From c97db5a80a1c59a24f894d77ebd40dc735a3531f Mon Sep 17 00:00:00 2001 From: RussellBentley Date: Thu, 28 Mar 2024 13:01:02 -0400 Subject: [PATCH] Add test notebook --- Imbalanced_01.ipynb | 206 ++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 206 insertions(+) create mode 100644 Imbalanced_01.ipynb diff --git a/Imbalanced_01.ipynb b/Imbalanced_01.ipynb new file mode 100644 index 0000000..28fb84f --- /dev/null +++ b/Imbalanced_01.ipynb @@ -0,0 +1,206 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 49, + "id": "bbb5053b-e99c-41e7-b818-7d7efc8a434f", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from matplotlib.colors import ListedColormap\n", + "\n", + "from sklearn.datasets import make_circles, make_classification, make_moons\n", + "from sklearn.ensemble import AdaBoostClassifier, RandomForestClassifier\n", + "from sklearn.inspection import DecisionBoundaryDisplay\n", + "from sklearn.tree import DecisionTreeClassifier" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "1f5bfb58-a497-4df8-8355-c0d5e5d9b599", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1 1 1 0 1 1 0 1 0 0 1 1 1 0 0 1 0 0 1 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 1 0 1\n", + " 1 1 0 1 0 1 1 1 0 0 1 0 1 0 1 1 0 0 1 0 1 1 0 1 1 1 0 0 0 0 1 1 0 1 0 0 1\n", + " 0 1 1 0 1 1]\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X, y = make_moons(\n", + " n_samples = 200, \n", + " noise = 0.2, \n", + " random_state = 4232\n", + ")\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " X, \n", + " y, \n", + " test_size = 0.4, \n", + " random_state = 4243,\n", + ")\n", + "print(y_test)\n", + "\n", + "dt_classifier = DecisionTreeClassifier(\n", + " max_depth = 5, \n", + " random_state = 42,\n", + ")\n", + "\n", + "clf = make_pipeline(StandardScaler(), dt_classifier)\n", + "clf.fit(X_train, y_train)\n", + "score = clf.score(X_test, y_test)\n", + "\n", + "cm = plt.cm.RdBu\n", + "cm_bright = ListedColormap([\"#FF0000\", \"#0000FF\"])\n", + "fig, ax = plt.subplots()\n", + "DecisionBoundaryDisplay.from_estimator(\n", + " clf, \n", + " X, \n", + " cmap = cm, \n", + " alpha = 0.8, \n", + " ax = ax, \n", + " eps = 0.5\n", + ")\n", + "\n", + "ax.scatter(\n", + " X[:, 0], \n", + " X[:, 1], \n", + " c = y,\n", + " cmap = cm_bright, \n", + " alpha = 0.6, \n", + " edgecolors = \"k\",\n", + ")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "a97ee201-c168-425f-92fe-016edc7fcdce", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9545454545454546\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X, y = make_circles(\n", + " n_samples = (200, 20), \n", + " noise = 0.1,\n", + " factor = 0.6,\n", + " random_state = 4232\n", + ")\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " X, \n", + " y, \n", + " test_size = 0.4, \n", + " random_state = 4243,\n", + ")\n", + "\n", + "dt_classifier = DecisionTreeClassifier(\n", + " max_depth = 5, \n", + " random_state = 42,\n", + " class_weight = {0:0.1, 1: 0.9}\n", + ")\n", + "\n", + "clf = make_pipeline(StandardScaler(), dt_classifier)\n", + "clf.fit(X_train, y_train)\n", + "score = clf.score(X_test, y_test)\n", + "\n", + "cm = plt.cm.RdBu\n", + "cm_bright = ListedColormap([\"#FF0000\", \"#0000FF\"])\n", + "fig, ax = plt.subplots()\n", + "\n", + "DecisionBoundaryDisplay.from_estimator(\n", + " clf, \n", + " X, \n", + " cmap = cm, \n", + " alpha = 0.8, \n", + " ax = ax, \n", + " eps = 0.5\n", + ")\n", + "\n", + "ax.scatter(\n", + " X_train[:, 0], \n", + " X_train[:, 1], \n", + " c = y_train,\n", + " cmap = cm_bright, \n", + " alpha = 0.6, \n", + " edgecolors = \"k\",\n", + ")\n", + "\n", + "print(score)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7e1a9beb-0631-40dc-bdee-abb45fa4c06e", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}