Update notebook

Author: ruivieira

notebooks/Counterfactuals.ipynb

@@ -10,7 +10,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "id": "569777b3",
    "metadata": {},
    "outputs": [],
@@ -59,7 +59,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "id": "22ba9951",
    "metadata": {},
    "outputs": [],
@@ -90,7 +90,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "id": "5bcb0105",
    "metadata": {},
    "outputs": [],
@@ -110,7 +110,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 5,
    "id": "6aa524ae",
    "metadata": {},
    "outputs": [],
@@ -131,20 +131,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 6,
    "id": "f0f07043",
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Feature f-num1 has value 9.344140417436046\n",
-      "Feature f-num2 has value 2.101222990524685\n",
-      "Feature f-num3 has value 5.759573701749472\n",
-      "Feature f-num4 has value 0.8173260627331469\n",
+      "Feature f-num1 has value 9.35846230523286\n",
+      "Feature f-num2 has value 7.791718241742139\n",
+      "Feature f-num3 has value 0.30365991828529393\n",
+      "Feature f-num4 has value 2.8165353533668114\n",
       "\n",
-      "Features sum is 18.02226317244335\n"
+      "Features sum is 20.27037581862711\n"
      ]
     }
    ],
@@ -167,7 +167,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 7,
    "id": "513d2e5a",
    "metadata": {},
    "outputs": [],
@@ -185,7 +185,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 8,
    "id": "30dcc15b",
    "metadata": {},
    "outputs": [],
@@ -205,7 +205,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 9,
    "id": "9cfe2a9d",
    "metadata": {},
    "outputs": [],
@@ -227,7 +227,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 10,
    "id": "bcd25df0",
    "metadata": {},
    "outputs": [],
@@ -255,7 +255,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 11,
    "id": "c2b76274",
    "metadata": {},
    "outputs": [
@@ -289,7 +289,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 12,
    "id": "92356f76",
    "metadata": {},
    "outputs": [],
@@ -311,7 +311,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 13,
    "id": "19a001ac",
    "metadata": {},
    "outputs": [],
@@ -332,7 +332,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 14,
    "id": "e5783b3d",
    "metadata": {},
    "outputs": [],
@@ -350,7 +350,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 15,
    "id": "cc2ad21e",
    "metadata": {},
    "outputs": [],
@@ -368,28 +368,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 19,
    "id": "6f1e04c1",
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "java.lang.DoubleFeature{value=490.4373902874999, intRangeMinimum=0.0, intRangeMaximum=1000.0, id='f-num1'}\n",
-      "java.lang.DoubleFeature{value=2.420079314517709, intRangeMinimum=0.0, intRangeMaximum=1000.0, id='f-num2'}\n",
-      "java.lang.DoubleFeature{value=5.759573701749472, intRangeMinimum=0.0, intRangeMaximum=1000.0, id='f-num3'}\n",
-      "java.lang.DoubleFeature{value=0.8173260627331469, intRangeMinimum=0.0, intRangeMaximum=1000.0, id='f-num4'}\n"
+      "java.lang.DoubleFeature{value=9.35846230523286, intRangeMinimum=0.0, intRangeMaximum=1000.0, id='f-num1'}\n",
+      "java.lang.DoubleFeature{value=7.868907841140915, intRangeMinimum=0.0, intRangeMaximum=1000.0, id='f-num2'}\n",
+      "java.lang.DoubleFeature{value=0.30365991828529393, intRangeMinimum=0.0, intRangeMaximum=1000.0, id='f-num3'}\n",
+      "java.lang.DoubleFeature{value=481.78810412867466, intRangeMinimum=0.0, intRangeMaximum=1000.0, id='f-num4'}\n",
+      "\n",
+      "Feature sum is 499.31913419333375\n"
      ]
     }
    ],
    "source": [
     "feature_sum = 0.0\n",
     "for entity in explanation.getEntities():\n",
     "    print(entity)\n",
-    "    feature_sum += entity.getValue().asNumber()\n",
+    "    feature_sum += entity.getProposedValue()\n",
     "    \n",
-    "print(f\"\\nFeature sum is {fe}\")"
+    "print(f\"\\nFeature sum is {feature_sum}\")"
    ]
   },
   {