Upload 2 files

post-operative.data

@@ -0,0 +1,91 @@
+internal_temperature,surface_temperature,oxigen_saturation,blood_pressure,is_surface_temperature_stable,is_internal_temperature_stable,is_blood_pressure_stable,perceived_comfort,decision
+mid,low,excellent,mid,stable,stable,stable,15,0
+mid,high,excellent,high,stable,stable,stable,10,1
+high,low,excellent,high,stable,stable,mod-stable,10,0
+mid,low,good,high,stable,unstable,mod-stable,15,A 
+mid,mid,excellent,high,stable,stable,stable,10,0
+high,low,good,mid,stable,stable,unstable,15,1
+mid,low,excellent,high,stable,stable,mod-stable,05,1
+high,mid,excellent,mid,unstable,unstable,stable,10,1
+mid,high,good,mid,stable,stable,stable,10,1
+mid,low,excellent,mid,unstable,stable,mod-stable,10,1
+mid,mid,good,mid,stable,stable,stable,15,0
+mid,low,good,high,stable,stable,mod-stable,10,0
+high,high,excellent,high,unstable,stable,unstable,15,0
+mid,high,good,mid,unstable,stable,mod-stable,10,0
+mid,low,good,high,unstable,unstable,stable,15,1
+high,high,excellent,high,unstable,stable,unstable,10,0
+low,high,good,high,unstable,stable,mod-stable,15,0
+mid,low,good,high,unstable,stable,stable,10,0
+mid,high,good,mid,unstable,stable,unstable,15,0
+mid,mid,good,mid,stable,stable,stable,10,0
+low,high,good,mid,unstable,stable,stable,15,0
+low,mid,excellent,high,unstable,stable,unstable,10,1
+mid,mid,good,mid,unstable,stable,unstable,15,0
+mid,mid,good,mid,unstable,stable,stable,10,0
+high,high,good,mid,stable,stable,mod-stable,10,0
+low,mid,good,mid,unstable,stable,stable,10,0
+high,mid,good,low,stable,stable,mod-stable,10,0
+low,mid,excellent,high,stable,stable,mod-stable,10,0
+mid,mid,excellent,mid,stable,stable,unstable,15,0
+mid,mid,good,mid,unstable,stable,unstable,10,1
+mid,mid,good,high,unstable,stable,stable,10,0
+low,low,good,mid,unstable,stable,unstable,10,0
+mid,mid,excellent,high,unstable,stable,mod-stable,10,0
+mid,low,good,mid,stable,stable,stable,10,0
+low,mid,excellent,high,stable,stable,mod-stable,10,0
+mid,mid,good,mid,stable,stable,stable,10,0
+low,mid,excellent,mid,stable,stable,stable,10,1
+low,low,good,mid,unstable,stable,unstable,10,1
+low,low,good,mid,stable,stable,stable,07,1
+mid,mid,good,high,unstable,stable,mod-stable,10,0
+low,low,good,mid,unstable,stable,stable,10,0
+low,mid,good,mid,stable,stable,stable,15,1
+high,high,good,high,unstable,stable,stable,15,1
+mid,mid,good,mid,stable,stable,stable,10,1
+low,low,excellent,mid,stable,stable,stable,10,0
+low,mid,good,mid,unstable,stable,stable,10,1
+low,mid,good,high,unstable,stable,stable,?,2
+mid,mid,excellent,mid,unstable,stable,stable,10,0
+high,high,excellent,high,stable,stable,unstable,?,0
+mid,high,good,low,unstable,stable,stable,10,0
+mid,high,good,mid,unstable,mod-stable,mod-stable,10,0
+low,high,excellent,mid,unstable,stable,stable,10,0
+mid,low,excellent,high,unstable,stable,unstable,10,0
+mid,mid,good,mid,unstable,stable,mod-stable,10,1
+high,high,excellent,mid,unstable,stable,mod-stable,10,0
+mid,mid,good,mid,unstable,stable,stable,15,0
+high,mid,good,high,stable,stable,unstable,15,0
+mid,low,good,high,unstable,stable,mod-stable,10,0
+low,low,good,high,stable,stable,stable,10,0
+mid,high,good,mid,stable,stable,mod-stable,10,0
+mid,high,good,mid,unstable,stable,unstable,10,0
+mid,low,excellent,high,stable,stable,stable,10,0
+mid,mid,good,mid,stable,stable,unstable,10,0
+mid,low,excellent,mid,stable,stable,unstable,10,1
+high,mid,excellent,mid,unstable,unstable,unstable,10,0
+mid,mid,good,high,stable,stable,stable,10,1
+mid,low,excellent,mid,unstable,stable,stable,10,0
+mid,mid,excellent,mid,unstable,stable,stable,10,0
+mid,mid,excellent,high,stable,stable,stable,10,0
+mid,mid,excellent,low,stable,stable,stable,10,0
+mid,low,excellent,mid,unstable,unstable,unstable,?,0
+low,low,excellent,mid,stable,stable,stable,10,0
+mid,mid,excellent,mid,stable,stable,mod-stable,10,1
+mid,mid,excellent,high,stable,stable,stable,10,0
+mid,low,excellent,high,stable,stable,mod-stable,10,0
+low,mid,good,mid,stable,stable,unstable,10,0
+mid,mid,excellent,mid,stable,stable,mod-stable,10,0
+mid,mid,excellent,mid,stable,stable,unstable,10,0
+mid,mid,excellent,mid,unstable,unstable,stable,10,1
+mid,mid,good,high,stable,stable,stable,10,0
+mid,mid,excellent,mid,stable,stable,stable,15,0
+mid,mid,excellent,mid,stable,stable,stable,10,1
+mid,low,good,mid,stable,stable,unstable,10,2
+high,mid,excellent,mid,unstable,stable,unstable,05,0
+mid,mid,excellent,mid,stable,stable,unstable,10,0
+mid,mid,excellent,mid,unstable,stable,stable,10,0
+mid,mid,excellent,mid,unstable,stable,stable,15,1
+mid,mid,good,mid,unstable,stable,stable,15,0
+mid,mid,excellent,mid,unstable,stable,stable,10,0
+mid,mid,good,mid,unstable,stable,stable,15,1

post_operative.py

@@ -11,6 +11,37 @@ import pandas
 VERSION = datasets.Version("1.0.0")
 
 _ENCODING_DICS = {
+    "internal_temperature": {
+        "low": 0,
+        "mid": 1,
+        "high": 2
+    },
+    "surface_temperature": {
+        "low": 0,
+        "mid": 1,
+        "high": 2
+    },
+    "oxigen_saturation": {
+        "good": 0,
+        "excellent": 1
+    },
+    "blood_pressure": {
+        "low": 0,
+        "mid": 1,
+        "high": 2
+    },
+    "is_surface_temperature_stable": {
+        "stable": True,
+        "unstable": False,
+    },
+    "is_internal_temperature_stable": {
+        "stable": True,
+        "unstable": False,
+    },
+    "is_blood_pressure_stable": {
+        "stable": True,
+        "unstable": False,
+    }
 }
 
 DESCRIPTION = "PostOperative dataset."
@@ -35,9 +66,9 @@ features_types_per_config = {
         "surface_temperature": datasets.Value("int8"),
         "oxigen_saturation": datasets.Value("int8"),
         "blood_pressure": datasets.Value("int8"),
-        "surface_temperature_stability": datasets.Value("int8"),
-        "internal_temperature_stability": datasets.Value("int8"),
-        "blood_pressure_stability": datasets.Value("int8"),
+        "is_surface_temperature_stable": datasets.Value("int8"),
+        "is_internal_temperature_stable": datasets.Value("int8"),
+        "is_blood_pressure_stable": datasets.Value("int8"),
         "perceived_comfort": datasets.Value("int8"),
         "decision": datasets.ClassLabel(num_classes=3, names=("discharge", "hospital floor", "intensive care")),
     },
@@ -46,9 +77,9 @@ features_types_per_config = {
         "surface_temperature": datasets.Value("int8"),
         "oxigen_saturation": datasets.Value("int8"),
         "blood_pressure": datasets.Value("int8"),
-        "surface_temperature_stability": datasets.Value("int8"),
-        "internal_temperature_stability": datasets.Value("int8"),
-        "blood_pressure_stability": datasets.Value("int8"),
+        "is_surface_temperature_stable": datasets.Value("int8"),
+        "is_internal_temperature_stable": datasets.Value("int8"),
+        "is_blood_pressure_stable": datasets.Value("int8"),
         "perceived_comfort": datasets.Value("int8"),
         "decision": datasets.ClassLabel(num_classes=2, names=("discharge", "don't discharge")),
     }