Upload 13 files

.gitattributes

@@ -35,3 +35,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 catboost_model_full.cbm filter=lfs diff=lfs merge=lfs -text
 catboost_model_top20.cbm filter=lfs diff=lfs merge=lfs -text
+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/catboost_metadata.json

@@ -0,0 +1,39 @@
+{
+    "model_type": "CatBoostClassifier",
+    "top_features": [
+        "Need for Support",
+        "Recieved Support",
+        "Abuse",
+        "Disease before pregnancy",
+        "Occupation before latest pregnancy",
+        "Pregnancy plan",
+        "Relationship with husband",
+        "Major changes or losses during pregnancy",
+        "Relationship with the in-laws",
+        "Birth compliancy",
+        "Relationship between father and newborn",
+        "Education Level",
+        "Family type",
+        "Diseases during pregnancy",
+        "Trust and share feelings",
+        "Relationship with the newborn",
+        "Occupation After Your Latest Childbirth",
+        "Age",
+        "Addiction",
+        "Husband's education level"
+    ],
+    "best_params": {
+        "subsample": 0.8,
+        "learning_rate": 0.025,
+        "l2_leaf_reg": 10,
+        "iterations": 300,
+        "depth": 5,
+        "colsample_bylevel": 0.8
+    },
+    "thresholds": {
+        "clinical_safety": 0.3,
+        "optimal_f1": 0.20671326184410363,
+        "youden_index": 0.550614358431436
+    },
+    "feature_count": 20
+}

artifacts/catboost_metadata.pkl

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

artifacts/catboost_model_full.cbm

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+size 235600

artifacts/catboost_model_top20.cbm

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+size 158248

artifacts/catboost_model_top20.pkl

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+size 160541

artifacts/complete_pipeline.pkl

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

artifacts/feature_importance.csv

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

artifacts/model_ui_schema.json

@@ -0,0 +1,240 @@
+{
+    "app_title": "PPD Risk Assessment",
+    "description": "Enter patient details to screen for Postpartum Depression risk.",
+    "fields": [
+        {
+            "id": "Need for Support",
+            "label": "Select Need for Support",
+            "type": "dropdown",
+            "options": [
+                "high",
+                "low",
+                "medium",
+                "none"
+            ],
+            "default": "high"
+        },
+        {
+            "id": "Recieved Support",
+            "label": "Select Recieved Support",
+            "type": "dropdown",
+            "options": [
+                "high",
+                "low",
+                "medium"
+            ],
+            "default": "high"
+        },
+        {
+            "id": "Abuse",
+            "label": "Select Abuse",
+            "type": "dropdown",
+            "options": [
+                "no",
+                "yes"
+            ],
+            "default": "no"
+        },
+        {
+            "id": "Disease before pregnancy",
+            "label": "Select Disease before pregnancy",
+            "type": "dropdown",
+            "options": [
+                "1.2",
+                "chronic disease",
+                "non-chronic disease",
+                "none"
+            ],
+            "default": "1.2"
+        },
+        {
+            "id": "Occupation before latest pregnancy",
+            "label": "Select Occupation before latest pregnancy",
+            "type": "dropdown",
+            "options": [
+                "business",
+                "doctor",
+                "house wife",
+                "housewife",
+                "other",
+                "service",
+                "student",
+                "teacher"
+            ],
+            "default": "business"
+        },
+        {
+            "id": "Pregnancy plan",
+            "label": "Select Pregnancy plan",
+            "type": "dropdown",
+            "options": [
+                "no",
+                "yes"
+            ],
+            "default": "no"
+        },
+        {
+            "id": "Relationship with husband",
+            "label": "Select Relationship with husband",
+            "type": "dropdown",
+            "options": [
+                "bad",
+                "friendly",
+                "good",
+                "neutral",
+                "poor"
+            ],
+            "default": "bad"
+        },
+        {
+            "id": "Major changes or losses during pregnancy",
+            "label": "Select Major changes or losses during pregnancy",
+            "type": "dropdown",
+            "options": [
+                "no",
+                "yes"
+            ],
+            "default": "no"
+        },
+        {
+            "id": "Relationship with the in-laws",
+            "label": "Select Relationship with the in-laws",
+            "type": "dropdown",
+            "options": [
+                "bad",
+                "friendly",
+                "good",
+                "neutral",
+                "poor"
+            ],
+            "default": "bad"
+        },
+        {
+            "id": "Birth compliancy",
+            "label": "Select Birth compliancy",
+            "type": "dropdown",
+            "options": [
+                "no",
+                "yes"
+            ],
+            "default": "no"
+        },
+        {
+            "id": "Relationship between father and newborn",
+            "label": "Select Relationship between father and newborn",
+            "type": "dropdown",
+            "options": [
+                "bad",
+                "good",
+                "neutral",
+                "very good"
+            ],
+            "default": "bad"
+        },
+        {
+            "id": "Education Level",
+            "label": "Select Education Level",
+            "type": "dropdown",
+            "options": [
+                "college",
+                "high school",
+                "primary school",
+                "university",
+                "unknown"
+            ],
+            "default": "college"
+        },
+        {
+            "id": "Family type",
+            "label": "Select Family type",
+            "type": "dropdown",
+            "options": [
+                "joint",
+                "nuclear"
+            ],
+            "default": "joint"
+        },
+        {
+            "id": "Diseases during pregnancy",
+            "label": "Select Diseases during pregnancy",
+            "type": "dropdown",
+            "options": [
+                "chronic disease",
+                "non-chronic disease",
+                "none"
+            ],
+            "default": "chronic disease"
+        },
+        {
+            "id": "Trust and share feelings",
+            "label": "Select Trust and share feelings",
+            "type": "dropdown",
+            "options": [
+                "no",
+                "yes"
+            ],
+            "default": "no"
+        },
+        {
+            "id": "Relationship with the newborn",
+            "label": "Select Relationship with the newborn",
+            "type": "dropdown",
+            "options": [
+                "bad",
+                "good",
+                "neutral",
+                "very good"
+            ],
+            "default": "bad"
+        },
+        {
+            "id": "Occupation After Your Latest Childbirth",
+            "label": "Select Occupation After Your Latest Childbirth",
+            "type": "dropdown",
+            "options": [
+                "business",
+                "doctor",
+                "house wife",
+                "housewife",
+                "other",
+                "service",
+                "student",
+                "teacher"
+            ],
+            "default": "business"
+        },
+        {
+            "id": "Age",
+            "label": "Enter Age",
+            "type": "number",
+            "min": 18.0,
+            "max": 45.0,
+            "default": 18.0
+        },
+        {
+            "id": "Addiction",
+            "label": "Select Addiction",
+            "type": "dropdown",
+            "options": [
+                "Drinking",
+                "Drugs",
+                "Smoking"
+            ],
+            "default": "Drinking"
+        },
+        {
+            "id": "Husband's education level",
+            "label": "Select Husband's education level",
+            "type": "dropdown",
+            "options": [
+                "College",
+                "High School",
+                "High school",
+                "Primary School",
+                "Primary school",
+                "University"
+            ],
+            "default": "College"
+        }
+    ]
+}

artifacts/top20_data_rows.csv

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

artifacts/top20_features.csv

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

artifacts/top20_features.pkl

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