diff --git a/notebooks/classification/preprocessing_ishwari.ipynb b/notebooks/classification/preprocessing_ishwari.ipynb
index 7d7ed0956b9507e525c4625fd62cb1f40917f46b..38437f75320089099424a9d9fdf8dd32a3a83cdb 100644
--- a/notebooks/classification/preprocessing_ishwari.ipynb
+++ b/notebooks/classification/preprocessing_ishwari.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 172,
+ "execution_count": 42,
"metadata": {},
"outputs": [
{
@@ -161,7 +161,7 @@
"4 0 0 40 Cuba <=50K "
]
},
- "execution_count": 172,
+ "execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
@@ -175,7 +175,7 @@
},
{
"cell_type": "code",
- "execution_count": 173,
+ "execution_count": 43,
"metadata": {},
"outputs": [
{
@@ -213,7 +213,7 @@
},
{
"cell_type": "code",
- "execution_count": 174,
+ "execution_count": 44,
"metadata": {},
"outputs": [
{
@@ -245,7 +245,7 @@
},
{
"cell_type": "code",
- "execution_count": 175,
+ "execution_count": 45,
"metadata": {},
"outputs": [
{
@@ -288,7 +288,7 @@
},
{
"cell_type": "code",
- "execution_count": 176,
+ "execution_count": 46,
"metadata": {},
"outputs": [
{
@@ -329,7 +329,7 @@
},
{
"cell_type": "code",
- "execution_count": 177,
+ "execution_count": 47,
"metadata": {},
"outputs": [
{
@@ -347,7 +347,7 @@
},
{
"cell_type": "code",
- "execution_count": 178,
+ "execution_count": 48,
"metadata": {},
"outputs": [
{
@@ -368,7 +368,7 @@
},
{
"cell_type": "code",
- "execution_count": 179,
+ "execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
@@ -394,7 +394,7 @@
},
{
"cell_type": "code",
- "execution_count": 180,
+ "execution_count": 50,
"metadata": {},
"outputs": [
{
@@ -522,7 +522,7 @@
"Income 0.227687 1.000000 "
]
},
- "execution_count": 180,
+ "execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
@@ -557,7 +557,7 @@
},
{
"cell_type": "code",
- "execution_count": 181,
+ "execution_count": 51,
"metadata": {},
"outputs": [
{
@@ -609,7 +609,7 @@
},
{
"cell_type": "code",
- "execution_count": 182,
+ "execution_count": 52,
"metadata": {},
"outputs": [
{
@@ -664,7 +664,7 @@
},
{
"cell_type": "code",
- "execution_count": 183,
+ "execution_count": 53,
"metadata": {},
"outputs": [
{
@@ -732,7 +732,7 @@
},
{
"cell_type": "code",
- "execution_count": 184,
+ "execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
@@ -748,7 +748,7 @@
},
{
"cell_type": "code",
- "execution_count": 185,
+ "execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
@@ -764,7 +764,7 @@
},
{
"cell_type": "code",
- "execution_count": 186,
+ "execution_count": 56,
"metadata": {},
"outputs": [],
"source": [
@@ -773,14 +773,14 @@
},
{
"cell_type": "code",
- "execution_count": 187,
+ "execution_count": 57,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "✅ Dropped 7655 duplicate rows.\n"
+ "Dropped 7655 duplicate rows.\n"
]
}
],
@@ -789,7 +789,7 @@
"before = df.shape[0]\n",
"df.drop_duplicates(inplace=True)\n",
"after = df.shape[0]\n",
- "print(f\"✅ Dropped {before - after} duplicate rows.\")"
+ "print(f\"Dropped {before - after} duplicate rows.\")"
]
},
{
@@ -801,7 +801,7 @@
},
{
"cell_type": "code",
- "execution_count": 188,
+ "execution_count": 58,
"metadata": {},
"outputs": [
{
@@ -846,7 +846,7 @@
},
{
"cell_type": "code",
- "execution_count": 189,
+ "execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
@@ -856,7 +856,7 @@
},
{
"cell_type": "code",
- "execution_count": 190,
+ "execution_count": 60,
"metadata": {},
"outputs": [
{
@@ -896,7 +896,7 @@
},
{
"cell_type": "code",
- "execution_count": 191,
+ "execution_count": 61,
"metadata": {},
"outputs": [
{
@@ -925,7 +925,7 @@
},
{
"cell_type": "code",
- "execution_count": 192,
+ "execution_count": 62,
"metadata": {},
"outputs": [
{
@@ -987,7 +987,7 @@
},
{
"cell_type": "code",
- "execution_count": 193,
+ "execution_count": 63,
"metadata": {},
"outputs": [],
"source": [
@@ -1006,7 +1006,7 @@
},
{
"cell_type": "code",
- "execution_count": 194,
+ "execution_count": 64,
"metadata": {},
"outputs": [],
"source": [
@@ -1035,7 +1035,7 @@
},
{
"cell_type": "code",
- "execution_count": 195,
+ "execution_count": 65,
"metadata": {},
"outputs": [],
"source": [
@@ -1062,7 +1062,7 @@
},
{
"cell_type": "code",
- "execution_count": 196,
+ "execution_count": 66,
"metadata": {},
"outputs": [],
"source": [
@@ -1081,7 +1081,7 @@
},
{
"cell_type": "code",
- "execution_count": 197,
+ "execution_count": 67,
"metadata": {},
"outputs": [
{
@@ -1115,7 +1115,7 @@
},
{
"cell_type": "code",
- "execution_count": 198,
+ "execution_count": 68,
"metadata": {},
"outputs": [],
"source": [
@@ -1139,7 +1139,7 @@
},
{
"cell_type": "code",
- "execution_count": 199,
+ "execution_count": 69,
"metadata": {},
"outputs": [],
"source": [
@@ -1150,7 +1150,7 @@
},
{
"cell_type": "code",
- "execution_count": 200,
+ "execution_count": 70,
"metadata": {},
"outputs": [],
"source": [
@@ -1193,7 +1193,7 @@
},
{
"cell_type": "code",
- "execution_count": 201,
+ "execution_count": 71,
"metadata": {},
"outputs": [],
"source": [
@@ -1204,7 +1204,7 @@
},
{
"cell_type": "code",
- "execution_count": 202,
+ "execution_count": 72,
"metadata": {},
"outputs": [],
"source": [
@@ -1214,7 +1214,7 @@
},
{
"cell_type": "code",
- "execution_count": 203,
+ "execution_count": 73,
"metadata": {},
"outputs": [],
"source": [
@@ -1253,7 +1253,7 @@
},
{
"cell_type": "code",
- "execution_count": 204,
+ "execution_count": 74,
"metadata": {},
"outputs": [],
"source": [
@@ -1286,7 +1286,7 @@
},
{
"cell_type": "code",
- "execution_count": 205,
+ "execution_count": 75,
"metadata": {},
"outputs": [],
"source": [
@@ -1306,7 +1306,7 @@
},
{
"cell_type": "code",
- "execution_count": 206,
+ "execution_count": 76,
"metadata": {},
"outputs": [
{
@@ -1372,7 +1372,7 @@
},
{
"cell_type": "code",
- "execution_count": 207,
+ "execution_count": 77,
"metadata": {},
"outputs": [],
"source": [
@@ -1407,7 +1407,7 @@
},
{
"cell_type": "code",
- "execution_count": 208,
+ "execution_count": 78,
"metadata": {},
"outputs": [
{
@@ -1535,7 +1535,7 @@
"4 40 0 Prof-specialty Latin America "
]
},
- "execution_count": 208,
+ "execution_count": 78,
"metadata": {},
"output_type": "execute_result"
}
@@ -1564,7 +1564,7 @@
},
{
"cell_type": "code",
- "execution_count": 209,
+ "execution_count": 79,
"metadata": {},
"outputs": [
{
@@ -1790,7 +1790,7 @@
"[5 rows x 40 columns]"
]
},
- "execution_count": 209,
+ "execution_count": 79,
"metadata": {},
"output_type": "execute_result"
}
@@ -1820,7 +1820,7 @@
},
{
"cell_type": "code",
- "execution_count": 210,
+ "execution_count": 80,
"metadata": {},
"outputs": [
{
@@ -2046,7 +2046,7 @@
"[5 rows x 40 columns]"
]
},
- "execution_count": 210,
+ "execution_count": 80,
"metadata": {},
"output_type": "execute_result"
}
@@ -2060,7 +2060,7 @@
},
{
"cell_type": "code",
- "execution_count": 211,
+ "execution_count": 81,
"metadata": {},
"outputs": [],
"source": [
@@ -2070,7 +2070,7 @@
},
{
"cell_type": "code",
- "execution_count": 212,
+ "execution_count": 82,
"metadata": {},
"outputs": [],
"source": [