Upload 9 files

.gitattributes

@@ -37,3 +37,4 @@ catboost_model_full.cbm filter=lfs diff=lfs merge=lfs -text
 catboost_model_top20.cbm filter=lfs diff=lfs merge=lfs -text
 artifacts/catboost_model_full.cbm filter=lfs diff=lfs merge=lfs -text
 artifacts/catboost_model_top20.cbm filter=lfs diff=lfs merge=lfs -text
+artifacts_final/catboost_model_full.cbm filter=lfs diff=lfs merge=lfs -text

artifacts_final/catboost_metadata.json

@@ -0,0 +1,38 @@
+{
+    "model_type": "CatBoostClassifier",
+    "features_used": [
+        "Need for Support",
+        "Recieved Support",
+        "Abuse",
+        "Disease before pregnancy",
+        "Pregnancy plan",
+        "Relationship with the in-laws",
+        "Relationship with husband",
+        "Occupation before latest pregnancy",
+        "Major changes or losses during pregnancy",
+        "Relationship with the newborn",
+        "Family type",
+        "Diseases during pregnancy",
+        "Relationship between father and newborn",
+        "Husband's education level",
+        "Trust and share feelings",
+        "Birth compliancy",
+        "Education Level",
+        "Occupation After Your Latest Childbirth",
+        "Addiction",
+        "Age"
+    ],
+    "feature_count": 20,
+    "model_parameters": {
+        "depth": 6,
+        "l2_leaf_reg": 5,
+        "eval_metric": "F1",
+        "iterations": 800,
+        "learning_rate": 0.015,
+        "loss_function": "Logloss"
+    },
+    "thresholds": {
+        "optimal_balanced": 0.4099999999999998,
+        "description": "Selected to maximize Accuracy while keeping Recall > 90% on train data."
+    }
+}

artifacts_final/catboost_model_full.cbm

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fcb412e399210e4be7405e4f67333a2575a02b2457cb4a3ae0c78b39cacf4f75
+size 197528

artifacts_final/feature_importance.csv

@@ -0,0 +1,38 @@
+Feature,Importance
+Need for Support,16.03151314931186
+Recieved Support,9.458999473184454
+Abuse,9.107785402592787
+Disease before pregnancy,7.294452114554352
+Relationship with husband,6.0509657307778895
+Relationship with the in-laws,5.189379753661228
+Relationship with the newborn,4.336100651009889
+Pregnancy plan,4.3125901945949145
+Occupation before latest pregnancy,4.107110302089471
+Relationship between father and newborn,3.9730752299734604
+Occupation After Your Latest Childbirth,3.7715539729894223
+Education Level,3.6722216949108883
+Family type,3.4068318708659717
+Diseases during pregnancy,3.3068143153502882
+Major changes or losses during pregnancy,3.1524422367765585
+Husband's education level,3.1495599239607577
+Age,1.8596399705671582
+History of pregnancy loss,1.4930131445463277
+Birth compliancy,1.4779458513868304
+Addiction,1.4687595890505514
+Trust and share feelings,1.3324338073397837
+Number of the latest pregnancy,1.0195018231989033
+Gender of newborn,0.49860374672472896
+Breastfeed,0.2521193151745318
+Newborn illness,0.16150805727639697
+Mode of delivery,0.08866141423759216
+Marital status,0.026417263892971922
+Residence,0.0
+Current monthly income,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
+Regular checkups,0.0
+Pregnancy length,0.0
+Age of immediate older children,0.0
+Age of newborn,0.0

artifacts_final/model_ui_schema.json

@@ -0,0 +1,241 @@
+{
+    "app_title": "PPD Risk Assessment",
+    "description": "Enter patient details to screen for Postpartum Depression risk.",
+    "model_file": "catboost_model_top20.cbm",
+    "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": [
+                "chronic disease",
+                "non-chronic disease",
+                "none"
+            ],
+            "default": "chronic disease"
+        },
+        {
+            "id": "Pregnancy plan",
+            "label": "Select Pregnancy plan",
+            "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": "Relationship with husband",
+            "label": "Select Relationship with husband",
+            "type": "dropdown",
+            "options": [
+                "bad",
+                "friendly",
+                "good",
+                "neutral",
+                "poor"
+            ],
+            "default": "bad"
+        },
+        {
+            "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": "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 newborn",
+            "label": "Select Relationship with the newborn",
+            "type": "dropdown",
+            "options": [
+                "bad",
+                "good",
+                "neutral",
+                "very good"
+            ],
+            "default": "bad"
+        },
+        {
+            "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": "Relationship between father and newborn",
+            "label": "Select Relationship between father and newborn",
+            "type": "dropdown",
+            "options": [
+                "bad",
+                "good",
+                "neutral",
+                "very good"
+            ],
+            "default": "bad"
+        },
+        {
+            "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"
+        },
+        {
+            "id": "Trust and share feelings",
+            "label": "Select Trust and share feelings",
+            "type": "dropdown",
+            "options": [
+                "no",
+                "yes"
+            ],
+            "default": "no"
+        },
+        {
+            "id": "Birth compliancy",
+            "label": "Select Birth compliancy",
+            "type": "dropdown",
+            "options": [
+                "no",
+                "yes"
+            ],
+            "default": "no"
+        },
+        {
+            "id": "Education Level",
+            "label": "Select Education Level",
+            "type": "dropdown",
+            "options": [
+                "college",
+                "high school",
+                "primary school",
+                "university",
+                "unknown"
+            ],
+            "default": "college"
+        },
+        {
+            "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": "Addiction",
+            "label": "Select Addiction",
+            "type": "dropdown",
+            "options": [
+                "drinking",
+                "drugs",
+                "none",
+                "smoking"
+            ],
+            "default": "none"
+        },
+        {
+            "id": "Age",
+            "label": "Enter Age",
+            "type": "number",
+            "min": 18.0,
+            "max": 45.0,
+            "default": 18.0
+        }
+    ]
+}

artifacts_final/top20_data_rows.csv

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

artifacts_final/top20_features.csv

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