commit bd2b8c1864d3591fb6b6d78d499ad1f89231fab3
parent 0c3bfa6dc8b64bc6f3eb22a5a9485dd4540cdbb0
Author: Andrew <andrewlaack1@gmail.com>
Date: Wed, 26 Jun 2024 14:20:19 -0500
It all works now!!!
Diffstat:
1 file changed, 418 insertions(+), 173 deletions(-)
diff --git a/irisClassification/CustomDecisionTree.ipynb b/irisClassification/CustomDecisionTree.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
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- "execution_count": 2374,
+ "execution_count": 2766,
"metadata": {},
"outputs": [],
"source": [
@@ -10,12 +10,14 @@
"\n",
"iris = load_iris(as_frame=True)\n",
"X = iris.data.values\n",
- "y = iris.target"
+ "y = iris.target\n",
+ "\n",
+ "columnNames = iris.data.columns.to_list()"
]
},
{
"cell_type": "code",
- "execution_count": 2375,
+ "execution_count": 2767,
"metadata": {},
"outputs": [
{
@@ -38,7 +40,7 @@
},
{
"cell_type": "code",
- "execution_count": 2376,
+ "execution_count": 2768,
"metadata": {},
"outputs": [],
"source": [
@@ -123,7 +125,7 @@
},
{
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- "execution_count": 2377,
+ "execution_count": 2769,
"metadata": {},
"outputs": [],
"source": [
@@ -170,7 +172,7 @@
},
{
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- "execution_count": 2378,
+ "execution_count": 2770,
"metadata": {},
"outputs": [],
"source": [
@@ -179,16 +181,20 @@
"def recurse(ls, y,columnNames):\n",
" node, leftX, rightX, leftClass, rightClass = split(ls, y, columnNames)\n",
"\n",
- "\n",
+ " leftX = np.array(leftX)\n",
+ " leftClass = np.array(leftClass)\n",
+ " rightClass = np.array(rightClass)\n",
+ " rightX = np.array(rightX)\n",
+ " \n",
" if(node == None):\n",
" return Node()\n",
"\n",
- " if(giniImpurity(np.array(leftClass) > 0)):\n",
+ " if(giniImpurity(leftClass) > 0):\n",
" node.left = recurse(np.array(leftX), np.array(leftClass), columnNames)\n",
" else:\n",
" node.left = Node()\n",
" \n",
- " if(giniImpurity(np.array(rightClass) > 0)):\n",
+ " if(giniImpurity(rightClass) > 0):\n",
" node.right = recurse(np.array(rightX), np.array(rightClass), columnNames)\n",
" else:\n",
" node.right = Node()\n",
@@ -218,7 +224,7 @@
},
{
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+ "execution_count": 2771,
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},
- "execution_count": 2379,
+ "execution_count": 2771,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
- "ls = np.array([\n",
- " [10,2,3,2],\n",
- " [3,98,8,2], \n",
- " [1,10,10,5],\n",
- " [3,5,1,1], \n",
- " [1,10,3,5],\n",
- " [1,10,5,5],\n",
- " [3,78,1,1], \n",
- " [1,10,3,5],\n",
- " [1,10,3,5],\n",
- " [3,5,1,1], \n",
- " [1,80,8,87],\n",
- " [1,10,3,5],\n",
- " [3,5,1,1], \n",
- " [1,10,3,5],\n",
- " [3,5,1,1], \n",
- " [1,1,2,1],\n",
- " [6,5,2,1], \n",
- " [3,10,1,3]])\n",
- "\n",
- "columnNames = ['Age' , 'Weight', 'Height', 'Date']\n",
- "\n",
- "y = [3,2,0,1,20,3,1,18,0,1,10,78,1,10,7,1,10,3]\n",
- "\n",
- "queue = []\n",
- "queue.append([ls , y])\n",
- "firstNode = None\n",
- "\n",
- "node = recurse(ls,y,columnNames)\n",
+ "X = X_train\n",
+ "y = y_train.to_list()\n",
+ "\n",
+ "node = recurse(X,y,columnNames)\n",
"graphTree(node)\n",
"graph"
]
