No,No,No,No,No,Yes,Negative
+58,Male,No,No,No,Yes,No,No,No,Yes,No,Yes,No,Yes,Yes,No,Negative
+54,Male,No,No,No,No,No,No,No,No,No,No,No,No,No,No,Negative
+67,Male,No,No,No,Yes,No,No,No,Yes,No,Yes,No,No,Yes,No,Negative
+66,Male,No,No,No,Yes,Yes,No,Yes,Yes,No,Yes,Yes,Yes,Yes,No,Negative
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data/diabetes_data_upload_clean.csv ADDED Viewed

	@@ -0,0 +1,521 @@

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data/freqdist_of_age_data.csv ADDED Viewed

	@@ -0,0 +1,10 @@

+,Age,count
+0,Less than 10,0
+1,10-20,1
+2,20-30,44
+3,30-40,123
+4,40-50,145
+5,50-60,127
+6,60-70,66
+7,70-80,10
+8,80 and more,4

eda_app.py ADDED Viewed

	@@ -0,0 +1,93 @@

+import streamlit as st
+import pandas as pd
+import matplotlib.pyplot as plt
+import matplotlib
+matplotlib.use("Agg")
+import seaborn as sns
+import plotly.express as px
+@st.cache_data
+def load_data(data):
+    df=pd.read_csv(data)
+    return df
+def run_eda_app():
+    st.subheader("Exploratory Data Analysis")
+    #df=pd.read_csv("data/diabetes_data_upload.csv")
+    df=load_data("data/diabetes_data_upload.csv")
+    df_encoded=load_data("data/diabetes_data_upload_clean.csv")
+    freq_df=load_data("data/freqdist_of_age_data.csv")
+    submenu=st.sidebar.selectbox("Submenu",["Descriptive","Plots"])
+    if submenu =="Descriptive":
+        st.dataframe(df)
+        with st.expander("Data Types", icon="😊"):
+            st.dataframe(df.dtypes)
+        with st.expander("Descriptive Summary", icon="🚨"):
+            st.dataframe(df_encoded.describe())
+        with st.expander("Class Distribution", icon="🔥"):
+            st.dataframe(df["class"].value_counts())
+        with st.expander("Gender Distribution", icon="👻"):
+            st.dataframe(df["Gender"].value_counts())
+    elif submenu=="Plots":
+        st.subheader("Plots")
+        # Layouts
+        col1, col2= st.columns([2,1])
+        with col1:
+            with st.expander("Dist Plot of Gender"):
+                # #Using Seaborn
+                # fig=plt.figure()
+                # sns.countplot(df["Gender"])
+                # st.pyplot(fig)
+                gen_df=df["Gender"].value_counts().to_frame()
+                gen_df=gen_df.reset_index()
+                gen_df.columns=["Gender Type", "Counts"]
+                #st.dataframe(gen_df)
+                pl=px.pie(gen_df, names="Gender Type", values="Counts")
+                st.plotly_chart(pl, use_container_width=True)
+            with st.expander("Dist Plot of Class"):
+                fig=plt.figure()
+                sns.countplot(df["class"])
+                st.pyplot(fig)
+        with col2:
+            with st.expander("Gender Distribution"):
+                 st.dataframe(gen_df)
+            with st.expander("Class Distribution"):
+                st.dataframe(df["class"].value_counts())
+        with st.expander("Frequency Dist of Age"):
+            st.dataframe(freq_df)
+            p2=px.bar(freq_df, x="Age", y="count")
+            st.plotly_chart(p2, use_container_width=True)
+        with st.expander("Outlier Detection Plot"):
+            fig=plt.figure()
+            sns.boxplot(df["Age"])
+            st.pyplot(fig)
+            st.info("There are some outliers in the Age Feature", icon="ℹ️")
+            p3=px.box(df, x="Age", color="Gender")
+            st.plotly_chart(p3, use_container_width=True)
+        with st.expander("Correlation Plot"):
+            corr_matrix=df_encoded.corr()
+            fig=plt.figure(figsize=(20,10))
+            sns.heatmap(corr_matrix, annot=True)
+            st.pyplot(fig)
+            p4=px.imshow(corr_matrix)
+            st.plotly_chart(p4, use_container_width=True)

ml_app.py ADDED Viewed

	@@ -0,0 +1,129 @@

+import streamlit as st
+import joblib
+import os
+import numpy as np
+attrib_info = """
+#### Attribute Information:
+    - Age 1.20-65
+    - Sex 1. Male, 2.Female
+    - Polyuria 1.Yes, 2.No.
+    - Polydipsia 1.Yes, 2.No.
+    - sudden weight loss 1.Yes, 2.No.
+    - weakness 1.Yes, 2.No.
+    - Polyphagia 1.Yes, 2.No.
+    - Genital thrush 1.Yes, 2.No.
+    - visual blurring 1.Yes, 2.No.
+    - Itching 1.Yes, 2.No.
+    - Irritability 1.Yes, 2.No.
+    - delayed healing 1.Yes, 2.No.
+    - partial paresis 1.Yes, 2.No.
+    - muscle stiness 1.Yes, 2.No.
+    - Alopecia 1.Yes, 2.No.
+    - Obesity 1.Yes, 2.No.
+    - Class 1.Positive, 2.Negative.
+"""
+label_dict = {"No":0,"Yes":1}
+gender_map={"Female":0, "Male":1}
+target_label_map = {"Negative":0,"Positive":1}
+def get_fvalue(val):
+    feature_dict={"No":0, "Yes":1}
+    for key, value in feature_dict.items():
+        if val==key:
+            return value
+def get_value(val, my_dict):
+    for key, value in my_dict.items():
+        if val==key:
+            return value
+@st.cache_data
+def load_model(model_file):
+    loaded_model=joblib.load(open(os.path.join(model_file), "rb"))
+    return loaded_model
+def run_ml_app():
+    st.subheader("From ML Prediction")
+    with st.expander("Attribute Info"):
+        st.markdown(attrib_info)
+    col1, col2= st.columns(2)
+    with col1:
+        age = st.number_input("Age",10,100)
+        gender = st.radio("Gender",("Female","Male"))
+        polyuria = st.radio("Polyuria",["No","Yes"])
+        polydipsia = st.radio("Polydipsia",["No","Yes"])
+        sudden_weight_loss = st.selectbox("Sudden_weight_loss",["No","Yes"])
+        weakness = st.radio("weakness",["No","Yes"])
+        polyphagia = st.radio("polyphagia",["No","Yes"])
+        genital_thrush = st.selectbox("Genital_thrush",["No","Yes"])
+    with col2:
+        visual_blurring = st.selectbox("Visual_blurring",["No","Yes"])
+        itching = st.radio("itching",["No","Yes"])
+        irritability = st.radio("irritability",["No","Yes"])
+        delayed_healing = st.radio("delayed_healing",["No","Yes"])
+        partial_paresis = st.selectbox("Partial_paresis",["No","Yes"])
+        muscle_stiffness = st.radio("muscle_stiffness",["No","Yes"])
+        alopecia = st.radio("alopecia",["No","Yes"])
+        obesity = st.select_slider("obesity",["No","Yes"])
+    with st.expander("Your Selected Options"):
+        result={"Age":age,
+                "gender":gender,
+                "polyuria":polyuria,
+                "polydipsia":polydipsia,
+                "sudden_weight_loss":sudden_weight_loss,
+                "weakness":weakness,
+                "polyphagia":polyphagia,
+                "genital_thrush":genital_thrush,
+                "visual_blurring":visual_blurring,
+                "itching":itching,
+                "irritability": irritability,
+                "delayed_healing":delayed_healing,
+                "partial_paresis":partial_paresis,
+                "muscle_stiffness":muscle_stiffness,
+                "alopecia":alopecia,
+                "obesity":obesity}
+        st.write("In JSON format:")
+        st.write(result)
+        encoded_result=[]
+        for i in result.values():
+            if type(i)==int:
+                encoded_result.append(i)
+            elif i in ["Female","Male"]:
+                res=get_value(i,gender_map)
+                encoded_result.append(res)
+            else:
+                encoded_result.append(get_fvalue(i))
+        st.write("In LIST format")
+        st.write(encoded_result)
+    with st.expander("Prediction Results"):
+        single_sample=np.array(encoded_result).reshape(1,-1)
+        st.write(single_sample)
+        model=load_model("models/logistic_regression_model_diabetes_21_oct_2020.pkl")
+        prediction=model.predict(single_sample)
+        pred_prob=model.predict_proba(single_sample)
+        st.write(prediction)
+        st.write(pred_prob)
+        if prediction==1:
+            st.warning("Positive Risk {}".format(prediction[0]))
+            pred_probability_score={"Negative DM Risk":round(pred_prob[0][0]*100,2), "Positive DM Risk":round(pred_prob[0][1]*100,2)}
+            st.write(pred_probability_score)
+        else:
+            st.success("Negative Risk {}".format(prediction[0]))
+            pred_probability_score={"Negative DM Risk":round(pred_prob[0][0]*100,2), "Positive DM Risk":round(pred_prob[0][1]*100,2)}
+            st.write(pred_probability_score)

models/decision_tree_model_diabetes_21_oct_2020.pkl ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:940a0dd09c95a705e5139cba21f596cc43ad951c130e8c4cbc0fe41b881cf9ad
+size 5293

models/logistic_regression_model_diabetes_21_oct_2020.pkl ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:c84768bf1d2289b830eff2fdada4d8c1f3965cd2d250d1a87d29f38583a14300
+size 1001

requirements.txt ADDED Viewed

	@@ -0,0 +1,8 @@

+joblib==1.4.2
+matplotlib==3.9.2
+numpy==2.1.3
+pandas==2.2.3
+plotly==5.24.1
+seaborn==0.13.2
+streamlit==1.39.0
+scikit-learn