Upload 17 files

.dockerignore

@@ -0,0 +1,5 @@
+.venv
+venv
+__pycache__
+.git
+.DS_Store

.gitattributes

@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+catboost_model_full.cbm filter=lfs diff=lfs merge=lfs -text
+catboost_model_top20.cbm filter=lfs diff=lfs merge=lfs -text

Dockerfile

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+# Use a lightweight Python version
+FROM python:3.9-slim
+
+# Set the working directory inside the container
+WORKDIR /app
+
+# Copy the requirements file first to cache dependencies
+COPY requirements.txt .
+
+# Install Python libraries
+RUN pip install --no-cache-dir -r requirements.txt
+
+# Copy the application code and artifacts folder
+COPY . .
+
+# Expose the port required by Hugging Face
+EXPOSE 7860
+
+# Command to start the server
+CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--port", "7860"]

app.py

@@ -0,0 +1,193 @@
+import os
+import json
+import uvicorn
+import pandas as pd
+import numpy as np
+from fastapi import FastAPI, HTTPException
+from fastapi.middleware.cors import CORSMiddleware
+from pydantic import BaseModel, ConfigDict
+from catboost import CatBoostClassifier
+from typing import Dict, Any
+
+# ==========================================
+# 1. SETUP & CONFIGURATION
+# ==========================================
+
+app = FastAPI(
+    title="PPD Risk Assessment API",
+    description="AI-powered screening tool for Postpartum Depression Risk (Top 20 Features)",
+    version="1.0.0"
+)
+
+# Enable CORS (Allows your frontend/website to talk to this API)
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=["*"],  # In production, replace "*" with your frontend URL
+    allow_credentials=True,
+    allow_methods=["*"],
+    allow_headers=["*"],
+)
+
+ARTIFACTS_DIR = "artifacts"
+
+# ==========================================
+# 2. LOAD ARTIFACTS (The Brain)
+# ==========================================
+
+print("⏳ Loading AI Models and Config...")
+
+try:
+    # A. Load Model
+    model_path = os.path.join(ARTIFACTS_DIR, "catboost_model_top20.cbm")
+    if not os.path.exists(model_path):
+        raise FileNotFoundError(f"Model not found at {model_path}")
+    
+    model = CatBoostClassifier()
+    model.load_model(model_path)
+    print("✅ Model Loaded.")
+
+    # B. Load Metadata (Thresholds & Feature List)
+    meta_path = os.path.join(ARTIFACTS_DIR, "catboost_metadata.json")
+    with open(meta_path, "r") as f:
+        metadata = json.load(f)
+    
+    TOP_FEATURES = metadata["top_features"]
+    
+    # --- THRESHOLD CONFIGURATION ---
+    # Originally 0.3, but we updated to 0.5 to reduce False Positives 
+    # based on your testing (Patient with 43% risk should be Low Risk).
+    THRESHOLD = 0.3 
+    
+    print(f"✅ Metadata Loaded. Threshold set to: {THRESHOLD}")
+
+    # C. Load UI Schema (For Frontend Dynamic Forms)
+    ui_path = os.path.join(ARTIFACTS_DIR, "model_ui_schema.json")
+    with open(ui_path, "r") as f:
+        ui_schema = json.load(f)
+    print("✅ UI Schema Loaded.")
+
+except Exception as e:
+    print(f"❌ CRITICAL ERROR LOADING ARTIFACTS: {e}")
+    raise e
+
+
+# ==========================================
+# 3. DATA VALIDATION (Pydantic)
+# ==========================================
+
+class PatientData(BaseModel):
+    data: Dict[str, Any]
+
+    # Updated for Pydantic V2 (No warnings)
+    model_config = ConfigDict(
+        json_schema_extra={
+            "example": {
+                "data": {
+                    "Need for Support": "High",
+                    "Recieved Support": "Low",
+                    "Abuse": "Yes",
+                    "Disease before pregnancy": "None",
+                    "Occupation before latest pregnancy": "Housewife",
+                    "Pregnancy plan": "Unplanned",
+                    "Relationship with husband": "Bad",
+                    "Major changes or losses during pregnancy": "Yes",
+                    "Relationship with the in-laws": "Bad",
+                    "Birth compliancy": "No",
+                    "Relationship between father and newborn": "Bad",
+                    "Education Level": "Secondary",
+                    "Family type": "Nuclear",
+                    "Diseases during pregnancy": "Yes",
+                    "Trust and share feelings": "No",
+                    "Relationship with the newborn": "Average",
+                    "Occupation After Your Latest Childbirth": "Unemployed",
+                    "Age": 24,
+                    "Addiction": "No",
+                    "Husband's education level": "Secondary"
+                }
+            }
+        }
+    )
+
+# ==========================================
+# 4. HELPER FUNCTIONS
+# ==========================================
+
+def preprocess_input(raw_data: dict) -> pd.DataFrame:
+    """
+    Cleans input dictionary: lowercases strings, handles missing cols, sorts cols.
+    """
+    clean_data = {}
+    
+    # 1. Lowercase string inputs to match model training
+    for k, v in raw_data.items():
+        if isinstance(v, str):
+            clean_data[k] = v.lower()
+        else:
+            clean_data[k] = v
+            
+    # 2. Create DataFrame
+    df = pd.DataFrame([clean_data])
+    
+    # 3. Ensure all Top 20 columns exist (fill missing with 'unknown')
+    # This prevents crashing if the user leaves a field blank
+    for col in TOP_FEATURES:
+        if col not in df.columns:
+            df[col] = "unknown"
+            
+    # 4. Reorder columns to match exactly what the model expects
+    df = df[TOP_FEATURES]
+    
+    return df
+
+# ==========================================
+# 5. API ENDPOINTS
+# ==========================================
+
+@app.get("/")
+def home():
+    """Health check endpoint."""
+    return {"status": "online", "model": "CatBoost Top20", "threshold": THRESHOLD}
+
+@app.get("/config")
+def get_ui_config():
+    """
+    Returns the UI Schema (Dropdown options, Labels).
+    Your Frontend (React/Streamlit) should call this to build the form automatically.
+    """
+    return ui_schema
+
+@app.post("/predict")
+def predict_risk(payload: PatientData):
+    """
+    Main prediction endpoint.
+    Accepts patient data -> Returns Risk Status & Probability.
+    """
+    try:
+        # 1. Preprocess Data
+        input_df = preprocess_input(payload.data)
+        
+        # 2. Get Probability of Risk (Class 1)
+        # [0][1] index gets the probability of "Positive" (Risk)
+        risk_prob = model.predict_proba(input_df)[0][1]
+        
+        # 3. Apply Threshold Logic
+        is_high_risk = bool(risk_prob >= THRESHOLD)
+        
+        return {
+            "prediction": "HIGH RISK" if is_high_risk else "LOW RISK",
+            "risk_probability": round(float(risk_prob), 4),
+            "threshold_used": THRESHOLD,
+            "flag": 1 if is_high_risk else 0,
+            "clinical_note": "Refer to specialist" if is_high_risk else "Standard monitoring"
+        }
+        
+    except Exception as e:
+        raise HTTPException(status_code=500, detail=str(e))
+
+# ==========================================
+# 6. RUNNER
+# ==========================================
+if __name__ == "__main__":
+    # Updated to 0.0.0.0 and 7860 for Docker/Hugging Face compatibility
+    print("🚀 Server starting...")
+    uvicorn.run(app, host="0.0.0.0", port=7860)

catboost_metadata.json

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+{
+    "model_type": "CatBoostClassifier",
+    "top_features": [
+        "Need for Support",
+        "Recieved Support",
+        "Abuse",
+        "Disease before pregnancy",
+        "Occupation before latest pregnancy",
+        "Pregnancy plan",
+        "Relationship with husband",
+        "Major changes or losses during pregnancy",
+        "Relationship with the in-laws",
+        "Birth compliancy",
+        "Relationship between father and newborn",
+        "Education Level",
+        "Family type",
+        "Diseases during pregnancy",
+        "Trust and share feelings",
+        "Relationship with the newborn",
+        "Occupation After Your Latest Childbirth",
+        "Age",
+        "Addiction",
+        "Husband's education level"
+    ],
+    "best_params": {
+        "subsample": 0.8,
+        "learning_rate": 0.025,
+        "l2_leaf_reg": 10,
+        "iterations": 300,
+        "depth": 5,
+        "colsample_bylevel": 0.8
+    },
+    "thresholds": {
+        "clinical_safety": 0.3,
+        "optimal_f1": 0.20671326184410363,
+        "youden_index": 0.550614358431436
+    },
+    "feature_count": 20
+}

catboost_metadata.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ae6d9bc7543f2735c1b207d98fcd124fe80d4c0bf4cc9d36d555df786ab978b0
+size 759

catboost_model_full.cbm

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:893b9fef16fed42a55bb1361d88399c3d653c471a44b9c53f7f1676ee794af30
+size 235600

catboost_model_top20.cbm

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:abff063b0e8b58644b1b51921b67efb8b27b7793598653712eb9988db5692d0c
+size 158248

catboost_model_top20.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ee8e482aeabb20116f068c3b077f9833f75740b32379c9bdd40714c7903e395e
+size 160541

complete_pipeline.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bf5b6308ba1cfb30d67eb8d3cb75d39e1aac3b100c6d1431c2107b48103411f5
+size 161302

feature_importance.csv

@@ -0,0 +1,38 @@
+Feature,Importance
+Need for Support,15.042222120009678
+Abuse,9.339091080920339
+Recieved Support,8.609839818058818
+Disease before pregnancy,7.739789735173962
+Occupation before latest pregnancy,6.916363177777833
+Relationship with husband,5.745591796059059
+Relationship with the in-laws,4.738359290718423
+Pregnancy plan,4.631541265512134
+Diseases during pregnancy,4.172588378586066
+Education Level,3.7578531376896493
+Major changes or losses during pregnancy,3.240475083352054
+Relationship with the newborn,3.206803010913255
+Occupation After Your Latest Childbirth,3.165537424673844
+Family type,3.1042475378897243
+Relationship between father and newborn,2.619858442319472
+Birth compliancy,2.6094396059930807
+Husband's education level,2.3776932414331537
+History of pregnancy loss,1.905569557292066
+Age,1.70265910653884
+Addiction,1.5443764557280488
+Trust and share feelings,1.5141186964790085
+Number of the latest pregnancy,0.8037974744926686
+Mode of delivery,0.6772867877544034
+Gender of newborn,0.35362388904977343
+Newborn illness,0.2434197533437276
+Breastfeed,0.12825783658171686
+Regular checkups,0.10880298773256568
+Marital status,0.000793307926645032
+Residence,0.0
+Number of household members,0.0
+Monthly income before latest pregnancy,0.0
+Husband’s monthly income,0.0
+Total children,0.0
+Current monthly income,0.0
+Pregnancy length,0.0
+Age of immediate older children,0.0
+Age of newborn,0.0

model_ui_schema.json

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+{
+    "app_title": "PPD Risk Assessment",
+    "description": "Enter patient details to screen for Postpartum Depression risk.",
+    "fields": [
+        {
+            "id": "Need for Support",
+            "label": "Select Need for Support",
+            "type": "dropdown",
+            "options": [
+                "high",
+                "low",
+                "medium",
+                "none"
+            ],
+            "default": "high"
+        },
+        {
+            "id": "Recieved Support",
+            "label": "Select Recieved Support",
+            "type": "dropdown",
+            "options": [
+                "high",
+                "low",
+                "medium"
+            ],
+            "default": "high"
+        },
+        {
+            "id": "Abuse",
+            "label": "Select Abuse",
+            "type": "dropdown",
+            "options": [
+                "no",
+                "yes"
+            ],
+            "default": "no"
+        },
+        {
+            "id": "Disease before pregnancy",
+            "label": "Select Disease before pregnancy",
+            "type": "dropdown",
+            "options": [
+                "1.2",
+                "chronic disease",
+                "non-chronic disease",
+                "none"
+            ],
+            "default": "1.2"
+        },
+        {
+            "id": "Occupation before latest pregnancy",
+            "label": "Select Occupation before latest pregnancy",
+            "type": "dropdown",
+            "options": [
+                "business",
+                "doctor",
+                "house wife",
+                "housewife",
+                "other",
+                "service",
+                "student",
+                "teacher"
+            ],
+            "default": "business"
+        },
+        {
+            "id": "Pregnancy plan",
+            "label": "Select Pregnancy plan",
+            "type": "dropdown",
+            "options": [
+                "no",
+                "yes"
+            ],
+            "default": "no"
+        },
+        {
+            "id": "Relationship with husband",
+            "label": "Select Relationship with husband",
+            "type": "dropdown",
+            "options": [
+                "bad",
+                "friendly",
+                "good",
+                "neutral",
+                "poor"
+            ],
+            "default": "bad"
+        },
+        {
+            "id": "Major changes or losses during pregnancy",
+            "label": "Select Major changes or losses during pregnancy",
+            "type": "dropdown",
+            "options": [
+                "no",
+                "yes"
+            ],
+            "default": "no"
+        },
+        {
+            "id": "Relationship with the in-laws",
+            "label": "Select Relationship with the in-laws",
+            "type": "dropdown",
+            "options": [
+                "bad",
+                "friendly",
+                "good",
+                "neutral",
+                "poor"
+            ],
+            "default": "bad"
+        },
+        {
+            "id": "Birth compliancy",
+            "label": "Select Birth compliancy",
+            "type": "dropdown",
+            "options": [
+                "no",
+                "yes"
+            ],
+            "default": "no"
+        },
+        {
+            "id": "Relationship between father and newborn",
+            "label": "Select Relationship between father and newborn",
+            "type": "dropdown",
+            "options": [
+                "bad",
+                "good",
+                "neutral",
+                "very good"
+            ],
+            "default": "bad"
+        },
+        {
+            "id": "Education Level",
+            "label": "Select Education Level",
+            "type": "dropdown",
+            "options": [
+                "college",
+                "high school",
+                "primary school",
+                "university",
+                "unknown"
+            ],
+            "default": "college"
+        },
+        {
+            "id": "Family type",
+            "label": "Select Family type",
+            "type": "dropdown",
+            "options": [
+                "joint",
+                "nuclear"
+            ],
+            "default": "joint"
+        },
+        {
+            "id": "Diseases during pregnancy",
+            "label": "Select Diseases during pregnancy",
+            "type": "dropdown",
+            "options": [
+                "chronic disease",
+                "non-chronic disease",
+                "none"
+            ],
+            "default": "chronic disease"
+        },
+        {
+            "id": "Trust and share feelings",
+            "label": "Select Trust and share feelings",
+            "type": "dropdown",
+            "options": [
+                "no",
+                "yes"
+            ],
+            "default": "no"
+        },
+        {
+            "id": "Relationship with the newborn",
+            "label": "Select Relationship with the newborn",
+            "type": "dropdown",
+            "options": [
+                "bad",
+                "good",
+                "neutral",
+                "very good"
+            ],
+            "default": "bad"
+        },
+        {
+            "id": "Occupation After Your Latest Childbirth",
+            "label": "Select Occupation After Your Latest Childbirth",
+            "type": "dropdown",
+            "options": [
+                "business",
+                "doctor",
+                "house wife",
+                "housewife",
+                "other",
+                "service",
+                "student",
+                "teacher"
+            ],
+            "default": "business"
+        },
+        {
+            "id": "Age",
+            "label": "Enter Age",
+            "type": "number",
+            "min": 18.0,
+            "max": 45.0,
+            "default": 18.0
+        },
+        {
+            "id": "Addiction",
+            "label": "Select Addiction",
+            "type": "dropdown",
+            "options": [
+                "Drinking",
+                "Drugs",
+                "Smoking"
+            ],
+            "default": "Drinking"
+        },
+        {
+            "id": "Husband's education level",
+            "label": "Select Husband's education level",
+            "type": "dropdown",
+            "options": [
+                "College",
+                "High School",
+                "High school",
+                "Primary School",
+                "Primary school",
+                "University"
+            ],
+            "default": "College"
+        }
+    ]
+}

requirements.txt

@@ -0,0 +1,7 @@
+fastapi
+uvicorn
+pandas
+numpy
+catboost
+pydantic
+python-multipart

top20_data_rows.csv

@@ -0,0 +1,641 @@
+Need for Support,Recieved Support,Abuse,Disease before pregnancy,Occupation before latest pregnancy,Pregnancy plan,Relationship with husband,Major changes or losses during pregnancy,Relationship with the in-laws,Birth compliancy,Relationship between father and newborn,Education Level,Family type,Diseases during pregnancy,Trust and share feelings,Relationship with the newborn,Occupation After Your Latest Childbirth,Age,Addiction,Husband's education level
+none,medium,yes,none,housewife,yes,good,no,good,no,good,primary school,nuclear,non-chronic disease,yes,good,housewife,28,Smoking,High School
+low,high,no,chronic disease,doctor,yes,friendly,no,friendly,no,very good,university,nuclear,non-chronic disease,no,very good,doctor,37,nan,University
+low,medium,yes,none,other,yes,good,yes,neutral,no,good,university,nuclear,none,yes,neutral,housewife,32,nan,University
+high,medium,no,non-chronic disease,student,yes,good,no,neutral,yes,neutral,university,nuclear,chronic disease,yes,good,housewife,27,nan,High School
+low,medium,no,none,student,yes,good,no,good,yes,good,university,nuclear,non-chronic disease,yes,good,housewife,26,nan,University
+low,low,no,none,housewife,yes,neutral,yes,bad,no,good,university,joint,none,no,good,housewife,30,nan,University
+none,high,yes,none,housewife,no,good,yes,good,yes,good,college,joint,non-chronic disease,yes,good,housewife,27,nan,College
+low,medium,no,none,teacher,yes,good,no,neutral,no,good,university,joint,none,yes,good,housewife,26,nan,College
+none,high,no,none,student,yes,good,no,good,yes,good,university,nuclear,none,yes,good,student,26,nan,University
+low,low,no,none,housewife,yes,bad,no,bad,no,good,college,nuclear,none,yes,good,student,18,nan,High School
+none,high,yes,chronic disease,housewife,yes,good,no,good,no,good,university,joint,non-chronic disease,yes,good,housewife,31,nan,University
+low,medium,no,none,housewife,yes,good,no,bad,yes,good,university,joint,none,yes,good,housewife,29,nan,University
+low,medium,yes,none,other,no,good,yes,neutral,no,good,university,joint,none,yes,good,housewife,27,nan,College
+low,medium,no,non-chronic disease,teacher,yes,good,yes,neutral,yes,good,university,joint,non-chronic disease,yes,good,teacher,34,nan,University
+low,low,no,none,housewife,yes,good,no,bad,yes,good,college,nuclear,non-chronic disease,yes,good,housewife,23,nan,College
+medium,high,yes,none,housewife,yes,good,no,good,yes,good,high school,joint,non-chronic disease,yes,good,housewife,24,nan,High School
+none,medium,yes,none,housewife,no,good,yes,bad,yes,good,high school,nuclear,non-chronic disease,yes,good,housewife,19,nan,High School
+low,low,no,non-chronic disease,housewife,yes,good,yes,neutral,no,good,university,joint,non-chronic disease,no,good,housewife,33,nan,University
+low,low,yes,none,student,no,good,no,good,yes,good,college,joint,non-chronic disease,no,good,student,24,nan,University
+low,high,yes,chronic disease,service,yes,friendly,no,neutral,yes,very good,university,nuclear,chronic disease,yes,very good,service,30,nan,University
+low,medium,no,chronic disease,housewife,yes,good,no,neutral,no,good,college,nuclear,non-chronic disease,yes,good,housewife,38,nan,University
+high,high,no,none,housewife,no,friendly,no,friendly,no,very good,unknown,nuclear,none,yes,very good,housewife,18,nan,College
+none,high,yes,none,other,yes,good,no,neutral,no,good,university,nuclear,non-chronic disease,no,good,other,23,nan,University
+none,high,yes,none,service,yes,good,no,good,no,good,university,nuclear,non-chronic disease,yes,good,service,34,nan,University
+none,high,no,none,housewife,no,good,no,bad,no,good,university,joint,non-chronic disease,no,good,housewife,32,nan,University
+low,high,yes,chronic disease,housewife,no,good,yes,neutral,yes,good,university,joint,chronic disease,no,good,housewife,27,nan,University
+low,medium,no,chronic disease,doctor,no,neutral,no,neutral,yes,good,university,nuclear,chronic disease,yes,good,housewife,34,nan,University
+low,medium,yes,none,service,yes,neutral,no,neutral,yes,very good,university,joint,chronic disease,yes,very good,service,27,nan,University
+none,low,no,none,service,yes,friendly,no,friendly,no,very good,university,nuclear,non-chronic disease,yes,very good,service,26,nan,University
+low,medium,no,none,housewife,yes,good,no,neutral,yes,good,university,joint,non-chronic disease,no,good,housewife,24,nan,University
+low,low,no,none,teacher,yes,good,yes,neutral,no,good,university,joint,chronic disease,yes,good,teacher,27,nan,University
+low,medium,no,none,housewife,yes,good,no,good,yes,good,primary school,joint,chronic disease,yes,good,housewife,23,nan,High School
+low,medium,yes,chronic disease,housewife,yes,good,no,bad,yes,good,college,joint,non-chronic disease,no,good,housewife,27,nan,College
+none,low,yes,none,housewife,yes,good,no,good,yes,good,university,joint,none,no,good,housewife,27,nan,University
+none,high,no,none,student,yes,good,yes,neutral,yes,good,university,joint,non-chronic disease,yes,good,housewife,26,nan,University
+low,medium,no,none,student,no,good,no,neutral,no,good,university,nuclear,none,yes,neutral,student,25,nan,University
+low,medium,no,none,other,no,good,no,bad,yes,good,university,joint,chronic disease,no,good,housewife,28,nan,University
+medium,medium,yes,non-chronic disease,housewife,yes,good,no,neutral,yes,good,university,joint,non-chronic disease,yes,good,housewife,31,nan,University
+low,medium,no,none,student,yes,good,no,bad,no,good,university,nuclear,none,yes,good,housewife,25,nan,University
+low,high,no,chronic disease,other,yes,neutral,no,neutral,no,good,university,nuclear,non-chronic disease,no,good,other,31,nan,University
+low,low,yes,none,housewife,no,good,no,good,yes,good,college,joint,none,yes,good,housewife,23,nan,High School
+low,high,yes,none,housewife,no,good,no,bad,no,good,unknown,nuclear,non-chronic disease,yes,good,housewife,24,nan,Primary School
+low,medium,yes,none,student,no,good,yes,good,yes,good,university,joint,non-chronic disease,yes,good,student,25,nan,University
+low,low,yes,none,teacher,yes,good,yes,good,no,good,university,nuclear,none,no,good,teacher,31,nan,University
+low,low,no,none,service,no,good,yes,neutral,no,bad,college,nuclear,non-chronic disease,no,good,service,31,nan,University
+none,medium,yes,none,housewife,yes,good,no,neutral,no,good,unknown,nuclear,non-chronic disease,yes,good,housewife,24,nan,University
+low,medium,no,chronic disease,housewife,yes,good,no,neutral,yes,good,college,nuclear,chronic disease,yes,good,housewife,25,nan,University
+low,medium,no,non-chronic disease,student,yes,bad,yes,bad,yes,good,university,joint,non-chronic disease,yes,good,housewife,26,nan,University
+none,medium,yes,none,housewife,yes,good,no,neutral,no,good,university,nuclear,none,yes,good,housewife,33,nan,University
+high,high,yes,none,other,no,good,no,neutral,yes,good,high school,nuclear,non-chronic disease,no,good,other,25,Smoking,High School
+none,low,yes,none,housewife,no,good,no,neutral,no,good,university,nuclear,none,no,good,housewife,29,nan,College
+low,low,yes,none,student,yes,good,no,good,no,good,university,joint,none,yes,good,housewife,21,nan,University
+low,medium,no,none,housewife,yes,good,no,bad,yes,good,university,joint,chronic disease,no,good,housewife,32,nan,College
+low,medium,no,none,housewife,yes,good,yes,good,no,good,university,nuclear,none,no,good,housewife,25,nan,University
+low,low,no,none,student,yes,neutral,yes,neutral,no,neutral,university,joint,chronic disease,yes,good,student,24,nan,University
+low,low,yes,none,housewife,yes,good,no,neutral,no,good,university,nuclear,none,yes,neutral,housewife,28,nan,University
+low,low,no,none,housewife,no,neutral,yes,bad,no,neutral,university,nuclear,none,no,good,housewife,25,nan,University
+low,medium,yes,chronic disease,housewife,yes,good,no,neutral,yes,good,college,nuclear,chronic disease,no,good,housewife,33,nan,High School
+low,high,yes,none,housewife,yes,good,no,neutral,no,good,university,joint,chronic disease,yes,good,housewife,28,nan,University
+low,high,no,none,student,yes,good,no,good,no,good,university,nuclear,non-chronic disease,yes,good,housewife,26,nan,University
+low,high,yes,none,doctor,yes,good,yes,good,no,good,university,nuclear,none,yes,good,doctor,30,nan,University
+low,high,yes,none,housewife,yes,good,no,neutral,no,good,primary school,nuclear,non-chronic disease,yes,good,housewife,30,nan,Primary School
+low,high,yes,chronic disease,student,no,good,no,good,no,good,university,joint,chronic disease,yes,good,housewife,22,nan,University
+low,low,yes,none,housewife,yes,good,no,good,no,neutral,college,nuclear,non-chronic disease,yes,neutral,housewife,21,nan,College
+low,high,no,none,housewife,yes,good,no,good,yes,good,high school,nuclear,none,yes,good,housewife,30,nan,Primary School
+low,low,no,chronic disease,teacher,yes,good,yes,good,yes,good,university,joint,none,yes,good,housewife,27,nan,College
+medium,medium,no,none,doctor,yes,neutral,yes,bad,no,good,university,joint,none,yes,good,housewife,30,nan,University
+none,high,no,none,housewife,yes,good,yes,neutral,yes,good,university,nuclear,none,yes,good,housewife,27,nan,University
+low,high,no,none,doctor,yes,good,yes,good,no,good,university,nuclear,none,no,good,doctor,25,nan,University
+low,high,no,none,housewife,yes,good,yes,neutral,no,good,university,joint,non-chronic disease,yes,good,housewife,25,nan,University
+low,low,no,none,service,yes,neutral,yes,bad,yes,neutral,university,nuclear,none,yes,good,service,33,nan,University
+medium,medium,no,none,other,yes,neutral,yes,bad,no,good,university,nuclear,non-chronic disease,yes,good,housewife,26,nan,College
+low,low,no,chronic disease,service,yes,good,yes,neutral,yes,good,university,nuclear,chronic disease,no,good,housewife,32,nan,University
+none,medium,yes,none,housewife,yes,good,no,neutral,no,good,university,nuclear,none,no,good,housewife,30,nan,College
+low,high,no,none,service,yes,good,no,good,no,good,university,joint,none,yes,good,service,36,nan,University
+none,high,yes,none,housewife,yes,good,no,bad,no,good,university,joint,none,no,good,housewife,22,nan,College
+none,medium,no,none,student,no,friendly,no,neutral,no,very good,university,nuclear,none,yes,very good,student,25,nan,University
+low,medium,no,non-chronic disease,service,no,bad,yes,bad,no,good,university,joint,non-chronic disease,no,good,service,30,nan,University
+low,medium,no,non-chronic disease,housewife,yes,neutral,no,neutral,yes,good,college,joint,none,no,good,housewife,25,nan,College
+low,medium,no,non-chronic disease,teacher,no,good,no,good,no,good,university,nuclear,none,no,good,teacher,27,nan,University
+low,high,no,none,service,no,neutral,yes,neutral,yes,neutral,university,joint,none,yes,good,service,27,nan,University
+none,medium,no,none,business,yes,good,no,neutral,yes,good,university,nuclear,non-chronic disease,yes,good,housewife,34,nan,University
+low,high,yes,none,housewife,yes,neutral,no,neutral,yes,neutral,college,joint,non-chronic disease,no,good,housewife,18,nan,High School
+low,medium,no,none,service,no,good,yes,bad,no,good,university,nuclear,none,no,good,service,29,nan,University
+low,medium,yes,none,teacher,yes,good,yes,neutral,yes,good,university,joint,non-chronic disease,yes,good,housewife,30,nan,University
+none,low,no,none,housewife,yes,good,yes,good,yes,good,university,nuclear,none,no,good,housewife,36,nan,University
+none,medium,yes,none,other,yes,good,no,good,no,good,university,joint,none,yes,good,other,32,nan,University
+low,low,no,non-chronic disease,housewife,yes,neutral,yes,bad,no,good,university,joint,non-chronic disease,yes,bad,housewife,31,nan,University
+low,high,no,chronic disease,housewife,no,good,no,good,yes,good,high school,nuclear,non-chronic disease,no,bad,housewife,21,nan,Primary School
+low,low,no,none,housewife,no,bad,no,bad,no,good,university,nuclear,non-chronic disease,yes,good,housewife,29,nan,University
+medium,medium,yes,none,housewife,no,neutral,no,neutral,no,neutral,unknown,joint,none,no,very good,housewife,35,nan,High school
+low,low,no,chronic disease,student,yes,neutral,yes,bad,yes,good,university,joint,non-chronic disease,no,good,housewife,27,nan,University
+low,medium,no,none,housewife,yes,good,yes,bad,no,good,university,nuclear,none,no,good,housewife,28,nan,University
+low,low,yes,chronic disease,housewife,no,good,no,neutral,no,good,university,nuclear,chronic disease,yes,good,housewife,33,nan,University
+low,high,yes,none,housewife,yes,good,no,good,no,good,university,joint,none,yes,good,housewife,28,nan,University
+low,low,yes,none,housewife,yes,good,yes,neutral,no,good,college,joint,non-chronic disease,no,good,housewife,22,nan,High School
+low,medium,yes,none,teacher,yes,good,yes,good,yes,good,university,nuclear,chronic disease,yes,good,housewife,29,nan,University
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+low,medium,no,none,other,no,bad,yes,bad,no,neutral,university,joint,none,yes,good,housewife,27,nan,University
+low,high,no,none,housewife,yes,good,no,good,yes,good,university,joint,non-chronic disease,yes,good,housewife,23,nan,University
+low,medium,no,chronic disease,housewife,yes,neutral,yes,neutral,no,neutral,university,nuclear,non-chronic disease,yes,good,housewife,30,nan,University
+low,medium,yes,non-chronic disease,doctor,yes,good,no,good,no,good,university,joint,none,yes,good,doctor,28,nan,University
+low,low,yes,chronic disease,student,yes,good,no,good,no,good,university,nuclear,non-chronic disease,yes,good,housewife,26,nan,University
+none,high,yes,none,housewife,yes,good,no,good,no,good,high school,joint,non-chronic disease,no,good,housewife,28,nan,High School
+low,medium,yes,none,housewife,yes,good,no,neutral,no,good,college,nuclear,none,yes,good,housewife,21,nan,High School
+none,high,no,none,housewife,no,good,yes,good,no,good,high school,joint,chronic disease,yes,good,housewife,19,nan,University
+low,high,yes,none,housewife,yes,good,yes,good,no,good,university,joint,none,yes,good,housewife,21,nan,University
+low,high,yes,non-chronic disease,student,yes,friendly,yes,neutral,no,very good,university,nuclear,none,yes,very good,doctor,26,nan,University
+low,medium,yes,chronic disease,housewife,yes,good,no,good,yes,good,college,joint,chronic disease,yes,good,housewife,29,Smoking,College
+low,medium,no,none,teacher,yes,good,no,neutral,no,good,university,nuclear,non-chronic disease,yes,good,teacher,38,nan,University
+low,low,no,chronic disease,housewife,yes,good,yes,neutral,no,good,university,joint,non-chronic disease,yes,good,housewife,32,nan,University
+low,high,yes,none,service,yes,good,no,neutral,no,good,university,joint,none,yes,good,service,36,nan,University
+low,high,yes,none,student,no,good,no,neutral,no,bad,university,joint,non-chronic disease,yes,good,housewife,25,nan,University
+none,high,yes,none,student,yes,good,no,good,no,good,university,joint,none,yes,good,student,25,nan,University
+none,high,no,none,doctor,no,good,no,bad,no,good,university,joint,none,yes,good,doctor,28,nan,University
+low,medium,yes,none,other,yes,neutral,no,neutral,no,good,college,nuclear,none,no,good,housewife,28,nan,Primary School
+low,medium,yes,none,service,yes,neutral,yes,bad,no,good,university,nuclear,chronic disease,no,good,service,30,nan,University
+none,medium,yes,chronic disease,doctor,no,good,no,good,yes,good,university,joint,chronic disease,yes,good,doctor,36,nan,University
+low,medium,no,none,housewife,yes,neutral,yes,bad,yes,good,university,joint,non-chronic disease,yes,good,housewife,23,nan,University
+medium,high,yes,none,housewife,yes,good,no,good,no,good,university,nuclear,non-chronic disease,yes,good,housewife,36,nan,College
+low,medium,yes,none,housewife,no,good,yes,neutral,yes,neutral,university,nuclear,non-chronic disease,yes,neutral,housewife,27,nan,University
+medium,high,yes,non-chronic disease,housewife,yes,friendly,no,friendly,no,very good,high school,joint,chronic disease,yes,very good,housewife,20,nan,College
+low,medium,no,none,housewife,yes,bad,yes,good,no,good,university,joint,none,yes,good,housewife,26,nan,High School
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+low,high,yes,none,housewife,yes,good,no,good,no,good,university,nuclear,none,yes,good,housewife,29,nan,University
+low,low,yes,chronic disease,teacher,yes,good,yes,neutral,yes,good,university,nuclear,none,yes,good,teacher,37,nan,University
+low,medium,no,non-chronic disease,student,yes,neutral,no,good,no,good,university,joint,none,no,good,housewife,26,nan,University
+low,low,yes,none,student,yes,good,no,bad,no,good,university,nuclear,non-chronic disease,yes,good,housewife,26,nan,University
+low,medium,no,none,housewife,yes,bad,no,bad,yes,good,university,joint,non-chronic disease,yes,good,housewife,22,nan,University
+low,medium,no,none,housewife,yes,good,yes,bad,yes,good,university,nuclear,non-chronic disease,yes,good,housewife,38,nan,University
+low,medium,no,none,teacher,yes,neutral,yes,bad,no,good,university,nuclear,none,no,good,teacher,33,nan,University
+low,low,no,none,housewife,no,bad,no,bad,yes,good,university,nuclear,none,yes,good,housewife,22,nan,University
+low,medium,no,chronic disease,housewife,yes,good,no,good,yes,good,primary school,nuclear,non-chronic disease,yes,good,housewife,24,nan,High School
+low,medium,yes,chronic disease,housewife,no,good,yes,good,no,neutral,college,joint,non-chronic disease,no,neutral,housewife,35,nan,University
+low,high,yes,chronic disease,student,no,good,no,good,yes,good,university,joint,chronic disease,yes,good,student,24,nan,College
+low,medium,no,none,teacher,no,good,no,bad,no,good,university,nuclear,non-chronic disease,yes,good,teacher,32,nan,University
+none,low,yes,none,teacher,yes,good,no,good,no,good,university,nuclear,none,yes,good,teacher,31,nan,University
+medium,medium,no,none,other,yes,good,yes,bad,no,good,university,joint,none,yes,neutral,other,27,nan,University
+low,medium,no,none,student,no,good,yes,bad,no,good,university,nuclear,none,no,good,housewife,25,nan,College
+low,medium,no,none,housewife,no,good,yes,neutral,yes,good,college,joint,non-chronic disease,no,good,housewife,25,nan,University
+low,high,yes,none,housewife,yes,good,no,good,yes,good,high school,joint,chronic disease,yes,good,housewife,19,nan,High School
+low,low,no,none,housewife,yes,good,yes,bad,no,good,university,nuclear,non-chronic disease,yes,good,housewife,30,nan,University
+medium,medium,no,none,other,yes,bad,yes,good,yes,good,university,nuclear,none,no,good,other,30,nan,University
+low,high,yes,none,teacher,yes,good,no,good,yes,good,university,joint,chronic disease,yes,good,teacher,30,nan,University
+medium,medium,no,none,housewife,yes,good,yes,good,no,good,university,nuclear,non-chronic disease,yes,good,housewife,30,nan,University
+low,medium,no,none,other,no,good,no,neutral,no,good,college,joint,none,yes,good,other,21,nan,Primary School
+low,low,no,none,student,yes,good,no,good,no,good,university,joint,none,yes,good,housewife,28,nan,University
+low,medium,no,none,service,no,good,no,bad,no,good,university,joint,none,yes,good,service,37,nan,University
+low,high,no,none,student,no,neutral,no,neutral,no,good,university,joint,none,yes,good,housewife,26,nan,University
+low,high,yes,none,student,yes,good,no,neutral,no,good,university,nuclear,none,yes,good,student,23,nan,University
+low,medium,no,none,housewife,yes,bad,yes,neutral,yes,good,university,nuclear,none,yes,good,housewife,22,nan,University
+none,high,yes,none,teacher,yes,good,no,good,yes,good,university,joint,non-chronic disease,yes,good,teacher,22,nan,High School
+low,medium,yes,non-chronic disease,housewife,no,good,no,neutral,no,good,high school,nuclear,non-chronic disease,yes,good,housewife,28,nan,College
+low,medium,yes,none,housewife,no,good,yes,neutral,yes,good,university,nuclear,non-chronic disease,yes,good,housewife,30,nan,University
+low,high,no,none,housewife,no,neutral,no,neutral,yes,good,university,joint,none,no,good,housewife,22,nan,University
+none,medium,yes,none,student,yes,good,no,good,no,good,university,joint,none,yes,good,student,24,nan,University
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+none,low,yes,none,housewife,no,good,no,good,yes,good,university,nuclear,non-chronic disease,yes,good,housewife,36,nan,University
+none,high,yes,chronic disease,housewife,no,good,no,good,no,good,high school,joint,none,yes,good,housewife,30,nan,High School
+none,low,yes,none,housewife,yes,good,no,good,no,good,university,joint,none,yes,good,housewife,27,nan,University
+low,high,yes,none,housewife,yes,good,no,neutral,no,good,university,joint,non-chronic disease,yes,good,housewife,33,nan,University
+low,high,yes,none,housewife,yes,good,no,good,yes,good,university,joint,none,yes,good,housewife,27,nan,College
+low,high,yes,none,service,no,neutral,no,good,yes,good,university,joint,chronic disease,yes,good,service,27,nan,University
+low,low,yes,none,housewife,yes,good,no,good,no,good,university,joint,none,yes,good,housewife,31,nan,University
+low,low,no,none,housewife,yes,neutral,yes,neutral,yes,neutral,university,joint,none,no,good,housewife,36,nan,University
+low,high,yes,none,teacher,yes,good,no,good,yes,good,university,joint,chronic disease,yes,good,teacher,36,nan,University
+low,low,yes,none,housewife,yes,neutral,no,good,no,good,college,nuclear,none,yes,good,housewife,25,nan,High School
+low,low,no,none,housewife,yes,good,no,good,no,good,university,joint,none,no,good,housewife,26,nan,University
+low,medium,no,chronic disease,housewife,yes,neutral,no,neutral,no,bad,college,joint,none,no,good,housewife,27,nan,College
+low,high,no,chronic disease,service,yes,good,yes,good,yes,good,primary school,joint,none,no,good,housewife,22,Smoking,University
+low,medium,no,non-chronic disease,housewife,yes,neutral,no,neutral,yes,good,university,joint,none,yes,good,housewife,22,nan,University
+medium,high,yes,none,service,yes,neutral,no,neutral,no,very good,university,nuclear,chronic disease,yes,very good,service,30,nan,University
+high,high,yes,chronic disease,housewife,no,good,no,good,no,good,university,nuclear,non-chronic disease,yes,good,housewife,37,nan,University
+none,high,no,none,housewife,no,good,no,good,no,good,university,nuclear,none,yes,good,housewife,27,nan,University
+low,medium,yes,none,housewife,yes,good,no,neutral,yes,good,high school,joint,non-chronic disease,yes,good,housewife,18,nan,nan
+low,high,no,none,housewife,no,good,no,bad,no,good,university,joint,none,yes,good,housewife,30,nan,University
+none,high,yes,none,student,yes,good,no,good,no,good,university,nuclear,none,yes,good,student,23,nan,University
+none,medium,no,none,service,no,neutral,yes,good,no,good,university,joint,none,yes,good,service,29,nan,University
+low,low,no,none,housewife,no,good,yes,bad,yes,good,high school,joint,non-chronic disease,no,good,housewife,21,nan,High School
+low,high,no,none,housewife,yes,good,yes,good,yes,good,high school,joint,none,yes,good,housewife,19,nan,College
+low,high,yes,none,housewife,no,good,no,good,yes,good,college,joint,non-chronic disease,yes,good,housewife,27,nan,High School
+low,low,yes,none,housewife,yes,neutral,no,neutral,no,good,university,nuclear,none,no,good,housewife,33,nan,University
+low,high,yes,none,housewife,yes,good,no,good,no,good,high school,nuclear,none,yes,good,housewife,26,nan,High School
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+low,medium,yes,none,housewife,yes,good,no,good,yes,good,college,nuclear,chronic disease,no,good,housewife,38,nan,University
+low,medium,yes,none,housewife,yes,good,no,neutral,yes,good,high school,nuclear,none,yes,good,housewife,22,nan,High School
+low,medium,no,none,student,yes,good,yes,bad,yes,neutral,university,nuclear,chronic disease,no,good,housewife,26,nan,University
+low,medium,no,none,teacher,yes,good,yes,good,yes,good,university,joint,chronic disease,yes,good,teacher,28,nan,University
+low,medium,yes,none,teacher,yes,good,no,neutral,no,good,university,joint,none,yes,good,teacher,32,nan,University
+low,medium,no,none,other,yes,bad,yes,bad,no,bad,university,joint,none,yes,good,housewife,27,nan,High School
+none,high,yes,none,doctor,yes,good,no,good,no,good,university,joint,none,yes,good,doctor,30,nan,University
+none,high,yes,none,housewife,yes,good,no,good,yes,good,university,joint,chronic disease,yes,good,housewife,24,nan,University
+low,low,yes,chronic disease,housewife,no,good,yes,bad,no,good,college,nuclear,non-chronic disease,yes,good,housewife,31,nan,University
+medium,high,yes,none,housewife,no,neutral,yes,neutral,no,very good,university,joint,none,no,neutral,housewife,26,nan,University
+medium,high,no,none,housewife,no,friendly,no,friendly,yes,very good,high school,joint,chronic disease,no,very good,housewife,31,nan,Primary school
+low,high,yes,non-chronic disease,housewife,yes,good,no,good,yes,good,college,joint,none,yes,good,housewife,22,nan,University
+low,high,yes,chronic disease,student,yes,good,no,good,yes,good,university,joint,none,no,good,housewife,26,nan,University
+none,high,no,none,service,no,good,no,good,yes,good,university,nuclear,none,yes,good,service,31,nan,University
+medium,high,yes,chronic disease,other,yes,good,no,good,no,good,high school,nuclear,none,yes,good,other,25,nan,High School
+high,low,no,none,housewife,yes,neutral,yes,neutral,no,good,university,nuclear,non-chronic disease,yes,good,business,40,nan,University
+none,high,yes,none,service,no,good,no,neutral,yes,good,university,nuclear,non-chronic disease,yes,good,service,29,nan,University
+low,medium,yes,none,other,no,good,yes,good,yes,neutral,university,joint,none,no,neutral,housewife,25,nan,High School
+medium,high,yes,none,housewife,no,neutral,no,neutral,no,neutral,primary school,nuclear,none,no,very good,housewife,33,nan,Primary school
+low,high,yes,none,housewife,no,good,no,neutral,no,good,college,nuclear,none,yes,good,housewife,32,nan,University
+high,low,no,none,student,no,good,no,good,no,good,university,nuclear,non-chronic disease,yes,good,student,26,nan,University
+low,high,yes,none,housewife,no,good,no,good,yes,good,high school,nuclear,none,yes,good,housewife,27,nan,High School
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+low,medium,yes,non-chronic disease,housewife,yes,good,no,neutral,no,good,university,nuclear,chronic disease,yes,good,housewife,31,nan,University
+none,high,yes,none,housewife,yes,neutral,no,neutral,no,good,high school,joint,non-chronic disease,yes,neutral,housewife,21,nan,High School
+none,high,yes,none,housewife,yes,good,no,good,no,good,university,joint,none,yes,good,housewife,29,nan,University
+none,high,yes,none,housewife,yes,good,yes,good,yes,good,high school,nuclear,none,no,good,housewife,22,nan,Primary School
+none,high,yes,none,doctor,yes,good,no,good,yes,good,university,nuclear,chronic disease,yes,good,doctor,32,nan,University
+medium,medium,yes,none,other,no,poor,yes,neutral,yes,very good,university,joint,none,no,neutral,other,26,nan,University
+medium,low,no,chronic disease,other,no,good,yes,neutral,no,good,university,nuclear,chronic disease,no,good,housewife,34,nan,University
+low,medium,no,chronic disease,teacher,no,bad,yes,bad,no,good,university,nuclear,chronic disease,yes,good,housewife,29,nan,College
+medium,high,yes,none,housewife,yes,friendly,no,friendly,yes,very good,primary school,nuclear,none,yes,very good,housewife,25,nan,College
+low,medium,no,chronic disease,housewife,no,good,no,good,yes,neutral,high school,joint,non-chronic disease,no,good,housewife,32,nan,Primary School
+low,medium,no,none,service,yes,good,yes,neutral,no,good,university,nuclear,chronic disease,yes,good,service,28,nan,University
+medium,high,yes,none,housewife,yes,good,no,good,no,good,college,nuclear,none,no,good,housewife,24,nan,University
+low,medium,yes,chronic disease,housewife,yes,good,no,neutral,yes,good,university,nuclear,chronic disease,no,good,housewife,24,nan,College
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+low,low,yes,none,housewife,yes,good,no,good,no,good,university,nuclear,non-chronic disease,no,good,housewife,34,nan,University
+low,medium,no,none,housewife,yes,good,yes,neutral,yes,good,university,joint,chronic disease,yes,good,service,24,nan,University
+low,high,yes,none,house wife,yes,friendly,yes,neutral,yes,very good,university,nuclear,chronic disease,no,very good,housewife,28,nan,University
+medium,high,no,non-chronic disease,other,yes,good,no,neutral,no,good,university,joint,non-chronic disease,no,good,housewife,26,nan,University
+low,medium,yes,non-chronic disease,housewife,yes,good,no,good,yes,good,college,nuclear,non-chronic disease,yes,good,housewife,30,nan,College
+low,medium,no,none,doctor,yes,neutral,yes,bad,no,good,university,joint,non-chronic disease,yes,good,doctor,32,nan,University
+low,high,no,none,student,yes,good,no,neutral,no,good,university,nuclear,none,yes,good,student,25,nan,University
+low,medium,yes,none,service,no,good,no,neutral,no,good,university,nuclear,none,yes,good,housewife,32,nan,University
+none,high,yes,none,other,yes,good,no,neutral,no,good,university,nuclear,none,no,good,housewife,26,nan,University
+low,medium,no,none,student,yes,neutral,yes,neutral,yes,good,university,joint,non-chronic disease,no,good,student,22,nan,University
+medium,high,no,none,housewife,yes,friendly,no,poor,no,very good,college,nuclear,none,yes,very good,housewife,24,nan,University
+medium,medium,no,none,other,yes,good,no,neutral,yes,good,university,nuclear,non-chronic disease,yes,good,housewife,25,nan,University
+low,medium,no,none,student,no,good,yes,neutral,yes,good,university,joint,chronic disease,no,good,housewife,21,nan,University
+low,low,no,chronic disease,student,no,good,no,good,yes,good,university,joint,chronic disease,yes,good,student,24,nan,College
+low,medium,yes,none,housewife,yes,good,no,neutral,no,good,high school,nuclear,none,yes,good,housewife,28,nan,College
+none,medium,no,non-chronic disease,student,yes,good,no,neutral,yes,good,university,joint,chronic disease,yes,good,student,26,nan,University
+none,low,no,none,housewife,yes,good,no,neutral,no,good,college,nuclear,none,yes,good,housewife,36,nan,University
+low,high,no,non-chronic disease,service,no,good,yes,neutral,yes,good,university,nuclear,none,yes,good,housewife,27,nan,University
+none,high,no,none,student,yes,good,no,good,no,good,university,joint,chronic disease,yes,good,student,25,nan,University
+low,low,no,none,housewife,no,neutral,no,neutral,no,neutral,university,nuclear,none,no,neutral,housewife,26,nan,University
+low,medium,yes,none,housewife,yes,good,yes,good,yes,good,university,nuclear,chronic disease,no,good,housewife,30,nan,High School
+none,high,yes,none,housewife,yes,good,no,good,no,good,high school,joint,non-chronic disease,yes,good,housewife,20,nan,High School
+medium,high,yes,non-chronic disease,service,yes,good,no,good,yes,good,university,joint,none,yes,good,service,27,nan,High School
+low,low,yes,chronic disease,business,no,neutral,no,bad,yes,neutral,primary school,nuclear,chronic disease,no,good,business,33,nan,Primary School
+low,medium,no,chronic disease,housewife,yes,good,no,good,yes,good,university,joint,non-chronic disease,yes,good,housewife,28,nan,University
+low,high,yes,none,student,yes,good,no,good,yes,good,university,nuclear,none,yes,good,student,25,nan,University
+none,high,yes,none,student,yes,good,no,good,no,good,university,joint,none,no,good,student,26,nan,University
+none,medium,yes,none,housewife,yes,good,no,neutral,no,good,college,joint,non-chronic disease,no,good,housewife,26,nan,High School
+low,high,yes,none,housewife,yes,good,yes,good,no,good,university,nuclear,none,yes,good,housewife,27,nan,University
+none,high,yes,none,service,yes,good,no,good,no,good,university,joint,chronic disease,yes,good,service,30,nan,University
+low,high,yes,none,other,yes,good,no,neutral,no,good,university,joint,non-chronic disease,yes,good,other,31,nan,University
+low,low,yes,chronic disease,housewife,yes,good,no,good,no,good,college,nuclear,non-chronic disease,no,good,housewife,37,nan,University
+low,medium,no,none,doctor,yes,good,yes,good,no,good,university,joint,none,yes,good,housewife,28,nan,University
+low,low,yes,none,housewife,no,good,yes,good,yes,good,college,nuclear,non-chronic disease,yes,good,housewife,22,nan,College
+medium,high,no,none,housewife,yes,friendly,no,friendly,no,very good,high school,nuclear,none,no,very good,housewife,22,nan,University
+medium,high,no,none,student,yes,friendly,no,friendly,no,very good,university,nuclear,none,yes,very good,housewife,26,nan,University
+low,medium,yes,non-chronic disease,housewife,yes,good,yes,good,yes,good,university,nuclear,chronic disease,no,neutral,housewife,30,nan,University
+low,medium,yes,none,other,no,good,yes,good,yes,good,university,joint,non-chronic disease,no,good,housewife,24,nan,University
+low,high,yes,none,student,no,good,yes,good,yes,good,university,nuclear,non-chronic disease,yes,good,student,24,nan,University
+low,low,no,non-chronic disease,student,no,neutral,no,good,yes,good,university,joint,non-chronic disease,yes,good,housewife,23,nan,University
+low,high,no,none,housewife,yes,good,no,bad,no,good,college,joint,chronic disease,yes,good,housewife,26,nan,University
+low,low,no,none,housewife,yes,good,yes,good,yes,good,university,nuclear,none,yes,good,housewife,27,nan,University
+none,high,no,none,housewife,yes,good,no,good,no,good,high school,joint,none,no,good,housewife,18,nan,High School
+none,high,no,none,housewife,no,good,no,bad,no,good,high school,nuclear,none,yes,good,housewife,21,nan,High School
+low,medium,yes,chronic disease,doctor,yes,good,yes,neutral,no,good,university,joint,none,yes,good,doctor,30,nan,University
+low,medium,no,none,housewife,yes,neutral,yes,bad,no,neutral,university,nuclear,non-chronic disease,yes,neutral,housewife,28,nan,University
+low,medium,yes,none,housewife,yes,good,no,good,no,good,university,nuclear,chronic disease,yes,good,housewife,30,nan,University
+low,medium,no,none,service,no,good,yes,neutral,yes,good,university,nuclear,none,yes,good,service,27,nan,University
+none,medium,yes,none,housewife,yes,good,no,good,no,good,high school,joint,none,no,good,housewife,21,nan,University
+none,high,yes,none,housewife,yes,good,no,good,no,good,university,joint,chronic disease,yes,good,housewife,25,nan,University
+none,low,yes,none,student,yes,good,no,neutral,no,good,university,nuclear,non-chronic disease,yes,good,student,22,nan,University
+none,medium,no,none,housewife,yes,good,no,neutral,no,good,university,nuclear,none,no,good,housewife,33,nan,University
+low,low,no,chronic disease,housewife,no,bad,yes,bad,no,neutral,college,joint,chronic disease,no,good,housewife,31,nan,High School
+low,medium,yes,none,housewife,yes,neutral,no,neutral,no,neutral,high school,nuclear,none,yes,good,housewife,23,nan,Primary School
+low,medium,no,none,student,no,good,no,bad,no,good,university,nuclear,none,yes,good,teacher,27,nan,University
+low,medium,yes,none,other,yes,good,yes,neutral,no,good,high school,nuclear,none,no,good,housewife,18,nan,High School
+low,high,yes,none,other,yes,good,no,good,no,good,university,nuclear,none,yes,good,other,31,nan,University
+low,medium,yes,none,other,yes,good,no,neutral,no,good,high school,nuclear,none,no,good,housewife,23,nan,College
+none,low,yes,none,housewife,yes,good,no,neutral,no,good,university,nuclear,none,yes,good,housewife,30,nan,College
+low,medium,no,none,housewife,no,bad,yes,neutral,no,neutral,university,joint,non-chronic disease,no,good,housewife,23,nan,University
+low,high,yes,chronic disease,service,yes,good,no,neutral,no,good,university,joint,chronic disease,yes,good,service,32,nan,University
+low,high,yes,none,housewife,no,good,no,good,yes,good,university,nuclear,non-chronic disease,yes,good,housewife,27,nan,University
+low,high,yes,none,housewife,yes,good,no,neutral,no,good,university,nuclear,none,yes,good,housewife,25,nan,University
+medium,high,no,none,housewife,no,friendly,no,neutral,no,very good,primary school,joint,none,yes,very good,housewife,18,nan,nan
+low,medium,yes,none,housewife,no,good,no,good,no,good,college,joint,none,yes,good,housewife,34,nan,University
+low,medium,yes,none,student,no,good,no,good,no,neutral,university,nuclear,none,yes,good,student,25,nan,University
+low,medium,no,none,housewife,yes,good,no,neutral,no,good,high school,nuclear,none,no,good,housewife,21,nan,High School
+medium,medium,no,none,student,yes,good,no,good,yes,good,college,joint,none,no,good,housewife,21,nan,College
+none,high,yes,none,teacher,yes,good,no,good,no,good,university,joint,none,no,good,teacher,27,nan,University
+low,low,no,none,student,yes,bad,yes,good,yes,bad,university,nuclear,chronic disease,no,good,housewife,29,nan,University
+low,medium,no,none,service,no,good,yes,neutral,no,good,university,nuclear,none,yes,good,housewife,27,nan,University
+none,high,yes,none,housewife,yes,good,yes,good,yes,good,college,nuclear,none,yes,good,housewife,24,nan,University
+low,low,no,none,housewife,no,good,yes,neutral,no,neutral,university,nuclear,none,no,good,housewife,30,nan,University
+low,medium,yes,none,housewife,yes,good,no,good,yes,good,university,joint,none,yes,good,housewife,26,nan,University
+low,medium,yes,none,service,yes,good,no,neutral,yes,good,university,joint,none,yes,good,housewife,30,nan,University
+none,high,no,none,housewife,yes,friendly,no,good,no,very good,college,nuclear,non-chronic disease,yes,very good,housewife,22,nan,College
+none,low,no,none,service,no,good,yes,good,no,good,university,nuclear,none,yes,good,service,31,nan,University
+low,low,yes,none,housewife,yes,neutral,yes,neutral,no,good,university,nuclear,none,no,good,housewife,38,nan,nan
+none,high,no,none,housewife,yes,good,yes,good,yes,good,high school,joint,non-chronic disease,yes,good,housewife,20,nan,Primary School
+low,medium,no,none,housewife,yes,good,no,bad,no,good,college,nuclear,none,no,good,housewife,30,nan,University
+low,low,no,none,housewife,no,good,no,neutral,no,good,university,nuclear,non-chronic disease,no,good,housewife,27,nan,University
+low,high,yes,none,student,no,good,no,neutral,yes,good,university,nuclear,non-chronic disease,no,good,housewife,24,nan,University
+medium,medium,yes,none,housewife,no,good,no,neutral,no,good,primary school,nuclear,non-chronic disease,yes,good,housewife,24,nan,High School
+low,high,yes,none,teacher,yes,good,no,good,no,good,university,joint,none,yes,good,teacher,31,nan,University
+low,high,yes,none,student,yes,good,yes,good,no,good,university,nuclear,non-chronic disease,yes,good,housewife,26,nan,University
+medium,high,yes,none,doctor,yes,good,no,good,no,good,university,nuclear,none,yes,good,doctor,27,nan,University
+low,high,no,none,service,no,good,yes,good,no,good,university,nuclear,none,yes,good,service,32,nan,University
+low,low,yes,none,housewife,yes,good,no,neutral,no,good,high school,nuclear,none,yes,good,housewife,30,nan,High School
+low,low,no,none,service,no,good,yes,good,yes,good,university,nuclear,none,yes,good,service,27,nan,University
+low,medium,yes,none,service,yes,neutral,yes,bad,no,good,university,nuclear,non-chronic disease,no,good,service,36,nan,University
+none,high,yes,none,housewife,yes,neutral,no,good,no,good,college,joint,non-chronic disease,no,good,housewife,19,nan,College
+low,high,no,non-chronic disease,housewife,yes,good,no,neutral,no,good,university,nuclear,none,no,good,housewife,23,nan,High School
+low,low,yes,non-chronic disease,housewife,yes,good,no,good,no,good,primary school,nuclear,non-chronic disease,yes,good,housewife,30,nan,High School
+low,medium,no,none,housewife,yes,neutral,no,bad,yes,good,university,nuclear,none,no,good,housewife,28,nan,University
+medium,medium,no,chronic disease,housewife,yes,neutral,no,bad,yes,neutral,high school,joint,non-chronic disease,yes,good,housewife,26,nan,University
+low,high,yes,non-chronic disease,housewife,yes,neutral,no,neutral,yes,good,college,joint,none,yes,good,housewife,22,nan,College
+low,medium,no,none,student,no,bad,no,bad,no,neutral,university,joint,none,yes,good,housewife,28,nan,University
+low,low,no,non-chronic disease,student,no,neutral,yes,neutral,no,good,university,nuclear,non-chronic disease,no,good,housewife,23,nan,Primary School
+none,high,no,chronic disease,housewife,yes,friendly,no,friendly,no,very good,college,joint,none,yes,very good,housewife,23,nan,High school
+low,medium,yes,none,housewife,yes,friendly,no,friendly,no,very good,primary school,joint,chronic disease,yes,very good,housewife,20,nan,Primary school
+low,high,yes,none,housewife,yes,good,yes,neutral,no,neutral,university,nuclear,non-chronic disease,yes,good,housewife,32,nan,University
+none,high,yes,non-chronic disease,doctor,yes,good,no,neutral,no,good,university,joint,non-chronic disease,yes,good,doctor,36,nan,University
+low,high,yes,none,business,yes,neutral,no,good,no,good,university,nuclear,none,yes,good,business,31,nan,University
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+low,high,yes,none,housewife,yes,good,yes,good,no,good,university,joint,non-chronic disease,yes,good,housewife,33,nan,University
+low,high,yes,none,housewife,yes,friendly,no,friendly,no,very good,high school,joint,none,no,very good,housewife,21,nan,Primary school
+low,medium,yes,none,other,yes,neutral,yes,neutral,yes,good,primary school,nuclear,none,yes,good,housewife,25,nan,Primary School
+low,medium,yes,chronic disease,other,yes,good,yes,good,yes,good,primary school,joint,chronic disease,no,good,housewife,30,nan,Primary School
+medium,low,no,none,student,no,bad,no,bad,no,bad,university,joint,non-chronic disease,no,good,housewife,26,nan,University
+medium,medium,no,non-chronic disease,student,yes,good,yes,neutral,no,good,university,joint,non-chronic disease,no,good,student,25,nan,University
+low,medium,no,none,other,yes,good,no,neutral,no,good,university,joint,none,yes,good,other,27,nan,University
+none,high,yes,none,housewife,yes,good,yes,good,no,good,university,nuclear,none,yes,good,housewife,28,nan,University
+none,low,yes,none,business,yes,good,no,good,no,good,university,nuclear,none,yes,good,business,30,nan,University
+low,medium,no,chronic disease,housewife,yes,neutral,no,neutral,no,good,college,joint,chronic disease,no,good,housewife,21,nan,University
+low,high,no,none,student,yes,good,no,neutral,no,good,university,joint,none,no,good,student,26,nan,University
+low,low,no,chronic disease,housewife,no,good,yes,bad,no,neutral,university,joint,non-chronic disease,no,good,housewife,24,nan,College
+low,medium,yes,none,service,no,good,yes,neutral,no,good,university,joint,none,yes,good,service,31,nan,University
+low,low,no,none,student,no,bad,no,bad,yes,good,university,joint,chronic disease,no,good,student,26,nan,College
+low,medium,no,none,other,yes,good,yes,bad,no,good,university,joint,none,yes,good,housewife,26,nan,University
+none,high,yes,none,doctor,yes,good,no,good,no,good,university,joint,none,yes,good,doctor,27,nan,University
+medium,high,yes,chronic disease,housewife,yes,good,no,good,yes,good,university,nuclear,chronic disease,yes,good,housewife,29,nan,University
+low,high,yes,none,teacher,yes,good,yes,neutral,no,good,university,joint,non-chronic disease,yes,good,housewife,30,nan,University
+medium,medium,no,none,housewife,yes,good,no,bad,no,good,university,nuclear,none,yes,good,housewife,27,nan,University
+low,medium,no,none,service,yes,good,no,good,no,good,university,nuclear,chronic disease,yes,good,service,41,nan,University
+medium,low,no,non-chronic disease,housewife,no,bad,yes,bad,yes,good,university,joint,non-chronic disease,no,good,housewife,25,nan,University
+low,medium,yes,none,housewife,yes,good,no,good,yes,good,high school,nuclear,none,yes,good,housewife,26,nan,High School
+medium,high,no,none,housewife,yes,friendly,no,friendly,no,neutral,primary school,joint,none,yes,very good,housewife,29,nan,High school
+low,medium,no,none,service,no,neutral,yes,neutral,no,neutral,university,joint,non-chronic disease,yes,neutral,housewife,26,nan,University
+low,medium,yes,chronic disease,housewife,yes,good,no,bad,no,good,university,joint,none,yes,good,housewife,27,nan,College
+low,low,yes,none,other,yes,good,no,neutral,yes,good,university,nuclear,none,yes,good,other,31,nan,University
+low,medium,no,none,housewife,no,good,no,bad,no,neutral,university,nuclear,non-chronic disease,yes,good,housewife,33,nan,University
+low,high,yes,none,student,yes,good,no,good,no,good,college,joint,none,yes,good,housewife,20,nan,College
+low,medium,yes,none,housewife,yes,good,no,neutral,no,good,college,nuclear,none,no,bad,housewife,36,nan,College
+low,high,yes,none,doctor,yes,good,no,good,yes,good,university,joint,none,yes,good,doctor,27,nan,University
+low,medium,no,chronic disease,housewife,yes,bad,yes,bad,yes,good,college,joint,non-chronic disease,no,good,housewife,33,nan,University
+low,high,yes,chronic disease,other,yes,good,no,neutral,no,good,university,joint,chronic disease,yes,good,other,34,nan,University
+low,high,yes,none,housewife,yes,good,yes,good,yes,neutral,college,joint,none,yes,good,housewife,22,nan,College
+low,medium,yes,none,business,no,good,no,good,no,neutral,university,joint,non-chronic disease,no,good,business,25,nan,University
+medium,medium,yes,none,student,no,poor,yes,poor,no,very good,university,nuclear,chronic disease,yes,very good,housewife,26,nan,University
+medium,medium,yes,chronic disease,housewife,yes,friendly,no,neutral,yes,very good,primary school,joint,non-chronic disease,yes,very good,housewife,23,nan,High school
+low,medium,no,none,student,yes,good,no,good,no,good,university,nuclear,non-chronic disease,no,good,student,22,nan,University
+none,medium,yes,none,teacher,yes,good,no,good,no,good,university,nuclear,non-chronic disease,no,good,teacher,29,nan,University
+none,high,no,chronic disease,teacher,yes,good,no,neutral,no,good,university,joint,chronic disease,yes,good,teacher,31,nan,University
+low,medium,no,none,other,yes,neutral,no,neutral,yes,good,university,joint,non-chronic disease,yes,good,other,35,nan,University
+low,medium,yes,none,other,yes,good,yes,neutral,no,good,university,nuclear,none,yes,neutral,housewife,31,nan,University
+high,medium,yes,none,student,no,good,no,good,no,good,university,joint,none,yes,good,student,26,nan,University
+high,medium,no,none,other,yes,good,yes,neutral,no,good,university,joint,none,yes,good,housewife,27,nan,University
+low,high,no,none,student,yes,neutral,yes,neutral,yes,good,university,nuclear,chronic disease,no,good,student,25,nan,University
+low,medium,yes,chronic disease,business,yes,good,no,good,no,good,high school,nuclear,non-chronic disease,no,good,housewife,29,nan,High School
+medium,medium,no,none,student,no,bad,no,bad,yes,neutral,university,joint,chronic disease,no,good,housewife,22,nan,College
+high,high,no,none,housewife,yes,good,yes,neutral,yes,good,university,nuclear,none,yes,bad,housewife,32,nan,University
+high,medium,no,none,student,no,good,yes,neutral,yes,good,university,nuclear,non-chronic disease,no,good,student,25,nan,University
+low,medium,yes,non-chronic disease,teacher,yes,good,yes,neutral,yes,good,university,nuclear,none,no,good,housewife,30,nan,University
+none,high,yes,none,housewife,yes,good,no,good,no,good,college,joint,none,yes,good,housewife,19,nan,University
+low,low,yes,chronic disease,student,yes,bad,yes,neutral,yes,good,university,joint,chronic disease,no,good,housewife,26,nan,University
+low,high,yes,none,housewife,no,friendly,no,friendly,no,very good,college,nuclear,none,yes,very good,housewife,25,nan,College
+low,medium,no,none,service,yes,neutral,no,neutral,no,good,university,nuclear,none,yes,good,service,33,nan,University
+low,high,yes,none,student,yes,good,no,neutral,yes,good,university,nuclear,chronic disease,yes,good,student,25,nan,University
+none,medium,no,none,housewife,yes,good,no,good,no,good,university,nuclear,none,no,good,housewife,29,nan,University
+none,medium,no,none,teacher,yes,good,no,neutral,no,good,university,nuclear,non-chronic disease,yes,good,housewife,33,nan,University
+medium,high,no,none,housewife,no,neutral,no,neutral,yes,neutral,primary school,joint,none,no,very good,housewife,35,nan,High school
+low,low,no,chronic disease,housewife,yes,neutral,yes,neutral,no,good,high school,nuclear,chronic disease,yes,good,housewife,25,nan,High School
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+low,low,no,none,housewife,yes,good,no,bad,no,good,high school,nuclear,none,no,good,housewife,25,nan,High School
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+low,medium,no,none,housewife,yes,good,no,good,yes,good,college,nuclear,non-chronic disease,yes,good,housewife,20,nan,High School
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+low,high,yes,none,housewife,yes,good,no,good,yes,good,university,nuclear,non-chronic disease,no,good,housewife,22,nan,University
+low,low,yes,none,housewife,yes,good,yes,good,yes,good,university,nuclear,non-chronic disease,yes,good,housewife,26,nan,University
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+low,high,no,non-chronic disease,housewife,yes,neutral,yes,neutral,yes,neutral,college,joint,chronic disease,no,good,housewife,26,nan,University
+low,low,no,none,housewife,yes,neutral,yes,bad,no,neutral,university,joint,none,yes,neutral,housewife,23,nan,University
+low,low,yes,none,student,yes,good,no,neutral,no,good,university,joint,none,no,good,student,19,nan,University
+low,low,no,chronic disease,housewife,no,neutral,yes,neutral,yes,neutral,university,nuclear,non-chronic disease,no,good,housewife,42,nan,University
+low,low,no,none,housewife,yes,good,yes,neutral,no,good,university,joint,none,no,neutral,housewife,22,nan,Primary School
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+none,low,no,none,housewife,yes,good,no,neutral,no,good,high school,nuclear,none,no,good,housewife,18,nan,High School
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+low,medium,no,none,housewife,no,good,no,good,no,good,university,nuclear,none,no,good,housewife,30,nan,University
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+low,low,no,non-chronic disease,doctor,yes,good,yes,good,yes,good,university,joint,non-chronic disease,yes,neutral,doctor,33,nan,University
+low,low,no,none,service,yes,good,no,good,yes,good,university,nuclear,none,yes,good,housewife,34,nan,College
+low,medium,no,none,student,yes,good,no,good,no,good,university,joint,non-chronic disease,no,good,housewife,26,nan,University
+high,medium,no,none,student,yes,good,yes,bad,yes,neutral,college,joint,chronic disease,no,good,student,21,nan,University
+low,medium,no,none,housewife,no,bad,yes,bad,no,good,university,nuclear,non-chronic disease,no,good,housewife,32,nan,University
+none,high,yes,none,housewife,yes,good,no,good,no,good,college,joint,non-chronic disease,yes,good,housewife,19,nan,High School
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+low,medium,no,1.2,student,yes,good,no,neutral,yes,good,college,nuclear,non-chronic disease,yes,good,student,21,nan,University
+low,low,yes,none,housewife,yes,good,no,bad,yes,good,college,nuclear,chronic disease,no,good,housewife,27,nan,College
+medium,low,no,none,housewife,no,neutral,yes,neutral,no,good,university,joint,none,no,good,housewife,32,nan,University
+low,medium,yes,none,housewife,yes,good,no,good,yes,good,university,nuclear,non-chronic disease,yes,good,housewife,34,nan,University
+medium,medium,yes,none,housewife,yes,friendly,no,friendly,no,very good,high school,nuclear,none,yes,very good,housewife,22,nan,College
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+low,low,no,chronic disease,housewife,no,good,no,neutral,yes,good,college,nuclear,non-chronic disease,yes,good,housewife,33,nan,College
+low,high,no,chronic disease,housewife,no,neutral,no,bad,no,good,university,nuclear,none,yes,good,housewife,30,nan,University
+low,low,yes,none,housewife,yes,good,no,good,no,good,university,nuclear,non-chronic disease,yes,good,housewife,21,nan,University
+low,medium,no,chronic disease,student,no,good,no,neutral,no,good,university,joint,non-chronic disease,yes,good,student,22,nan,University
+none,medium,yes,none,student,yes,good,no,neutral,yes,good,university,joint,none,yes,good,student,24,nan,University
+low,medium,no,none,doctor,yes,good,no,good,no,good,university,joint,non-chronic disease,yes,good,doctor,28,nan,University
+low,low,no,none,student,yes,bad,no,bad,no,good,university,joint,none,no,good,housewife,29,nan,University
+low,high,yes,non-chronic disease,other,yes,neutral,no,neutral,yes,good,college,nuclear,non-chronic disease,yes,good,housewife,27,nan,College
+low,medium,no,none,doctor,no,bad,yes,bad,yes,neutral,university,joint,non-chronic disease,yes,good,doctor,33,nan,University
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+none,high,yes,none,housewife,yes,good,yes,good,yes,good,high school,nuclear,chronic disease,yes,good,housewife,25,nan,High School
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+low,low,no,none,housewife,no,good,no,good,no,good,college,nuclear,non-chronic disease,no,good,housewife,29,nan,University
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+medium,medium,yes,none,teacher,yes,good,yes,neutral,no,good,university,nuclear,none,yes,good,teacher,30,nan,University
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+low,high,no,none,housewife,yes,good,no,good,yes,good,high school,joint,none,yes,good,housewife,22,nan,nan
+low,low,no,none,student,yes,neutral,yes,neutral,no,good,university,joint,chronic disease,no,good,housewife,27,nan,University
+low,medium,no,none,other,yes,neutral,no,bad,no,good,university,joint,none,yes,good,other,28,nan,University
+low,high,no,none,student,no,neutral,yes,neutral,no,good,university,joint,non-chronic disease,no,good,student,23,Drinking,University
+low,medium,no,non-chronic disease,student,yes,good,yes,neutral,no,good,university,joint,non-chronic disease,yes,good,student,23,nan,University
+low,medium,no,none,housewife,no,good,no,neutral,yes,good,university,nuclear,none,yes,good,housewife,33,nan,University
+low,medium,no,none,teacher,yes,neutral,yes,neutral,no,good,university,joint,non-chronic disease,yes,good,housewife,33,nan,University
+medium,medium,no,chronic disease,student,yes,neutral,yes,bad,no,neutral,university,nuclear,chronic disease,no,neutral,housewife,30,nan,University
+low,medium,yes,non-chronic disease,housewife,yes,good,no,good,no,good,college,nuclear,non-chronic disease,yes,good,housewife,38,nan,High School
+low,medium,yes,none,student,yes,good,no,good,yes,good,university,joint,none,yes,good,student,23,nan,University
+low,medium,yes,none,housewife,no,good,no,good,no,good,university,nuclear,none,yes,good,housewife,29,nan,University
+none,high,yes,chronic disease,service,yes,good,no,good,no,good,university,joint,chronic disease,yes,good,service,31,nan,University
+low,high,no,none,housewife,yes,good,no,good,no,good,university,nuclear,none,yes,good,housewife,26,nan,University
+low,high,yes,none,student,yes,good,no,neutral,no,good,university,joint,chronic disease,yes,good,housewife,28,nan,University
+low,medium,yes,none,other,yes,good,no,neutral,no,good,primary school,joint,non-chronic disease,no,good,other,21,nan,Primary School
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+none,high,no,none,student,no,good,no,good,no,good,university,nuclear,none,no,good,student,23,nan,University
+none,medium,yes,none,teacher,yes,good,yes,good,yes,good,university,nuclear,none,yes,good,teacher,27,nan,University
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+none,high,no,non-chronic disease,housewife,yes,good,no,good,yes,good,university,joint,non-chronic disease,yes,good,housewife,33,nan,University
+low,medium,yes,chronic disease,teacher,no,good,yes,bad,no,good,university,nuclear,non-chronic disease,yes,good,teacher,27,nan,University
+low,medium,yes,non-chronic disease,housewife,no,good,yes,neutral,no,neutral,university,nuclear,none,yes,good,housewife,30,nan,University
+low,medium,no,chronic disease,other,yes,good,yes,bad,no,good,university,nuclear,non-chronic disease,yes,good,housewife,32,nan,University
+low,high,no,non-chronic disease,student,yes,good,no,neutral,yes,good,university,joint,none,yes,good,housewife,24,nan,University
+low,medium,no,none,teacher,yes,good,no,neutral,no,neutral,university,joint,non-chronic disease,yes,good,housewife,23,nan,University
+none,medium,yes,none,service,yes,good,no,good,no,good,university,joint,none,yes,good,service,28,nan,University
+low,medium,no,none,housewife,yes,good,no,good,yes,good,unknown,nuclear,non-chronic disease,yes,good,housewife,22,nan,nan
+none,medium,yes,none,housewife,yes,good,no,good,no,good,university,joint,none,yes,good,housewife,27,nan,University
+low,high,yes,none,housewife,yes,good,no,good,yes,good,high school,joint,none,yes,good,housewife,30,nan,High School
+low,high,yes,none,business,yes,good,no,good,yes,good,university,joint,none,yes,good,housewife,28,nan,University
+low,low,no,none,teacher,no,good,yes,bad,no,good,university,nuclear,non-chronic disease,no,good,teacher,27,nan,College
+low,low,no,none,housewife,yes,friendly,no,friendly,yes,very good,university,nuclear,none,no,very good,housewife,25,nan,University
+low,high,yes,non-chronic disease,teacher,yes,good,yes,good,no,good,university,joint,chronic disease,yes,good,housewife,32,nan,University
+high,high,no,none,housewife,no,bad,yes,bad,yes,bad,university,nuclear,non-chronic disease,yes,good,housewife,29,nan,University
+none,high,yes,none,doctor,no,good,yes,neutral,no,good,university,nuclear,none,yes,good,doctor,31,nan,University
+low,high,yes,none,housewife,no,good,no,good,no,good,university,nuclear,non-chronic disease,no,good,housewife,22,nan,High School
+none,medium,no,none,housewife,yes,friendly,no,friendly,yes,very good,high school,nuclear,none,yes,very good,housewife,25,nan,Primary school
+low,medium,no,none,business,yes,good,no,good,no,good,university,nuclear,none,yes,good,business,29,nan,University
+low,high,yes,none,housewife,yes,good,no,good,no,good,university,nuclear,none,yes,good,housewife,28,nan,University
+low,high,no,none,housewife,no,good,no,good,no,neutral,university,nuclear,none,no,good,housewife,25,nan,College
+none,medium,yes,non-chronic disease,teacher,yes,good,yes,neutral,no,good,college,nuclear,none,no,good,housewife,24,nan,University
+low,medium,yes,none,housewife,no,neutral,no,neutral,yes,good,university,nuclear,non-chronic disease,yes,good,housewife,25,nan,University
+low,medium,no,chronic disease,student,yes,neutral,no,bad,no,good,university,nuclear,non-chronic disease,no,good,housewife,26,nan,University
+none,high,yes,none,housewife,no,good,no,good,no,good,university,joint,non-chronic disease,yes,good,housewife,23,nan,College
+medium,high,yes,none,student,no,good,yes,neutral,no,good,university,nuclear,none,yes,good,student,24,nan,University
+medium,high,yes,non-chronic disease,other,yes,good,yes,neutral,no,good,university,nuclear,none,yes,good,other,28,nan,University
+medium,medium,no,none,doctor,no,good,no,bad,no,neutral,university,joint,none,yes,good,housewife,26,nan,University
+low,low,no,none,housewife,yes,bad,no,bad,yes,good,university,joint,none,no,good,housewife,31,nan,College
+low,medium,no,non-chronic disease,student,yes,good,no,bad,no,good,university,joint,non-chronic disease,no,good,student,23,nan,University
+low,high,yes,chronic disease,housewife,yes,good,no,neutral,yes,good,high school,nuclear,non-chronic disease,yes,good,housewife,21,nan,High School
+low,medium,no,none,housewife,no,bad,no,bad,yes,good,university,joint,non-chronic disease,no,good,housewife,24,nan,University
+low,high,no,chronic disease,student,yes,neutral,no,neutral,no,good,university,joint,none,yes,good,housewife,25,nan,University
+low,low,no,none,service,yes,good,no,bad,no,good,university,nuclear,none,yes,good,service,34,nan,University
+low,medium,no,none,service,yes,good,yes,bad,yes,good,university,nuclear,non-chronic disease,yes,good,housewife,25,nan,University
+low,high,yes,none,doctor,no,good,no,good,no,good,university,joint,non-chronic disease,yes,good,doctor,27,nan,University
+low,medium,yes,none,teacher,yes,good,no,neutral,no,good,university,nuclear,none,yes,good,teacher,31,nan,University
+low,high,no,none,business,yes,friendly,no,neutral,yes,very good,university,nuclear,non-chronic disease,yes,very good,business,28,nan,University
+low,low,yes,none,service,yes,good,no,good,yes,good,university,joint,none,yes,good,service,29,nan,University
+low,medium,no,none,housewife,yes,good,yes,neutral,yes,good,university,nuclear,chronic disease,no,good,housewife,27,nan,University
+low,medium,no,none,housewife,yes,neutral,no,neutral,no,good,college,joint,non-chronic disease,no,good,housewife,25,nan,College
+low,high,yes,none,housewife,no,good,no,good,no,good,university,joint,none,yes,good,housewife,31,nan,High School
+low,medium,no,none,housewife,yes,good,yes,good,no,good,college,joint,none,yes,good,housewife,25,nan,High School
+low,medium,no,none,housewife,no,good,no,bad,no,good,high school,nuclear,none,no,good,housewife,22,nan,College
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+low,medium,no,none,housewife,yes,good,no,neutral,yes,good,university,joint,chronic disease,yes,good,housewife,27,nan,University
+none,medium,yes,none,housewife,yes,good,no,good,no,good,primary school,nuclear,none,yes,good,housewife,30,nan,Primary School
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+low,medium,no,chronic disease,housewife,no,good,yes,neutral,yes,good,college,nuclear,chronic disease,yes,good,housewife,25,nan,University
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+none,high,yes,none,other,no,good,no,good,yes,good,university,nuclear,non-chronic disease,yes,good,other,28,nan,University
+low,low,no,chronic disease,student,yes,good,no,good,yes,good,college,joint,non-chronic disease,yes,good,student,25,nan,College
+medium,medium,no,non-chronic disease,teacher,yes,good,no,neutral,yes,neutral,university,joint,chronic disease,no,good,teacher,34,nan,College
+low,medium,no,chronic disease,housewife,yes,neutral,yes,bad,yes,good,university,joint,chronic disease,yes,bad,housewife,26,nan,University
+none,high,no,none,housewife,yes,friendly,no,friendly,no,very good,primary school,nuclear,none,yes,very good,housewife,21,nan,nan
+low,high,no,none,housewife,yes,good,no,good,yes,good,university,joint,none,no,good,housewife,36,nan,College
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+low,medium,yes,none,teacher,yes,good,no,neutral,yes,good,university,joint,non-chronic disease,yes,good,teacher,35,nan,University
+low,high,yes,none,student,yes,good,no,good,no,good,university,joint,none,yes,good,student,24,nan,University
+low,high,yes,none,housewife,no,good,no,good,no,good,high school,joint,non-chronic disease,no,good,housewife,30,nan,High School
+low,low,yes,none,housewife,yes,good,no,good,yes,good,college,nuclear,none,yes,good,housewife,22,nan,College
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+low,high,no,none,doctor,yes,good,no,good,yes,good,university,joint,none,no,good,doctor,31,nan,University
+low,medium,yes,chronic disease,housewife,no,good,yes,neutral,no,good,college,nuclear,non-chronic disease,yes,good,housewife,32,nan,University
+low,medium,no,none,housewife,no,good,no,good,yes,good,primary school,nuclear,none,yes,good,housewife,33,nan,Primary School
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+medium,medium,yes,chronic disease,housewife,yes,friendly,no,neutral,no,very good,primary school,joint,chronic disease,yes,very good,housewife,28,nan,High school
+low,medium,yes,chronic disease,teacher,yes,good,yes,neutral,no,good,university,nuclear,none,yes,good,housewife,28,nan,University
+low,medium,no,chronic disease,teacher,no,bad,yes,bad,no,bad,university,nuclear,non-chronic disease,no,good,teacher,35,nan,University
+low,low,yes,non-chronic disease,housewife,yes,neutral,yes,neutral,no,good,university,nuclear,non-chronic disease,yes,good,housewife,36,nan,University
+medium,high,no,non-chronic disease,student,yes,good,no,neutral,no,good,university,joint,non-chronic disease,yes,good,housewife,31,nan,University
+low,high,yes,none,service,no,good,no,good,yes,good,university,nuclear,non-chronic disease,yes,good,service,31,nan,University
+none,medium,no,none,teacher,no,neutral,yes,neutral,yes,good,university,joint,non-chronic disease,yes,good,housewife,31,nan,University
+low,medium,no,chronic disease,housewife,yes,good,no,bad,yes,good,college,nuclear,non-chronic disease,no,good,housewife,32,nan,University
+high,high,yes,none,housewife,no,neutral,yes,poor,no,very good,college,nuclear,none,no,very good,housewife,45,nan,University
+low,medium,no,non-chronic disease,teacher,no,good,no,neutral,no,good,university,joint,non-chronic disease,yes,good,teacher,31,nan,University
+none,low,yes,none,teacher,yes,good,no,good,no,good,university,joint,none,yes,good,teacher,29,nan,University
+low,medium,no,none,teacher,yes,bad,yes,neutral,yes,good,university,nuclear,chronic disease,no,neutral,housewife,29,nan,University
+medium,low,yes,chronic disease,housewife,no,good,no,neutral,yes,good,university,nuclear,chronic disease,no,good,housewife,38,nan,University
+low,medium,no,none,student,yes,bad,no,bad,yes,bad,university,joint,non-chronic disease,no,good,student,27,nan,University
+low,medium,no,non-chronic disease,other,yes,bad,yes,bad,no,neutral,primary school,nuclear,none,yes,neutral,other,30,nan,Primary School
+none,high,yes,none,doctor,yes,good,no,good,no,good,university,joint,non-chronic disease,yes,good,doctor,29,nan,University
+low,high,no,none,housewife,yes,good,no,bad,no,good,university,nuclear,none,yes,good,housewife,26,nan,University
+low,medium,no,none,housewife,no,good,yes,bad,yes,neutral,university,nuclear,chronic disease,yes,good,housewife,28,nan,University
+high,high,no,none,doctor,no,friendly,yes,friendly,yes,very good,university,joint,none,yes,very good,doctor,26,nan,University
+low,medium,no,none,student,no,good,no,neutral,no,good,university,nuclear,chronic disease,yes,good,housewife,25,nan,University
+low,medium,no,none,teacher,yes,good,no,neutral,no,good,university,joint,none,no,good,business,25,nan,University
+low,high,no,non-chronic disease,housewife,no,friendly,yes,friendly,no,very good,university,joint,none,no,very good,housewife,26,nan,University
+low,medium,no,none,housewife,no,good,no,bad,no,good,university,nuclear,non-chronic disease,yes,good,housewife,32,nan,University
+none,medium,yes,none,housewife,yes,good,no,neutral,no,good,primary school,joint,non-chronic disease,yes,good,housewife,30,nan,Primary School
+medium,medium,no,none,service,no,bad,no,bad,yes,good,university,nuclear,chronic disease,no,good,service,30,nan,University
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+low,high,no,none,housewife,yes,friendly,no,friendly,yes,very good,university,joint,non-chronic disease,yes,very good,housewife,25,nan,University
+low,high,yes,chronic disease,teacher,yes,good,no,neutral,yes,good,university,joint,chronic disease,no,good,teacher,32,nan,University
+low,medium,no,chronic disease,housewife,yes,bad,yes,bad,no,neutral,university,joint,chronic disease,no,good,housewife,30,nan,College
+low,high,yes,none,housewife,yes,good,no,good,yes,good,university,joint,chronic disease,yes,good,housewife,30,nan,University
+low,medium,yes,none,housewife,yes,good,no,neutral,no,neutral,university,nuclear,non-chronic disease,no,good,housewife,28,nan,University
+low,low,yes,none,housewife,no,good,no,good,no,good,university,joint,none,yes,good,housewife,26,nan,University
+low,medium,no,none,doctor,yes,neutral,yes,neutral,yes,good,university,nuclear,none,yes,good,doctor,31,nan,University
+low,high,yes,none,housewife,yes,good,no,neutral,no,good,university,nuclear,none,yes,good,housewife,31,nan,University
+low,medium,no,none,housewife,no,good,no,good,no,good,unknown,nuclear,non-chronic disease,yes,good,housewife,32,nan,Primary School
+low,low,yes,none,housewife,no,good,no,good,yes,good,university,nuclear,non-chronic disease,yes,good,housewife,30,nan,University
+none,medium,no,chronic disease,housewife,yes,good,no,good,yes,good,university,joint,non-chronic disease,yes,good,housewife,27,nan,University
+high,medium,no,none,teacher,yes,good,yes,good,no,good,university,nuclear,non-chronic disease,no,good,housewife,27,nan,University
+low,high,yes,none,housewife,yes,good,yes,good,yes,good,college,nuclear,non-chronic disease,yes,good,housewife,21,nan,University
+low,low,yes,none,housewife,yes,good,no,good,no,good,high school,joint,none,yes,good,housewife,22,nan,High School
+high,high,yes,none,student,no,good,no,neutral,yes,good,university,nuclear,none,yes,good,student,23,nan,University
+low,medium,no,none,housewife,no,good,no,neutral,no,good,college,nuclear,none,no,good,housewife,23,nan,High School
+low,medium,no,chronic disease,teacher,yes,neutral,yes,bad,yes,good,university,joint,chronic disease,no,good,teacher,25,nan,University
+medium,medium,yes,chronic disease,other,yes,neutral,no,neutral,yes,good,university,joint,chronic disease,yes,good,other,38,nan,University
+medium,high,no,non-chronic disease,teacher,no,good,no,good,yes,good,university,joint,chronic disease,no,good,housewife,27,nan,University
+none,low,no,none,student,no,good,yes,good,no,good,university,nuclear,non-chronic disease,yes,good,housewife,26,nan,University
+none,low,yes,none,other,yes,good,yes,good,no,good,university,nuclear,none,yes,good,other,32,nan,University
+low,medium,no,none,housewife,yes,neutral,no,neutral,no,good,primary school,joint,non-chronic disease,no,good,housewife,30,nan,nan
+low,low,no,chronic disease,housewife,no,good,no,bad,no,good,high school,nuclear,non-chronic disease,no,good,housewife,25,nan,High School
+low,high,no,none,other,yes,good,yes,good,yes,good,university,joint,non-chronic disease,yes,good,student,31,nan,University
+low,medium,no,none,housewife,no,good,no,bad,yes,good,college,joint,none,yes,good,housewife,23,nan,University
+none,high,yes,none,student,yes,good,no,good,no,good,university,joint,none,yes,good,student,24,nan,University
+none,high,yes,none,service,yes,good,no,good,no,good,university,nuclear,none,yes,good,service,29,nan,University
+medium,medium,no,chronic disease,housewife,no,good,no,bad,yes,good,university,joint,none,no,bad,housewife,23,nan,University
+none,high,yes,none,housewife,yes,good,no,good,no,good,college,nuclear,non-chronic disease,yes,good,housewife,23,nan,University
+low,low,no,none,student,yes,good,yes,neutral,yes,good,college,joint,chronic disease,no,good,housewife,19,nan,University
+low,medium,no,chronic disease,student,yes,good,yes,neutral,no,good,university,joint,none,yes,good,housewife,24,nan,University
+low,high,yes,none,service,no,good,no,good,yes,good,university,joint,non-chronic disease,yes,good,service,30,nan,University
+low,medium,no,chronic disease,service,yes,good,yes,neutral,yes,good,university,nuclear,chronic disease,yes,good,housewife,30,nan,University
+low,medium,no,none,housewife,yes,good,yes,good,yes,good,high school,nuclear,chronic disease,yes,good,housewife,24,nan,High School
+none,medium,yes,none,service,no,good,no,good,no,good,university,nuclear,none,yes,good,service,34,nan,University
+medium,medium,no,non-chronic disease,housewife,yes,bad,no,bad,yes,bad,university,joint,non-chronic disease,no,bad,housewife,31,nan,University
+low,medium,no,none,student,yes,bad,yes,neutral,no,good,university,joint,none,no,good,business,31,nan,University
+none,low,yes,chronic disease,service,no,good,no,neutral,no,good,university,nuclear,chronic disease,yes,good,service,37,nan,University
+none,high,yes,none,housewife,yes,good,no,good,no,good,primary school,nuclear,non-chronic disease,yes,good,housewife,24,nan,Primary School
+low,medium,no,none,student,yes,bad,no,bad,no,good,university,nuclear,none,no,good,housewife,28,nan,University
+none,low,yes,none,housewife,yes,good,no,good,no,good,university,nuclear,none,yes,good,housewife,28,nan,University
+low,high,yes,none,service,yes,good,no,neutral,yes,good,university,nuclear,non-chronic disease,yes,good,housewife,27,nan,University
+low,medium,yes,none,teacher,yes,neutral,yes,neutral,yes,neutral,university,nuclear,non-chronic disease,yes,good,housewife,31,nan,University
+medium,high,no,none,doctor,yes,friendly,yes,friendly,no,very good,university,nuclear,chronic disease,yes,very good,doctor,27,nan,College
+low,medium,yes,non-chronic disease,housewife,yes,good,no,neutral,no,good,college,joint,none,no,good,housewife,25,nan,College
+low,medium,yes,chronic disease,housewife,yes,neutral,yes,good,no,neutral,university,joint,non-chronic disease,yes,good,housewife,31,nan,University
+none,medium,yes,none,housewife,yes,good,no,neutral,no,good,university,nuclear,none,no,good,housewife,36,nan,University
+low,high,no,non-chronic disease,housewife,yes,good,no,good,no,good,college,joint,non-chronic disease,no,good,housewife,26,nan,University
+low,medium,no,none,student,yes,neutral,yes,bad,yes,good,university,joint,none,yes,good,student,25,nan,University
+low,medium,no,non-chronic disease,teacher,no,neutral,yes,bad,yes,good,university,joint,non-chronic disease,yes,good,housewife,27,nan,University
+none,high,no,none,teacher,no,good,no,neutral,no,good,university,nuclear,none,yes,good,teacher,23,nan,University
+none,high,yes,none,housewife,yes,good,no,good,yes,good,university,joint,chronic disease,yes,good,housewife,35,nan,University
+medium,low,yes,non-chronic disease,housewife,no,poor,yes,neutral,no,neutral,university,joint,non-chronic disease,no,very good,housewife,31,nan,University
+low,high,yes,none,housewife,yes,good,no,neutral,no,good,university,nuclear,non-chronic disease,yes,good,housewife,31,nan,University
+low,high,yes,none,doctor,yes,good,no,neutral,no,good,university,nuclear,none,yes,good,doctor,28,Drinking,University
+none,high,yes,none,housewife,no,good,no,good,yes,good,university,joint,non-chronic disease,yes,good,housewife,36,Smoking,University
+low,medium,no,none,housewife,no,good,no,neutral,no,good,high school,nuclear,chronic disease,yes,neutral,housewife,25,nan,University
+low,medium,yes,none,teacher,yes,good,yes,neutral,yes,good,university,nuclear,non-chronic disease,yes,good,housewife,30,nan,University
+low,high,yes,none,housewife,yes,good,no,neutral,yes,good,university,nuclear,non-chronic disease,yes,good,housewife,30,nan,University
+low,medium,no,none,student,yes,bad,yes,bad,yes,good,university,joint,none,yes,good,housewife,26,nan,University
+low,high,yes,none,service,yes,neutral,yes,neutral,no,very good,university,nuclear,chronic disease,yes,very good,service,32,nan,University
+low,medium,yes,none,housewife,yes,good,no,good,no,good,high school,nuclear,non-chronic disease,yes,good,housewife,32,nan,High School
+low,high,yes,none,housewife,yes,good,no,good,yes,good,college,joint,non-chronic disease,yes,good,housewife,21,Drugs,College
+high,high,no,none,student,yes,friendly,yes,friendly,no,very good,college,joint,none,yes,very good,student,22,nan,University
+low,high,no,none,housewife,yes,good,no,neutral,no,good,university,nuclear,non-chronic disease,no,neutral,housewife,28,nan,University
+low,high,yes,none,housewife,yes,good,yes,good,yes,good,university,nuclear,non-chronic disease,yes,good,housewife,31,nan,University
+low,medium,no,none,housewife,yes,good,no,neutral,no,good,university,nuclear,non-chronic disease,no,good,housewife,30,nan,University
+none,low,yes,none,teacher,yes,good,no,neutral,no,good,university,nuclear,none,yes,good,teacher,28,nan,University
+low,medium,yes,none,housewife,yes,good,no,bad,no,good,primary school,nuclear,none,no,good,other,26,nan,Primary School
+low,low,yes,none,student,yes,good,no,good,yes,good,university,joint,non-chronic disease,yes,good,housewife,24,nan,University
+none,low,yes,none,student,yes,good,no,good,yes,good,university,nuclear,none,yes,good,housewife,27,nan,University
+high,low,no,none,housewife,yes,good,no,neutral,no,good,university,nuclear,non-chronic disease,yes,good,housewife,30,nan,University
+low,low,yes,chronic disease,other,no,neutral,no,bad,no,good,primary school,joint,chronic disease,no,good,other,35,nan,Primary School
+low,medium,no,chronic disease,service,yes,good,yes,bad,no,good,university,nuclear,non-chronic disease,yes,good,service,31,nan,University
+low,low,no,chronic disease,housewife,no,good,no,neutral,yes,good,primary school,joint,non-chronic disease,no,good,housewife,40,Smoking,Primary School
+low,high,no,none,other,yes,friendly,no,friendly,no,very good,university,joint,none,yes,very good,other,30,nan,University
+low,high,yes,none,teacher,yes,good,no,good,yes,good,university,joint,non-chronic disease,yes,good,teacher,26,nan,High School
+low,medium,yes,none,student,yes,good,no,neutral,no,good,university,nuclear,none,yes,good,student,32,nan,University
+none,high,no,none,student,yes,friendly,no,friendly,no,very good,university,nuclear,non-chronic disease,yes,very good,business,26,nan,University
+low,medium,no,none,housewife,yes,neutral,yes,neutral,yes,good,university,nuclear,non-chronic disease,no,good,housewife,24,nan,University
+none,high,yes,chronic disease,service,yes,good,no,good,yes,good,university,nuclear,non-chronic disease,yes,good,service,37,nan,University
+low,medium,yes,none,business,yes,good,no,bad,no,good,university,nuclear,non-chronic disease,yes,good,housewife,34,nan,University
+low,high,yes,none,housewife,no,good,no,good,no,good,university,nuclear,none,no,good,housewife,30,nan,University
+low,medium,yes,chronic disease,service,no,good,yes,bad,no,good,university,nuclear,chronic disease,no,good,service,37,nan,University
+none,high,yes,none,teacher,yes,good,no,good,yes,good,university,nuclear,non-chronic disease,yes,good,teacher,30,nan,University
+medium,high,yes,none,housewife,yes,good,no,good,no,good,university,joint,none,yes,good,housewife,35,nan,University
+low,medium,no,none,doctor,yes,neutral,yes,neutral,no,good,university,joint,non-chronic disease,no,good,doctor,36,nan,University
+low,medium,no,none,housewife,yes,good,no,neutral,no,good,high school,joint,non-chronic disease,no,good,housewife,21,nan,Primary School
+high,low,no,none,housewife,yes,neutral,yes,neutral,no,neutral,university,joint,non-chronic disease,yes,neutral,housewife,21,nan,University
+low,medium,no,none,doctor,yes,neutral,yes,bad,yes,good,university,nuclear,non-chronic disease,yes,good,doctor,34,nan,University

top20_features.csv

@@ -0,0 +1,21 @@
+feature
+Need for Support
+Recieved Support
+Abuse
+Disease before pregnancy
+Occupation before latest pregnancy
+Pregnancy plan
+Relationship with husband
+Major changes or losses during pregnancy
+Relationship with the in-laws
+Birth compliancy
+Relationship between father and newborn
+Education Level
+Family type
+Diseases during pregnancy
+Trust and share feelings
+Relationship with the newborn
+Occupation After Your Latest Childbirth
+Age
+Addiction
+Husband's education level

top20_features.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a93f0c8ba660730042e7cdea2f43c4dc8266a06291764eba2814d2c051a0a03a
+size 514