Delete artifacts

artifacts/catboost_metadata.json

@@ -1,39 +0,0 @@
-{
-    "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
-}

artifacts/catboost_metadata.pkl

@@ -1,3 +0,0 @@
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-size 759

artifacts/catboost_model_full.cbm

@@ -1,3 +0,0 @@
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-size 235600

artifacts/catboost_model_top20.cbm

@@ -1,3 +0,0 @@
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-size 158248

artifacts/catboost_model_top20.pkl

@@ -1,3 +0,0 @@
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-size 160541

artifacts/complete_pipeline.pkl

@@ -1,3 +0,0 @@
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-size 161302

artifacts/feature_importance.csv

@@ -1,38 +0,0 @@
-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

artifacts/model_ui_schema.json

@@ -1,240 +0,0 @@
-{
-    "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"
-        }
-    ]
-}

artifacts/top20_data_rows.csv

@@ -1,641 +0,0 @@
-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
-low,high,no,non-chronic disease,housewife,yes,good,no,neutral,yes,good,university,nuclear,chronic disease,yes,good,housewife,31,nan,University
-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
-none,high,yes,none,other,yes,good,no,good,yes,good,university,nuclear,non-chronic disease,yes,good,housewife,34,nan,University
-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
-low,low,no,chronic disease,service,yes,good,no,good,no,good,university,nuclear,chronic disease,yes,good,business,31,nan,University
-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
-none,medium,no,non-chronic disease,housewife,yes,neutral,yes,neutral,no,good,university,nuclear,none,no,good,service,31,nan,University
-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
-medium,high,no,none,service,yes,friendly,yes,friendly,no,very good,university,nuclear,non-chronic disease,yes,very good,teacher,37,nan,University
-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
-none,high,yes,chronic disease,other,yes,good,no,neutral,no,good,college,joint,non-chronic disease,yes,good,other,27,nan,College
-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
-medium,medium,no,none,student,no,bad,yes,bad,no,bad,university,joint,none,no,good,housewife,27,nan,University
-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
-high,low,no,chronic disease,housewife,no,bad,yes,bad,yes,neutral,high school,joint,chronic disease,no,good,housewife,24,nan,Primary School
-medium,low,yes,chronic disease,housewife,yes,poor,no,poor,yes,very good,university,nuclear,chronic disease,no,neutral,housewife,35,nan,University
-low,low,no,none,housewife,yes,good,no,bad,no,good,high school,nuclear,none,no,good,housewife,25,nan,High School
-low,medium,no,chronic disease,housewife,yes,bad,yes,good,yes,bad,university,joint,chronic disease,yes,good,housewife,26,nan,University
-medium,high,no,non-chronic disease,student,yes,friendly,no,friendly,yes,very good,college,nuclear,none,yes,very good,student,22,nan,University
-low,medium,no,none,housewife,yes,good,no,good,yes,good,college,nuclear,non-chronic disease,yes,good,housewife,20,nan,High School
-low,high,yes,none,housewife,no,good,yes,good,no,good,university,joint,none,yes,good,housewife,32,nan,University
-low,high,no,none,housewife,yes,good,no,bad,yes,good,university,nuclear,none,yes,good,housewife,29,nan,University
-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
-low,medium,yes,non-chronic disease,service,yes,poor,no,poor,no,very good,university,nuclear,none,yes,very good,service,34,nan,University
-low,high,yes,none,housewife,yes,good,no,good,no,good,university,joint,none,yes,good,housewife,23,nan,University
-low,medium,yes,none,other,yes,good,no,good,no,good,high school,joint,none,no,good,housewife,23,nan,High School
-none,high,yes,none,housewife,yes,good,no,good,no,good,university,nuclear,none,yes,good,housewife,22,nan,University
-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
-none,low,no,none,service,no,good,yes,neutral,no,good,university,nuclear,none,yes,good,housewife,30,nan,University
-none,low,no,none,housewife,yes,good,no,neutral,no,good,high school,nuclear,none,no,good,housewife,18,nan,High School
-low,medium,no,none,housewife,no,bad,yes,neutral,yes,neutral,university,nuclear,chronic disease,no,good,housewife,31,nan,University
-low,medium,no,none,housewife,no,good,no,good,no,good,university,nuclear,none,no,good,housewife,30,nan,University
-none,high,no,chronic disease,housewife,yes,friendly,no,neutral,no,very good,university,nuclear,non-chronic disease,yes,very good,housewife,26,nan,University
-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
-low,high,no,none,housewife,yes,good,no,neutral,yes,good,university,joint,chronic disease,yes,good,housewife,28,nan,University
-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
-low,low,no,none,housewife,no,neutral,no,neutral,no,good,university,joint,none,yes,good,housewife,24,nan,University
-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
-low,high,no,none,housewife,no,good,no,neutral,no,good,university,joint,none,yes,good,doctor,29,nan,University
-none,high,yes,none,housewife,yes,good,yes,good,yes,good,high school,nuclear,chronic disease,yes,good,housewife,25,nan,High School
-low,high,yes,non-chronic disease,housewife,yes,good,no,good,no,good,high school,joint,none,yes,good,housewife,25,nan,High School
-low,low,no,none,housewife,no,good,no,good,no,good,college,nuclear,non-chronic disease,no,good,housewife,29,nan,University
-low,medium,no,none,service,yes,good,no,neutral,no,good,university,joint,non-chronic disease,yes,good,service,30,nan,University
-medium,medium,yes,none,teacher,yes,good,yes,neutral,no,good,university,nuclear,none,yes,good,teacher,30,nan,University
-low,medium,yes,none,student,yes,good,yes,good,no,good,university,nuclear,non-chronic disease,yes,good,student,24,nan,University
-low,medium,no,none,student,yes,good,no,neutral,yes,good,university,joint,none,yes,good,student,21,nan,University
-medium,high,no,none,service,yes,friendly,no,neutral,no,very good,university,joint,non-chronic disease,yes,very good,service,32,nan,University
-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
-none,high,yes,none,housewife,yes,good,yes,good,no,good,university,joint,non-chronic disease,yes,good,housewife,22,nan,University
-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
-low,high,no,none,student,yes,good,no,neutral,no,good,university,nuclear,non-chronic disease,yes,good,student,20,nan,University
-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
-none,high,yes,none,student,no,good,no,good,no,good,university,joint,non-chronic disease,yes,good,housewife,26,nan,University
-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
-none,low,no,none,housewife,yes,friendly,yes,friendly,no,very good,university,nuclear,none,yes,very good,housewife,34,nan,University
-low,medium,no,chronic disease,housewife,no,good,yes,neutral,yes,good,college,nuclear,chronic disease,yes,good,housewife,25,nan,University
-none,high,yes,non-chronic disease,student,yes,good,no,good,no,neutral,high school,nuclear,non-chronic disease,yes,good,student,18,nan,University
-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
-medium,high,no,none,teacher,yes,good,no,neutral,yes,good,university,joint,none,no,good,teacher,29,nan,University
-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
-none,high,yes,none,housewife,yes,good,no,neutral,no,good,university,nuclear,non-chronic disease,no,good,housewife,34,nan,University
-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
-low,high,no,none,other,yes,good,yes,neutral,no,good,university,nuclear,non-chronic disease,yes,good,other,28,nan,University
-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
-low,low,no,chronic disease,student,no,bad,yes,bad,yes,good,university,joint,non-chronic disease,yes,good,housewife,26,nan,High School
-low,medium,yes,none,teacher,yes,good,no,neutral,yes,good,university,nuclear,non-chronic disease,no,good,teacher,32,nan,University
-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

artifacts/top20_features.csv

@@ -1,21 +0,0 @@
-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

artifacts/top20_features.pkl

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